Get online predictions and explanations | Vertex AI

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class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> AutoML tutorials </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Hello image data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl" >Set up your project and environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/dataset" >Create a dataset and import images</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/training" >Train an AutoML image classification model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/error-analysis" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/error-analysis" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/error-analysis" >Evaluate and analyze model performance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/deploy-predict" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/deploy-predict" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/deploy-predict" >Deploy a model to an endpoint and make a prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/cleanup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/cleanup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/cleanup" >Clean up your project</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Hello tabular data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/tabular-automl/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/tabular-automl/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/tabular-automl/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/tabular-automl/setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/tabular-automl/setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/tabular-automl/setup" >Set up your project and environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/tabular-automl/dataset-train" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/tabular-automl/dataset-train" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/tabular-automl/dataset-train" >Create a dataset and train an AutoML classification model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/tabular-automl/deploy-predict" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/tabular-automl/deploy-predict" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/tabular-automl/deploy-predict" >Deploy a model and request a prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/tabular-automl/cleanup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/tabular-automl/cleanup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/tabular-automl/cleanup" >Clean up your project</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Hello text data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/text-classification-automl/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/text-classification-automl/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/text-classification-automl/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/text-classification-automl" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/text-classification-automl" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/text-classification-automl" >Set up your project and environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/text-classification-automl/dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/text-classification-automl/dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/text-classification-automl/dataset" >Create a dataset and import documents</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/text-classification-automl/training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/text-classification-automl/training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/text-classification-automl/training" >Train an AutoML text classification model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/text-classification-automl/deploy-predict" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/text-classification-automl/deploy-predict" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/text-classification-automl/deploy-predict" >Deploy a model to an endpoint and make a prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/text-classification-automl/cleanup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/text-classification-automl/cleanup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/text-classification-automl/cleanup" >Clean up your project</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Hello video data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/video-classification-automl/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/video-classification-automl/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/video-classification-automl/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/video-classification-automl" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/video-classification-automl" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/video-classification-automl" >Set up your project and environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/video-classification-automl/dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/video-classification-automl/dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/video-classification-automl/dataset" >Create a dataset and import videos</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/video-classification-automl/training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/video-classification-automl/training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/video-classification-automl/training" >Train an AutoML video classification model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/video-classification-automl/deploy-predict" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/video-classification-automl/deploy-predict" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/video-classification-automl/deploy-predict" >Deploy a model to make a batch prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/video-classification-automl/cleanup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/video-classification-automl/cleanup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/video-classification-automl/cleanup" >Clean up your project</a></li></ul></div></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Custom training tutorials </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/custom-training-pipelines/tabular" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/custom-training-pipelines/tabular" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/custom-training-pipelines/tabular" >Train a custom tabular model</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Train a TensorFlow Keras image classification model </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-custom/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-custom/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-custom/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-custom" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-custom" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-custom" >Set up your project and environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-custom/training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-custom/training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-custom/training" >Train a custom image classification model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-custom/serving" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-custom/serving" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-custom/serving" >Serve predictions from a custom image classification model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-custom/cleanup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-custom/cleanup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-custom/cleanup" >Clean up your project</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/custom-training-pipelines/image-classification" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/custom-training-pipelines/image-classification" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/custom-training-pipelines/image-classification" >Fine-tune an image classification model with custom data</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/custom-training-pipelines/custom-training-jupyter-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/custom-training-pipelines/custom-training-jupyter-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/custom-training-pipelines/custom-training-jupyter-notebooks" >Custom training Jupyter notebook tutorials</a></li><li class="devsite-nav-item devsite-nav-deprecated"><a href="/vertex-ai/docs/tutorials/terraform/terraform-create-user-managed-notebooks-instance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/terraform/terraform-create-user-managed-notebooks-instance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/terraform/terraform-create-user-managed-notebooks-instance" >Use Terraform to create a user-managed notebooks instance</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Use Generative AI and LLMs </div></li> <li class="devsite-nav-item devsite-nav-external"><a href="/vertex-ai/generative-ai/docs/learn/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/generative-ai/docs/learn/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/generative-ai/docs/learn/overview" >About Generative AI</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/automl-gemini-comparison" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/automl-gemini-comparison" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/automl-gemini-comparison" >Gemini for AutoML text users</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/migrating-to-gemini" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/migrating-to-gemini" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/migrating-to-gemini" >Migrate from AutoML text to Gemini</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Use Vertex AI development tools </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/general/developer-tools-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/developer-tools-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/developer-tools-overview" >Development tools overview</a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use the Vertex AI SDK </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/use-vertex-ai-sdk" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/use-vertex-ai-sdk" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/use-vertex-ai-sdk" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/use-vertex-ai-python-sdk" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/use-vertex-ai-python-sdk" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/use-vertex-ai-python-sdk" >Introduction to the Vertex AI SDK for Python</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Vertex AI SDK for Python classes </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/python-sdk-class-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/python-sdk-class-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/python-sdk-class-overview" >Vertex AI SDK classes overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/data-classes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/data-classes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/data-classes" >Data classes</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/training-classes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/training-classes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/training-classes" >Training classes</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/model-classes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/model-classes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/model-classes" >Model classes</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/prediction-classes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/prediction-classes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/prediction-classes" >Prediction classes</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/python-sdk/tracking-classes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/python-sdk/tracking-classes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/python-sdk/tracking-classes" >Tracking classes</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use Vertex AI in notebooks </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/notebook-solution" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/notebook-solution" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/notebook-solution" >Choose a notebook solution</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Colab Enterprise </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Get started </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/colab/create-console-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/colab/create-console-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/colab/create-console-quickstart" >Create a notebook by using the console</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Run code </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/colab/connect-to-runtime" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/colab/connect-to-runtime" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/colab/connect-to-runtime" >Connect to a runtime</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Manage runtimes and runtime templates </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/colab/create-runtime-template" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/colab/create-runtime-template" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/colab/create-runtime-template" >Create a runtime template</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/colab/create-runtime" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/colab/create-runtime" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/colab/create-runtime" >Create a runtime</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Vertex AI Workbench </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/introduction" >Introduction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/notebooks" >Vertex AI Workbench notebook tutorials</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Instances </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/introduction" >Introduction to instances</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Get started </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create-console-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create-console-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create-console-quickstart" >Create an instance by using the Console</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/schedule-notebook-run-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/schedule-notebook-run-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/schedule-notebook-run-quickstart" >Schedule a notebook run</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Set up an instance </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create" >Create an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create-specific-version" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create-specific-version" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create-specific-version" >Create a specific version of an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create-euc-instance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create-euc-instance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create-euc-instance" >Create an instance with user credential access</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/add-environment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/add-environment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/add-environment" >Add a conda environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/idle-shutdown" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/idle-shutdown" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/idle-shutdown" >Idle shutdown</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create-custom-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create-custom-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create-custom-container" >Create an instance using a custom container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create-dataproc-enabled" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create-dataproc-enabled" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create-dataproc-enabled" >Create a Dataproc-enabled instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/create-third-party-instance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/create-third-party-instance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/create-third-party-instance" >Create an instance with third party credentials</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/manage-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/manage-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/manage-metadata" >Manage features through metadata</a></li><li class="devsite-nav-item devsite-nav-limited"><a href="/vertex-ai/docs/workbench/instances/reservations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/reservations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/reservations" >Use reservations</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Connect to data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/bigquery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/bigquery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/bigquery" >Query data in BigQuery from within JupyterLab</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/cloud-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/cloud-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/cloud-storage" >Access Cloud Storage buckets and files in JupyterLab</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Explore and visualize data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/visualize-data-bigquery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/visualize-data-bigquery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/visualize-data-bigquery" >Explore and visualize data in BigQuery</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Maintain </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/manage-environment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/manage-environment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/manage-environment" >Manage your conda environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/save-to-github" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/save-to-github" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/save-to-github" >Save a notebook to GitHub</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/workbench/instances/restore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/restore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/restore" >Back up and restore an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/shut-down" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/shut-down" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/shut-down" >Shut down an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/upgrade" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/upgrade" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/upgrade" >Upgrade the environment of an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/ssh-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/ssh-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/ssh-access" >Access JupyterLab by using SSH</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/migrate" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/migrate" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/migrate" >Migrate data to a new instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/change-machine-type" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/change-machine-type" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/change-machine-type" >Change machine type and configure GPUs</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Monitor </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/monitor-health" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/monitor-health" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/monitor-health" >Monitor health status</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Control access </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/iam" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/iam" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/iam" >Access control</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/manage-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/manage-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/manage-access" >Manage access to an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/manage-access-jupyterlab" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/manage-access-jupyterlab" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/manage-access-jupyterlab" >Manage access to an instance's JupyterLab interface</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/cmek" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/cmek" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/cmek" >Use customer-managed encryption keys</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/instances/service-perimeter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/instances/service-perimeter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/instances/service-perimeter" >Use an instance within a service perimeter</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/troubleshooting-workbench#instances" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/troubleshooting-workbench#instances" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/troubleshooting-workbench#instances" >Troubleshoot Vertex AI Workbench instances</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/release-notes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/release-notes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/release-notes" >Vertex AI Workbench release notes</a></li><li class="devsite-nav-item devsite-nav-heading devsite-nav-deprecated"><div class="devsite-nav-title devsite-nav-title-no-path"> Managed notebooks </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/introduction" >Introduction to managed notebooks</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Get started </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/create-managed-notebooks-instance-console-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/create-managed-notebooks-instance-console-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/create-managed-notebooks-instance-console-quickstart" >Create a managed notebooks instance by using the Cloud console</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/schedule-managed-notebooks-run-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/schedule-managed-notebooks-run-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/schedule-managed-notebooks-run-quickstart" >Schedule a managed notebooks run</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Set up a managed notebooks instance </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/create-instance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/create-instance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/create-instance" >Create a managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/custom-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/custom-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/custom-container" >Create an instance with a custom container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/dataproc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/dataproc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/dataproc" >Run a managed notebooks instance on a Dataproc cluster</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/serverless-spark" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/serverless-spark" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/serverless-spark" >Use Dataproc Serverless Spark with managed notebooks</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/idle-shutdown" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/idle-shutdown" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/idle-shutdown" >Idle shutdown</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/versions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/versions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/versions" >Managed notebooks versions</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Connect to data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/bigquery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/bigquery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/bigquery" >Query data in BigQuery from within JupyterLab</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/cloud-storage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/cloud-storage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/cloud-storage" >Access Cloud Storage buckets and files in JupyterLab</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Explore and visualize data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/visualize-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/visualize-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/visualize-data" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/visualize-data-bigquery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/visualize-data-bigquery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/visualize-data-bigquery" >Explore and visualize data in BigQuery</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Develop a model </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/develop" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/develop" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/develop" >Model development in a managed notebooks instance</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Deploy </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/executor" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/executor" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/executor" >Run notebook files with the executor</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/executor-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/executor-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/executor-parameters" >Run notebook executions with parameters</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Maintain </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/migrate-to-instances" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/migrate-to-instances" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/migrate-to-instances" >Migrate to a Vertex AI Workbench instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/save-to-github" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/save-to-github" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/save-to-github" >Save a notebook to GitHub</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/change-machine-type" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/change-machine-type" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/change-machine-type" >Change machine type and configure GPUs of a managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/upgrade" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/upgrade" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/upgrade" >Upgrade the environment of a managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/migrate" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/migrate" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/migrate" >Migrate data to a new managed notebooks instance</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Monitor </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/audit-logging" >Audit logging</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Control access </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/access-control" >Access control</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/manage-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/manage-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/manage-access" >Manage access to an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/manage-access-jupyterlab" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/manage-access-jupyterlab" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/manage-access-jupyterlab" >Manage access to an instance's JupyterLab interface</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/cmek" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/cmek" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/cmek" >Use customer-managed encryption keys</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/networking" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/networking" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/networking" >Set up a network</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/managed/service-perimeter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/managed/service-perimeter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/managed/service-perimeter" >Use a managed notebooks instance within a service perimeter</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/troubleshooting-workbench#managed-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/troubleshooting-workbench#managed-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/troubleshooting-workbench#managed-notebooks" >Troubleshoot managed notebooks</a></li><li class="devsite-nav-item devsite-nav-heading devsite-nav-deprecated"><div class="devsite-nav-title devsite-nav-title-no-path"> User-managed notebooks </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/introduction" >Introduction to user-managed notebooks</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Get started </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/create-user-managed-notebooks-instance-console-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/create-user-managed-notebooks-instance-console-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/create-user-managed-notebooks-instance-console-quickstart" >Create a user-managed notebooks instance by using the Cloud console</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Set up a user-managed notebooks instance </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/create-new" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/create-new" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/create-new" >Create a user-managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/create-specific-version" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/create-specific-version" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/create-specific-version" >Create a specific version of an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/create-after-end-of-support" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/create-after-end-of-support" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/create-after-end-of-support" >Create instance after end of patch and support date</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/dependencies" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/dependencies" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/dependencies" >Install dependencies</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/images" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/images" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/images" >Choose a virtual machine image</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/custom-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/custom-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/custom-container" >Create an instance with a custom container</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Explore data </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-external"><a href="/architecture/data-science-with-r-on-gcp-eda" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /architecture/data-science-with-r-on-gcp-eda" track-type="bookNav" track-name="click" track-metadata-eventdetail="/architecture/data-science-with-r-on-gcp-eda" >Data science with R on Google Cloud: Exploratory data analysis tutorial</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Monitor </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/monitor-health" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/monitor-health" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/monitor-health" >Monitor health status</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/audit-logging" >Audit logging</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Control access </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/iam" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/iam" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/iam" >Access control</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/manage-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/manage-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/manage-access" >Manage access to an instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/manage-access-jupyterlab" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/manage-access-jupyterlab" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/manage-access-jupyterlab" >Manage access to an instance's JupyterLab interface</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/cmek" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/cmek" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/cmek" >Customer-managed encryption keys</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/service-perimeter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/service-perimeter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/service-perimeter" >Use a user-managed notebooks instance within a service perimeter</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/shielded-vm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/shielded-vm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/shielded-vm" >Use a shielded virtual machine with user-managed notebooks</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/vpc-standalone" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/vpc-standalone" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/vpc-standalone" >Tutorial: Create a notebooks instance in a VPC network</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Maintain </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/migrate-to-instances" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/migrate-to-instances" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/migrate-to-instances" >Migrate to a Vertex AI Workbench instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/save-to-github" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/save-to-github" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/save-to-github" >Save a notebook to GitHub</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/backup-snapshot" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/backup-snapshot" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/backup-snapshot" >Back up your data by using a snapshot</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/shut-down" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/shut-down" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/shut-down" >Shut down a user-managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/manage-hardware-accelerators" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/manage-hardware-accelerators" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/manage-hardware-accelerators" >Change machine type and configure GPUs of a user-managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/upgrade" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/upgrade" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/upgrade" >Upgrade the environment of a user-managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/migrate" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/migrate" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/migrate" >Migrate data to a new user-managed notebooks instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/registering-legacy-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/registering-legacy-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/registering-legacy-notebooks" >Register a legacy instance with Notebooks API</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/workbench/user-managed/ssh-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/workbench/user-managed/ssh-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/workbench/user-managed/ssh-access" >Access JupyterLab by using SSH</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/troubleshooting-workbench#user-managed-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/troubleshooting-workbench#user-managed-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/troubleshooting-workbench#user-managed-notebooks" >Troubleshoot user-managed notebooks</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/use-terraform-vertex-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/use-terraform-vertex-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/use-terraform-vertex-ai" >Terraform support for Vertex AI</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Develop and use ML models </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/training-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training-overview" >Overview</a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Image data </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Classification </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/classification/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/classification/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/classification/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/classification/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/classification/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/classification/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/classification/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/classification/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/classification/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/classification/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/classification/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/classification/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/classification/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/classification/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/classification/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/classification/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/classification/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/classification/interpret-results" >Interpret results</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Object detection </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/object-detection/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/object-detection/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/object-detection/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/object-detection/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/object-detection/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/object-detection/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/object-detection/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/object-detection/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/object-detection/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/object-detection/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/object-detection/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/object-detection/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/object-detection/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/object-detection/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/object-detection/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/image-data/object-detection/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/image-data/object-detection/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/image-data/object-detection/interpret-results" >Interpret results</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/base64" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/base64" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/base64" >Encode image data using Base64</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/export/export-edge-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/export/export-edge-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/export/export-edge-model" >Export an AutoML Edge model</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Tabular data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular101" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular101" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular101" >Introduction to tabular data</a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Tabular Workflows </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/overview" >Overview</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/feature-engineering" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/feature-engineering" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/feature-engineering" >Feature engineering</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> End-to-End AutoML </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-train" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-train" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-train" >Train a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-online-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-online-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-online-predictions" >Get online predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/e2e-automl-batch-predictions" >Get batch predictions</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> TabNet </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/tabnet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet-train" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/tabnet-train" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet-train" >Train a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet-online-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/tabnet-online-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet-online-predictions" >Get online predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/tabnet-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/tabnet-batch-predictions" >Get batch predictions</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Wide & Deep </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-train" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-train" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-train" >Train a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-online-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-online-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-online-predictions" >Get online predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/wide-and-deep-batch-predictions" >Get batch predictions</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Forecasting </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/forecasting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting-train" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/forecasting-train" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting-train" >Train a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting-online-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/forecasting-online-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting-online-predictions" >Get online predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/forecasting-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/forecasting-batch-predictions" >Get batch predictions</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/pricing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/pricing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/pricing" >Pricing</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/service-accounts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/service-accounts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/service-accounts" >Service accounts</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/tabular-workflows/quotas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/tabular-workflows/quotas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/tabular-workflows/quotas" >Manage quotas</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Perform classification and regression with AutoML </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/tabular-automl/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/tabular-automl/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/tabular-automl/overview" >Quickstart: AutoML Classification (Cloud Console)</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/prepare-data" >Prepare training data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/create-dataset" >Create a dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/train-model" >Train a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/logging" >View model architecture</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/get-online-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/get-online-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/get-online-predictions" >Get online predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-regression/get-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-regression/get-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/get-batch-predictions" >Get batch predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/export/export-model-tabular" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/export/export-model-tabular" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/export/export-model-tabular" >Export model</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Perform forecasting with AutoML </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/prepare-data" >Prepare training data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/create-dataset" >Create a dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/train-model" >Train a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting/hierarchical" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting/hierarchical" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting/hierarchical" >Hierarchical forecasting</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting-arima/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting-arima/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting-arima/overview" >Perform forecasting with ARIMA+</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting-prophet" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting-prophet" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting-prophet" >Perform forecasting with Prophet</a></li><li class="devsite-nav-item devsite-nav-external"><a href="/enterprise-knowledge-graph/docs/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /enterprise-knowledge-graph/docs/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/enterprise-knowledge-graph/docs/overview" >Perform entity reconciliation</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/classification-explanations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/classification-explanations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-explanations" >Feature attributions for classification and regression</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting-explanations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting-explanations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting-explanations" >Feature attributions for forecasting</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/data-types-tabular" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/data-types-tabular" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/data-types-tabular" >Data types and transformations for tabular AutoML data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/forecasting-parameters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/forecasting-parameters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/forecasting-parameters" >Training parameters for forecasting</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/data-splits" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/data-splits" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/data-splits" >Data splits for tabular data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tabular-data/bp-tabular" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tabular-data/bp-tabular" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tabular-data/bp-tabular" >Best practices for creating tabular training data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/timeseries-insights" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/timeseries-insights" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/timeseries-insights" >Forecast with Timeseries Insights</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Text data </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Classification </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/classification/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/classification/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/classification/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/classification/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/classification/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/classification/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/classification/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/classification/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/classification/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/classification/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/classification/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/classification/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/classification/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/classification/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/classification/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/classification/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/classification/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/classification/interpret-results" >Interpret results</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Entity extraction </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/entity-extraction/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/entity-extraction/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/entity-extraction/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/entity-extraction/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/entity-extraction/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/entity-extraction/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/entity-extraction/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/entity-extraction/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/entity-extraction/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/entity-extraction/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/entity-extraction/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/entity-extraction/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/entity-extraction/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/entity-extraction/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/entity-extraction/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/entity-extraction/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/entity-extraction/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/entity-extraction/interpret-results" >Interpret results</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Sentiment analysis </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/sentiment-analysis/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/sentiment-analysis/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/sentiment-analysis/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/sentiment-analysis/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/sentiment-analysis/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/sentiment-analysis/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/sentiment-analysis/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/sentiment-analysis/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/sentiment-analysis/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/sentiment-analysis/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/sentiment-analysis/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/sentiment-analysis/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/sentiment-analysis/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/sentiment-analysis/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/sentiment-analysis/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/text-data/sentiment-analysis/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/text-data/sentiment-analysis/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/text-data/sentiment-analysis/interpret-results" >Interpret results</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Video data </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Action recognition </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/action-recognition/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/action-recognition/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/action-recognition/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/action-recognition/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/action-recognition/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/action-recognition/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/action-recognition/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/action-recognition/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/action-recognition/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/action-recognition/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/action-recognition/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/action-recognition/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/action-recognition/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/action-recognition/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/action-recognition/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/action-recognition/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/action-recognition/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/action-recognition/interpret-results" >Interpret results</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Classification </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/classification/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/classification/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/classification/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/classification/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/classification/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/classification/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/classification/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/classification/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/classification/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/classification/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/classification/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/classification/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/classification/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/classification/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/classification/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/classification/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/classification/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/classification/interpret-results" >Interpret results</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Object tracking </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/object-tracking/prepare-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/object-tracking/prepare-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/object-tracking/prepare-data" >Prepare data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/object-tracking/create-dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/object-tracking/create-dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/object-tracking/create-dataset" >Create dataset</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/object-tracking/train-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/object-tracking/train-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/object-tracking/train-model" >Train model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/object-tracking/evaluate-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/object-tracking/evaluate-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/object-tracking/evaluate-model" >Evaluate model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/object-tracking/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/object-tracking/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/object-tracking/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/video-data/object-tracking/interpret-results" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/video-data/object-tracking/interpret-results" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/video-data/object-tracking/interpret-results" >Interpret results</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Train an AutoML Edge model </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/automl-edge-console" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/automl-edge-console" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/automl-edge-console" >Using the Console</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/automl-edge-api" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/automl-edge-api" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/automl-edge-api" >Using the API</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Custom training </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/overview" >Overview of custom training</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Load and prepare data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/cloud-storage-file-system" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/cloud-storage-file-system" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/cloud-storage-file-system" >Use Cloud Storage as a mounted file system</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/train-nfs-share" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/train-nfs-share" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/train-nfs-share" >Mount an NFS share for custom training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/using-managed-datasets" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/using-managed-datasets" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/using-managed-datasets" >Use managed datasets</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Prepare training application </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/understanding-training-service" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/understanding-training-service" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/understanding-training-service" >Understand the custom training service</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/code-requirements" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/code-requirements" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/code-requirements" >Prepare training code</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use prebuilt containers </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/create-python-pre-built-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/create-python-pre-built-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/create-python-pre-built-container" >Create a Python training application for a prebuilt container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/pre-built-containers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/pre-built-containers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/pre-built-containers" >Prebuilt containers for custom training</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use custom containers </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/containers-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/containers-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/containers-overview" >Custom containers for training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/create-custom-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/create-custom-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/create-custom-container" >Create a custom container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/containerize-run-code-local" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/containerize-run-code-local" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/containerize-run-code-local" >Containerize and run training code locally</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/deep-learning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/deep-learning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/deep-learning" >Use Deep Learning VM Images and Containers</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Train on a persistent resource </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/persistent-resource-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/persistent-resource-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/persistent-resource-overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/persistent-resource-create" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/persistent-resource-create" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/persistent-resource-create" >Create persistent resource</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/persistent-resource-train" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/persistent-resource-train" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/persistent-resource-train" >Run training jobs on a persistent resource</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/persistent-resource-get" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/persistent-resource-get" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/persistent-resource-get" >Get persistent resource information</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/persistent-resource-reboot" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/persistent-resource-reboot" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/persistent-resource-reboot" >Reboot a persistent resource</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/persistent-resource-delete" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/persistent-resource-delete" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/persistent-resource-delete" >Delete a persistent resource</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Configure training job </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/custom-training-methods" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/custom-training-methods" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/custom-training-methods" >Choose a custom training method</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/configure-container-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/configure-container-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/configure-container-settings" >Configure container settings for training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/configure-compute" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/configure-compute" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/configure-compute" >Configure compute resources for training</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/training/use-reservations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/use-reservations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/use-reservations" >Use reservations with training</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/training/use-spot-vms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/use-spot-vms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/use-spot-vms" >Use Spot VMs with training</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Submit training job </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/create-custom-job" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/create-custom-job" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/create-custom-job" >Create custom jobs</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Hyperparameter tuning </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/hyperparameter-tuning-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/hyperparameter-tuning-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/hyperparameter-tuning-overview" >Hyperparameter tuning overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/using-hyperparameter-tuning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/using-hyperparameter-tuning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/using-hyperparameter-tuning" >Use hyperparameter tuning</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/create-training-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/create-training-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/create-training-pipeline" >Create training pipelines</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/schedule-jobs-dws" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/schedule-jobs-dws" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/schedule-jobs-dws" >Schedule jobs based on resource availability</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/distributed-training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/distributed-training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/distributed-training" >Use distributed training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/training-with-tpu-vm" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/training-with-tpu-vm" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/training-with-tpu-vm" >Training with Cloud TPU VMs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/using-private-ip" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/using-private-ip" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/using-private-ip" >Use private IP for custom training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/psc-i-egress" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/psc-i-egress" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/psc-i-egress" >Use Private Service Connect interface for training</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Perform Neural Architecture Search </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/overview" >Overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/environment-setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/environment-setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/environment-setup" >Set up environment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/nas-tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/nas-tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/nas-tutorials" >Beginner tutorials</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/suggested-workflow" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/suggested-workflow" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/suggested-workflow" >Best practices and workflow</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/proxy-task-design" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/proxy-task-design" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/proxy-task-design" >Proxy task design</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/pytorch-efficient-training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/pytorch-efficient-training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/pytorch-efficient-training" >Optimize training speed for PyTorch</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/neural-architecture-search/pre-built-trainer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/neural-architecture-search/pre-built-trainer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/neural-architecture-search/pre-built-trainer" >Use prebuilt training containers and search spaces</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Monitor and debug </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/monitor-debug-interactive-shell" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/monitor-debug-interactive-shell" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/monitor-debug-interactive-shell" >Monitor and debug training using an interactive shell</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/tensorboard-profiler" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/tensorboard-profiler" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/tensorboard-profiler" >Profile model training performance</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Optimize using Vertex AI Vizier </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/vizier/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vizier/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vizier/overview" >Overview of Vertex AI Vizier</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vizier/using-vizier" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vizier/using-vizier" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vizier/using-vizier" >Create Vertex AI Vizier studies</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vizier/vizier-notebook-tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vizier/vizier-notebook-tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vizier/vizier-notebook-tutorials" >Vertex AI Vizier notebook tutorials</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/get-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/get-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/get-predictions" >Get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/continuous-training-tutorial" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/continuous-training-tutorial" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/continuous-training-tutorial" >Tutorial: Build a pipeline for continuous training</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Migrate to Vertex AI </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/ai-platform-users" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/ai-platform-users" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/ai-platform-users" >Vertex AI for AI Platform users</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/automl-users" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/automl-users" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/automl-users" >Vertex AI for legacy AutoML users</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/migrating-to-vertex-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/migrating-to-vertex-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/migrating-to-vertex-ai" >Migrate from AI Platform and legacy AutoML</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/migrating-applications" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/migrating-applications" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/migrating-applications" >Migrate your applications to Vertex AI</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Create and manage datasets </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/overview" >Overview</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/general/ml-use" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/ml-use" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/ml-use" >Data splits for AutoML models</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/create-annotation-set" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/create-annotation-set" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/create-annotation-set" >Create an annotation set</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/delete-annotation-set" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/delete-annotation-set" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/delete-annotation-set" >Delete an annotation set</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/label-using-console" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/label-using-console" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/label-using-console" >Add labels (console)</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/datasets/export-metadata-annotations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/export-metadata-annotations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/export-metadata-annotations" >Export metadata and annotations from a dataset</a></li> <li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/datasets/manage-dataset-versions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/datasets/manage-dataset-versions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/datasets/manage-dataset-versions" >Manage dataset versions</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/model-data-catalog" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/model-data-catalog" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/model-data-catalog" >Use Data Catalog to search for model and dataset resources</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Get predictions </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/overview" >Overview</a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Configure models for prediction </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/training/exporting-model-artifacts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/training/exporting-model-artifacts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/training/exporting-model-artifacts" >Export model artifacts for prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/pre-built-containers" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/pre-built-containers" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/pre-built-containers" >Prebuilt containers for prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/custom-container-requirements" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/custom-container-requirements" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/custom-container-requirements" >Custom container requirements for prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/use-custom-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/use-custom-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/use-custom-container" >Use a custom container for prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/optimized-tensorflow-runtime" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/optimized-tensorflow-runtime" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/optimized-tensorflow-runtime" >Use the optimized TensorFlow runtime</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/using-nvidia-triton" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/using-nvidia-triton" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/using-nvidia-triton" >Serve predictions with NVIDIA Triton</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/custom-prediction-routines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/custom-prediction-routines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/custom-prediction-routines" >Custom Prediction Routines</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/predictions/migrate-cpr" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/migrate-cpr" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/migrate-cpr" >Migrate Custom Prediction Routines from AI Platform</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Get online predictions </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/deployment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/deployment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/deployment" >Deploy a model to an endpoint</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/get-online-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/get-online-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/get-online-predictions" >Get an online prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/use-tpu" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/use-tpu" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/use-tpu" >Use Cloud TPUs for online prediction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/using-private-endpoints" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/using-private-endpoints" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/using-private-endpoints" >Use private endpoints</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/predictions/private-service-connect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/private-service-connect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/private-service-connect" >Use Private Service Connect</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/model-co-hosting" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/model-co-hosting" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/model-co-hosting" >Share resources across deployments</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/online-prediction-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/online-prediction-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/online-prediction-logging" >Use online prediction logging</a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/get-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/get-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/get-batch-predictions" >Get batch predictions</a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Serve generative AI models </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/deploy-genai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/deploy-genai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/deploy-genai" >Deploy generative AI models</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/predictions/serve-gemma-with-saxml-tpu" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/serve-gemma-with-saxml-tpu" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/serve-gemma-with-saxml-tpu" >Serve Gemma open models using Cloud TPUs with Saxml</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/predictions/serve-llama3-with-saxml-tpu" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/serve-llama3-with-saxml-tpu" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/serve-llama3-with-saxml-tpu" >Serve Llama 3 open models using multi-host Cloud TPUs with Saxml</a></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/configure-compute" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/configure-compute" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/configure-compute" >Compute resources for prediction</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/predictions/vertex-ai-prediction-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/vertex-ai-prediction-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/vertex-ai-prediction-notebooks" >Vertex AI prediction notebook tutorials</a></li> <li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/predictions/use-reservations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/use-reservations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/use-reservations" >Use reservations with prediction</a></li> <li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/predictions/use-spot-vms" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/predictions/use-spot-vms" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/predictions/use-spot-vms" >Use Spot VMs with prediction</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Perform vector similarity searches </div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/overview" >Vector Search overview</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/quickstart" >Vector Search quickstart</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/setup/setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/setup/setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/setup/setup" >Before you begin</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/about-hybrid-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/about-hybrid-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/about-hybrid-search" >About hybrid search</a></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Create and manage index </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/setup/format-structure" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/setup/format-structure" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/setup/format-structure" >Input data format and structure</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/create-manage-index" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/create-manage-index" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/create-manage-index" >Create and manage your index</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/configuring-indexes" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/configuring-indexes" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/configuring-indexes" >Index configuration parameters</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/update-rebuild-index" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/update-rebuild-index" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/update-rebuild-index" >Update and rebuild index</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/filtering" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/filtering" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/filtering" >Filter vector matches</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Deploy and query an index </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Public endpoint </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/deploy-index-public" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/deploy-index-public" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/deploy-index-public" >Deploy</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/query-index-public-endpoint" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/query-index-public-endpoint" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/query-index-public-endpoint" >Query</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Private services access (VPC peering) </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/setup/vpc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/setup/vpc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/setup/vpc" >Set up a VPC network peering connection</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/deploy-index-vpc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/deploy-index-vpc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/deploy-index-vpc" >Deploy</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/query-index-vpc" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/query-index-vpc" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/query-index-vpc" >Query</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/jwt-auth" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/jwt-auth" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/jwt-auth" >JSON Web Token authentication</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Private Service Connect (PSC) </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/setup/private-service-connect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/setup/private-service-connect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/setup/private-service-connect" >Set up Vector Search with Private Service Connect</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/jwt-auth?topic_type=authentication" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/jwt-auth?topic_type=authentication" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/jwt-auth?topic_type=authentication" >JSON Web Token authentication</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/notebooks" >Notebook tutorials</a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/vector-search/support" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/vector-search/support" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/vector-search/support" >Get support</a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Machine learning operations (MLOps) </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Manage features </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore" >Feature management in Vertex AI</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Vertex AI Feature Store </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/overview" >About Vertex AI Feature Store</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Set up features </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/prepare-data-source" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/prepare-data-source" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/prepare-data-source" >Prepare data source</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/create-featuregroup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/create-featuregroup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/create-featuregroup" >Create a feature group</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/create-feature" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/create-feature" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/create-feature" >Create a feature</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Set up online serving </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/online-serving-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/online-serving-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/online-serving-types" >Online serving types</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/create-onlinestore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/create-onlinestore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/create-onlinestore" >Create an online store instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/create-featureview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/create-featureview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/create-featureview" >Create a feature view instance</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/control-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/control-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/control-access" >Control access to online store resources</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Sync online store </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/sync-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/sync-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/sync-data" >Start a data sync</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/list-data-syncs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/list-data-syncs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/list-data-syncs" >List sync operations</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Serve features </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/serve-feature-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/serve-feature-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/serve-feature-values" >Serve features from online store</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/featurestore/latest/serve-historical-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/serve-historical-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/serve-historical-features" >Serve historical feature values</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Manage feature resources </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/list-featuregroups" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/list-featuregroups" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/list-featuregroups" >List feature groups</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/list-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/list-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/list-features" >List features</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/update-featuregroup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/update-featuregroup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/update-featuregroup" >Update a feature group</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/update-feature" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/update-feature" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/update-feature" >Update a feature</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/delete-featuregroup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/delete-featuregroup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/delete-featuregroup" >Delete a feature group</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/delete-feature" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/delete-feature" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/delete-feature" >Delete a feature</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Manage online store resources </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/list-onlinestores" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/list-onlinestores" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/list-onlinestores" >List online stores</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/list-featureviews" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/list-featureviews" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/list-featureviews" >List feature views</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/update-onlinestore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/update-onlinestore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/update-onlinestore" >Update an online store</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/update-featureview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/update-featureview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/update-featureview" >Update a feature view</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/delete-onlinestore" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/delete-onlinestore" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/delete-onlinestore" >Delete an online store</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/delete-featureview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/delete-featureview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/delete-featureview" >Delete a feature view</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Feature metadata </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/feature-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/feature-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/feature-labels" >Update labels</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Search for resources </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/search-resources" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/search-resources" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/search-resources" >Search for resources</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/search-feature-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/search-feature-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/search-feature-metadata" >Search for resource metadata in Data Catalog</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Manage embeddings </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/embeddings-search" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/embeddings-search" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/embeddings-search" >Search using embeddings</a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Notebook tutorials </div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/latest/notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/latest/notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/latest/notebooks" >Vertex AI Feature Store Jupyter notebooks</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Vertex AI Feature Store (Legacy) </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/overview" >About Vertex AI Feature Store (Legacy)</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/concepts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/concepts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/concepts" >Data model and resources</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/source-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/source-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/source-data" >Source data requirements</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/setup" >Setup</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/best-practices" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/best-practices" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/best-practices" >Best practices</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use Vertex AI Feature Store (Legacy) </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/managing-featurestores" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/managing-featurestores" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/managing-featurestores" >Manage featurestores</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/managing-entity-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/managing-entity-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/managing-entity-types" >Manage entity types</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/managing-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/managing-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/managing-features" >Manage and find features</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/ingesting-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/ingesting-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/ingesting-batch" >Batch import</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/ingesting-stream" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/ingesting-stream" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/ingesting-stream" >Streaming import</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/serving-online" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/serving-online" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/serving-online" >Online serving</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/serving-batch" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/serving-batch" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/serving-batch" >Fetch training data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/export-features" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/export-features" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/export-features" >Export feature values</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/delete-feature-values" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/delete-feature-values" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/delete-feature-values" >Delete feature values</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/monitoring" >Monitoring</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/featurestore/resource-policy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/featurestore/resource-policy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/featurestore/resource-policy" >Control access to resources</a></li></ul></div></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Manage models </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/introduction" >Introduction to Vertex AI Model Registry</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/versioning" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/versioning" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/versioning" >Versioning in Model Registry</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/import-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/import-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/import-model" >Import models to Model Registry</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/copy-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/copy-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/copy-model" >Copy models in Model Registry</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/delete-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/delete-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/delete-model" >Delete a model</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/model-registry-bqml" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/model-registry-bqml" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/model-registry-bqml" >Integrate with BigQuery ML</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/model-alias" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/model-alias" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/model-alias" >Use model aliases</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/model-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/model-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/model-labels" >Use model labels</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-registry/model-data-catalog" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-registry/model-data-catalog" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-registry/model-data-catalog" >Use Data Catalog to search for model and dataset resources</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Evaluate models </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/introduction" >Model evaluation in Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/using-model-evaluation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/using-model-evaluation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/using-model-evaluation" >Perform model evaluation in Vertex AI</a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Model evaluation for fairness </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/intro-evaluation-fairness" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/intro-evaluation-fairness" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/intro-evaluation-fairness" >Introduction to model evaluation for fairness</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/data-bias-metrics" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/data-bias-metrics" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/data-bias-metrics" >Data bias metrics for Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/model-bias-metrics" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/model-bias-metrics" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/model-bias-metrics" >Model bias metrics for Vertex AI</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/evaluation/model-evaluation-notebook-tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/evaluation/model-evaluation-notebook-tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/evaluation/model-evaluation-notebook-tutorials" >Model evaluation notebook tutorials</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Orchestrate ML workflows using pipelines </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/introduction" >Introduction</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/interfaces" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/interfaces" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/interfaces" >Interfaces</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/configure-project" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/configure-project" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/configure-project" >Configure your project</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/build-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/build-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/build-pipeline" >Build a pipeline</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/run-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/run-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/run-pipeline" >Run a pipeline</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use pipeline templates </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/create-pipeline-template" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/create-pipeline-template" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/create-pipeline-template" >Create, upload, and use a pipeline template</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/use-template-gallery" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/use-template-gallery" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/use-template-gallery" >Use a prebuilt template from the Template Gallery</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Configure your pipeline </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/configure-caching" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/configure-caching" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/configure-caching" >Configure execution caching</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/configure-failure-policy" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/configure-failure-policy" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/configure-failure-policy" >Configure failure policy</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/configure-retries" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/configure-retries" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/configure-retries" >Configure retries for a pipeline task</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/machine-types" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/machine-types" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/machine-types" >Specify machine types for a pipeline step</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/request-gcp-machine-resources" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/request-gcp-machine-resources" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/request-gcp-machine-resources" >Request Google Cloud machine resources with Vertex AI Pipelines</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/pipelines/configure-private-service-connect" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/configure-private-service-connect" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/configure-private-service-connect" >Configure Private Service Connect interface</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/secret-manager" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/secret-manager" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/secret-manager" >Configure secrets with Secret Manager</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Schedule and trigger pipeline runs </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/schedule-pipeline-run" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/schedule-pipeline-run" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/schedule-pipeline-run" >Schedule a pipeline run with scheduler API</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/trigger-pubsub" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/trigger-pubsub" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/trigger-pubsub" >Trigger a pipeline run with Pub/Sub</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Monitor pipeline execution </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/metrics" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/metrics" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/metrics" >View pipeline metrics</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/logging" >View pipeline job logs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/route-pubsub" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/route-pubsub" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/route-pubsub" >Route logs to a Cloud Pub/Sub sink</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/email-notifications" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/email-notifications" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/email-notifications" >Configure email notifications</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Visualize results </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/visualize-pipeline" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/visualize-pipeline" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/visualize-pipeline" >Visualize and analyze pipeline results</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/lineage" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/lineage" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/lineage" >Track the lineage of pipeline artifacts</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/output-html-md" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/output-html-md" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/output-html-md" >Output HTML and Markdown</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/gcpc-label-propagation" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/gcpc-label-propagation" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/gcpc-label-propagation" >Resource labeling by Vertex AI Pipelines</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/understand-pipeline-cost-labels" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/understand-pipeline-cost-labels" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/understand-pipeline-cost-labels" >Understand pipeline run costs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/migrate-kfp" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/migrate-kfp" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/migrate-kfp" >Migrate from Kubeflow Pipelines to Vertex AI Pipelines</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Google Cloud Pipeline Components </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/components-quickstart" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/components-quickstart" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/components-quickstart" >Quickstart</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/components-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/components-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/components-introduction" >Introduction to Google Cloud Pipeline Components</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/gcpc-list" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/gcpc-list" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/gcpc-list" >Google Cloud Pipeline Component list</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/use-components" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/use-components" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/use-components" >Use Google Cloud Pipeline Components</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/build-own-components" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/build-own-components" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/build-own-components" >Build your own pipeline components</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Vertex AI Pipelines tutorials </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/pipelines/notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/pipelines/notebooks" >Jupyter notebooks</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Track and analyze your ML metadata </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/introduction" >Introduction to Vertex ML Metadata</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/data-model" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/data-model" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/data-model" >Data model and resources</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/configure" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/configure" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/configure" >Configure your project's metadata store</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use Vertex ML Metadata </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/tracking" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/tracking" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/tracking" >Track Vertex ML Metadata</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/analyzing" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/analyzing" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/analyzing" >Analyze Vertex ML Metadata</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/managing-metadata" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/managing-metadata" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/managing-metadata" >Manage Vertex ML Metadata</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/system-schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/system-schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/system-schemas" >System schemas</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/custom-schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/custom-schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/custom-schemas" >Create and use custom schemas</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/ml-metadata/ml-metadata-notebook-tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/ml-metadata/ml-metadata-notebook-tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/ml-metadata/ml-metadata-notebook-tutorials" >Vertex ML Metadata notebook tutorials</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Understand model behavior </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/overview" >Introduction to Explainable AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/configuring-explanations-example-based" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/configuring-explanations-example-based" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/configuring-explanations-example-based" >Configure example-based explanations for custom training</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Configure feature-based explanations for custom training </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/configuring-explanations-feature-based" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/configuring-explanations-feature-based" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/configuring-explanations-feature-based" >Configure explanations</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/visualization-settings" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/visualization-settings" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/visualization-settings" >Configure visualization settings</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/improving-explanations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/improving-explanations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/improving-explanations" >Improve explanations</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Configure feature-based explanations for AutoML image classification </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/visualization-settings-automl-icn" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/visualization-settings-automl-icn" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/visualization-settings-automl-icn" >Configure visualization settings</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/improve-explanations-automl-icn" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/improve-explanations-automl-icn" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/improve-explanations-automl-icn" >Improve explanations</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/tensorflow" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/tensorflow" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/tensorflow" >Use TensorFlow for explanations</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/getting-explanations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/getting-explanations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/getting-explanations" >Get explanations</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/limitations" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/limitations" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/limitations" >Limitations of Explainable AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/explainable-ai/explainable-ai-notebook-tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/explainable-ai/explainable-ai-notebook-tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/explainable-ai/explainable-ai-notebook-tutorials" >Explainable AI notebook tutorials</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Monitor model quality </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/overview" >Introduction to Model Monitoring</a></li><li class="devsite-nav-item devsite-nav-expandable devsite-nav-preview"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Model Monitoring v2 </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/set-up-model-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/set-up-model-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/set-up-model-monitoring" >Set up model monitoring</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/run-monitoring-job" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/run-monitoring-job" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/run-monitoring-job" >Run monitoring jobs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/manage-model-monitors" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/manage-model-monitors" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/manage-model-monitors" >Manage model monitors</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Model Monitoring v1 </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/schemas" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/schemas" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/schemas" >Provide schemas to Model Monitoring</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/using-model-monitoring" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/using-model-monitoring" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/using-model-monitoring" >Monitor feature skew and drift</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/model-monitoring/monitor-explainable-ai" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/monitor-explainable-ai" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/monitor-explainable-ai" >Monitor feature attribution skew and drift</a></li><li class="devsite-nav-item devsite-nav-preview"><a href="/vertex-ai/docs/model-monitoring/model-monitoring-batch-predictions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/model-monitoring/model-monitoring-batch-predictions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/model-monitoring/model-monitoring-batch-predictions" >Model Monitoring for batch predictions</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Track Experiments </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/intro-vertex-ai-experiments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/intro-vertex-ai-experiments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/intro-vertex-ai-experiments" >Introduction to Vertex AI Experiments</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/setup" >Set up for Vertex AI Experiments</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/create-experiment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/create-experiment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/create-experiment" >Create an experiment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/create-manage-exp-run" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/create-manage-exp-run" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/create-manage-exp-run" >Create and manage experiment runs</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Log data </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/autolog-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/autolog-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/autolog-data" >Autolog data to an experiment run</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/log-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/log-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/log-data" >Manually log data to an experiment run</a></li></ul></div></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/log-models-exp-run" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/log-models-exp-run" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/log-models-exp-run" >Log models to an experiment run</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/track-executions-artifacts" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/track-executions-artifacts" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/track-executions-artifacts" >Track executions and artifacts</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/add-pipelinerun-experiment" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/add-pipelinerun-experiment" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/add-pipelinerun-experiment" >Add pipeline run to experiment</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/run-training-job-experiments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/run-training-job-experiments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/run-training-job-experiments" >Run training job with experiment tracking</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/compare-analyze-runs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/compare-analyze-runs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/compare-analyze-runs" >Compare and analyze runs</a></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use Vertex AI TensorBoard </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-introduction" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-introduction" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-introduction" >Introduction to Vertex AI TensorBoard</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-setup" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-setup" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-setup" >Set up Vertex AI TensorBoard</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/configure-training-script" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/configure-training-script" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/configure-training-script" >Configure training script</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-training" >Use Vertex AI TensorBoard with custom training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-with-pipelines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-with-pipelines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-with-pipelines" >Use Vertex AI TensorBoard with Vertex AI Pipelines</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-manually-log-data" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-manually-log-data" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-manually-log-data" >Manually log TensorBoard data</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-upload-existing-logs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-upload-existing-logs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-upload-existing-logs" >Upload existing logs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/tensorboard-view" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/tensorboard-view" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/tensorboard-view" >View Vertex AI TensorBoard</a></li></ul></div></li><li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Notebook tutorials </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-get-started-vertex-ai-experiments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-get-started-vertex-ai-experiments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-get-started-vertex-ai-experiments" >Get started with Vertex AI Experiments</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-compare-pipeline-runs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-compare-pipeline-runs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-compare-pipeline-runs" >Compare pipeline runs</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-model-training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-model-training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-model-training" >Model training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-compare-models" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-compare-models" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-compare-models" >Compare models</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-autologging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-autologging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-autologging" >Autologging</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-custom-training-autologging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-custom-training-autologging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-custom-training-autologging" >Custom training autologging</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-track-params-metrics-custom-training" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-track-params-metrics-custom-training" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-track-params-metrics-custom-training" >Track parameters and metrics for custom training</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-delete-outdated-tb-experiments" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-delete-outdated-tb-experiments" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-delete-outdated-tb-experiments" >Delete outdated Vertex AI TensorBoard experiments</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-custom-training-custom-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-tensorboard-custom-training-custom-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-custom-training-custom-container" >Vertex AI TensorBoard custom training with custom container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-custom-training-prebuilt-container" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-tensorboard-custom-training-prebuilt-container" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-custom-training-prebuilt-container" >Vertex AI TensorBoard custom training with prebuilt container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-hyperparameter-tuning-hparam-dashboard" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-tensorboard-hyperparameter-tuning-hparam-dashboard" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-hyperparameter-tuning-hparam-dashboard" >Vertex AI TensorBoard hyperparameter tuning with HParams dashboard</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-profiler-training-performance" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-tensorboard-profiler-training-performance" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-profiler-training-performance" >Profile model training performance using Cloud Profiler</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-profiler-custom-training-prebuilt" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-tensorboard-profiler-custom-training-prebuilt" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-profiler-custom-training-prebuilt" >Profile model training performance using Cloud Profiler in custom training with prebuilt container</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-integration-pipelines" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/experiments/user-journey/uj-tensorboard-integration-pipelines" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/user-journey/uj-tensorboard-integration-pipelines" >Vertex AI TensorBoard integration with Vertex AI Pipelines</a></li></ul></div></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Use managed open-source platforms </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Use Ray API to scale compute resources </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/overview" >Ray on Vertex AI overview</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/set-up" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/set-up" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/set-up" >Set up for Ray on Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/create-cluster" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/create-cluster" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/create-cluster" >Create a Ray cluster on Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/view-logs" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/view-logs" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/view-logs" >Monitor Ray clusters on Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/scale-clusters" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/scale-clusters" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/scale-clusters" >Scale a Ray cluster on Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/develop-application" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/develop-application" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/develop-application" >Develop a Ray application on Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/run-spark-on-ray" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/run-spark-on-ray" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/run-spark-on-ray" >Run Spark on Ray cluster on Vertex AI</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/bigquery-integration" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/bigquery-integration" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/bigquery-integration" >Use Ray on Vertex AI with BigQuery</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/deploy-predict" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/deploy-predict" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/deploy-predict" >Deploy a model and get predictions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/delete-cluster" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/delete-cluster" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/delete-cluster" >Delete a Ray cluster</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/open-source/ray-on-vertex-ai/tutorials/jupyter-notebooks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/open-source/ray-on-vertex-ai/tutorials/jupyter-notebooks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/open-source/ray-on-vertex-ai/tutorials/jupyter-notebooks" >Ray on Vertex AI notebook tutorials</a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> Administer </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> Access control </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/access-control" >Access control with IAM</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/iam-permissions" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/iam-permissions" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/iam-permissions" >IAM permissions</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/set-up-project" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/set-up-project" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/set-up-project" >Set up a project for a team</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/endpoint-access-control" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/endpoint-access-control" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/endpoint-access-control" >Control access to Vertex AI endpoints</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/custom-service-account" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/custom-service-account" 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project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <h1 class="devsite-page-title" tabindex="-1"> Get online predictions and explanations </h1> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> Stay organized with collections Save and categorize content based on your preferences. </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> This page shows you how to get online (real-time) predictions and explanations from your tabular classification or regression models using the Google Cloud console or the Vertex AI API. An online prediction is a synchronous request as opposed to a <a href="/vertex-ai/docs/tabular-data/classification-regression/get-batch-predictions">batch prediction</a>, which is an asynchronous request. Use online predictions when you are making requests in response to application input or in other situations where you require timely inference. You must <a href="#deploy-model">deploy a model</a> to an endpoint before that model can be used to serve online predictions. Deploying a model associates physical resources with the model so it can serve online predictions with low latency. The topics covered are: <ol> <li><a href="#deploy-model">Deploy a model</a> to an endpoint</li> <li>Get an <a href="#online-prediction">online prediction</a> using your deployed model</li> <li>Get an <a href="#online-explanation">online explanation</a> using your deployed model</li> </ol> <h2 id="before_you_begin" data-text="Before you begin" tabindex="-1">Before you begin</h2> Before you can get online predictions, you must first <a href="/vertex-ai/docs/tabular-data/classification-regression/train-model">train</a> a classification or regression model and <a href="/vertex-ai/docs/tabular-data/classification-regression/evaluate-model">evaluate</a> it for accuracy. <h2 id="deploy-model" data-text="Deploy a model to an endpoint" tabindex="-1">Deploy a model to an endpoint</h2> You can deploy more than one model to an endpoint, and you can deploy a model to more than one endpoint. For more information about options and use cases for deploying models, see <a href="/vertex-ai/docs/general/deployment">About deploying models</a>. Use one of the following methods to deploy a model: <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="google-cloud-console" data-text=" Google Cloud console " tabindex="-1"> Google Cloud console </h3> <ol> <li>In the Google Cloud console, in the Vertex AI section, go to the Models page. <a href="https://console.cloud.google.com/vertex-ai/models" class="button button-primary" target="console" track-name="consoleLink" track-type="task">Go to the Models page</a> </li> <li>Click the name of the model you want to deploy to open its details page.</li> <li>Select the Deploy & Test tab. If your model is already deployed to any endpoints, they are listed in the Deploy your model section.</li> <li>Click Deploy to endpoint.</li> <li>In the Define your endpoint page, configure as follows: <ol> <li>You can choose to deploy your model to a new endpoint or an existing endpoint. <ul> <li>To deploy your model to a new endpoint, select radio_button_checkedCreate new endpoint and provide a name for the new endpoint.</li> <li>To deploy your model to an existing endpoint, select radio_button_checkedAdd to existing endpoint and select the endpoint from the drop-down list.</li> <li>You can add more than one model to an endpoint, and you can add a model to more than one endpoint. <a href="/vertex-ai/docs/general/deployment">Learn more</a>.</li> </ul></li> <li>Click Continue.</li> </ol></li> <li>In the Model settings page, configure as follows: <ol> <li> If you're deploying your model to a new endpoint, accept 100 for the Traffic split. If you're deploying your model to an existing endpoint that has one or more models deployed to it, you must update the Traffic split percentage for the model you are deploying and the already deployed models so that all of the percentages add up to 100%. </li> <li> Enter the Minimum number of compute nodes you want to provide for your model. This is the number of nodes available to this model at all times. You are charged for the nodes used, whether to handle prediction load or for standby (minimum) nodes, even without prediction traffic. See the <a href="/vertex-ai/pricing">pricing page</a>. </li> <li> Select your Machine type. Larger machine resources will increase your prediction performance and increase costs. </li> <li> Learn how to <a href="/vertex-ai/docs/predictions/online-prediction-logging#enabling-and-disabling">change the default settings for prediction logging</a>. </li> <li> Click Continue </li> </ol></li> <li>In the Model monitoring page, click Continue.</li> <li>In the Monitoring objectives page, configure as follows: <ol> <li>Enter the location of your training data.</li> <li>Enter the name of the target column.</li> </ol></li> <li> Click Deploy to deploy your model to the endpoint. </li> </ol> </section> <section><h3 id="api" data-text=" API " tabindex="-1"> API </h3>When you deploy a model using the Vertex AI API, you complete the following steps: <ol> <li>Create an endpoint if needed.</li> <li>Get the endpoint ID.</li> <li>Deploy the model to the endpoint.</li> </ol> <h3 id="create-endpoint" data-text="Create an endpoint" tabindex="-1">Create an endpoint</h3> If you are deploying a model to an existing endpoint, you can skip this step. <div><devsite-selector> <section> <h3 id="aiplatform_create_endpoint_sample-gcloud" track-metadata-position="aiplatform_create_endpoint_sample" track-metadata-region-tag="aiplatform_create_endpoint_sample" data-text="gcloud" tabindex="-1">gcloud</h3> The following example uses the <a href="/sdk/gcloud/reference/ai/endpoints/create"><code translate="no" dir="ltr">gcloud ai endpoints create</code> command</a>: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash"><code translate="no" dir="ltr"> gcloud ai endpoints create \ --region=<var translate="no">LOCATION</var> \ --display-name=<var translate="no">ENDPOINT_NAME</var> </code></pre></devsite-code> Replace the following: <ul> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> <li> <var translate="no">ENDPOINT_NAME</var>: The display name for the endpoint. The Google Cloud CLI tool might take a few seconds to create the endpoint. </section> <section> <h3 id="aiplatform_create_endpoint_sample-drest" track-metadata-position="aiplatform_create_endpoint_sample" track-metadata-region-tag="aiplatform_create_endpoint_sample" data-text="REST" tabindex="-1">REST</h3> Before using any of the request data, make the following replacements: <ul> <li><var translate="no">LOCATION_ID</var>: Your region.</li> <li><var translate="no">PROJECT_ID</var>: Your <a href="/resource-manager/docs/creating-managing-projects#identifiers">project ID</a>.</li> <li> <var translate="no">ENDPOINT_NAME</var>: The display name for the endpoint. </li> </ul> HTTP method and URL: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>POST https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints</pre></devsite-code> </section> Request JSON body: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="request body" translate="no" dir="ltr" is-upgraded> { "display_name": "<var translate="no">ENDPOINT_NAME</var>" } </pre></devsite-code> </section> To send your request, expand one of these options: <section class="expandable" > <h4 class="showalways" id="curl-linux,-macos,-or-cloud-shell" data-text="curl (Linux, macOS, or Cloud Shell)" tabindex="-1">curl (Linux, macOS, or Cloud Shell)</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints"</pre></devsite-code></section> </section> <section class="expandable" > <h4 class="showalways" id="powershell-windows" data-text="PowerShell (Windows)" tabindex="-1">PowerShell (Windows)</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method POST ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -InFile request.json ` -Uri "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints" | Select-Object -Expand Content</pre></devsite-code></section> </section> You should receive a JSON response similar to the following: <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "name": "projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.CreateEndpointOperationMetadata", "genericMetadata": { "createTime": "2020-11-05T17:45:42.812656Z", "updateTime": "2020-11-05T17:45:42.812656Z" } } } </pre></devsite-code> </section> You can poll for the status of the operation until the response includes <code translate="no" dir="ltr">"done": true</code>. </section> <section> <h3 id="aiplatform_create_endpoint_sample-java" track-metadata-position="aiplatform_create_endpoint_sample" track-metadata-region-tag="aiplatform_create_endpoint_sample" data-text="Java" tabindex="-1">Java</h3> Before trying this sample, follow the Java setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/CreateEndpointSample.java" track-metadata-position="aiplatform_create_endpoint_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/java/docs/reference/google-cloud-aiplatform/latest/com.google.cloud.aiplatform.v1" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/CreateEndpointSample.java" track-metadata-region-tag="aiplatform_create_endpoint_sample">Vertex AI Java API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/CreateEndpointSample.java/HEAD/aiplatform_create_endpoint_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/CreateEndpointSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_create_endpoint_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/CreateEndpointSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/CreateEndpointSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_create_endpoint_sample" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr"> import com.google.api.gax.longrunning.OperationFuture; import com.google.cloud.aiplatform.v1.CreateEndpointOperationMetadata; import com.google.cloud.aiplatform.v1.Endpoint; import com.google.cloud.aiplatform.v1.EndpointServiceClient; import com.google.cloud.aiplatform.v1.EndpointServiceSettings; import com.google.cloud.aiplatform.v1.LocationName; import java.io.IOException; import java.util.concurrent.ExecutionException; import java.util.concurrent.TimeUnit; import java.util.concurrent.TimeoutException; public class CreateEndpointSample { public static void main(String[] args) throws IOException, InterruptedException, ExecutionException, TimeoutException { // TODO(developer): Replace these variables before running the sample. String project = "YOUR_PROJECT_ID"; String endpointDisplayName = "YOUR_ENDPOINT_DISPLAY_NAME"; createEndpointSample(project, endpointDisplayName); } static void createEndpointSample(String project, String endpointDisplayName) throws IOException, InterruptedException, ExecutionException, TimeoutException { EndpointServiceSettings endpointServiceSettings = EndpointServiceSettings.newBuilder() .setEndpoint("us-central1-aiplatform.googleapis.com:443") .build(); // Initialize client that will be used to send requests. This client only needs to be created // once, and can be reused for multiple requests. After completing all of your requests, call // the "close" method on the client to safely clean up any remaining background resources. try (EndpointServiceClient endpointServiceClient = EndpointServiceClient.create(endpointServiceSettings)) { String location = "us-central1"; LocationName locationName = LocationName.of(project, location); Endpoint endpoint = Endpoint.newBuilder().setDisplayName(endpointDisplayName).build(); OperationFuture<Endpoint, CreateEndpointOperationMetadata> endpointFuture = endpointServiceClient.createEndpointAsync(locationName, endpoint); System.out.format("Operation name: %s\n", endpointFuture.getInitialFuture().get().getName()); System.out.println("Waiting for operation to finish..."); Endpoint endpointResponse = endpointFuture.get(300, TimeUnit.SECONDS); System.out.println("Create Endpoint Response"); System.out.format("Name: %s\n", endpointResponse.getName()); System.out.format("Display Name: %s\n", endpointResponse.getDisplayName()); System.out.format("Description: %s\n", endpointResponse.getDescription()); System.out.format("Labels: %s\n", endpointResponse.getLabelsMap()); System.out.format("Create Time: %s\n", endpointResponse.getCreateTime()); System.out.format("Update Time: %s\n", endpointResponse.getUpdateTime()); } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_create_endpoint_sample-nodejs" track-metadata-position="aiplatform_create_endpoint_sample" track-metadata-region-tag="aiplatform_create_endpoint_sample" data-text="Node.js" tabindex="-1">Node.js</h3> Before trying this sample, follow the Node.js setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//ai-platform/snippets/create-endpoint.js" track-metadata-position="aiplatform_create_endpoint_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/nodejs/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//ai-platform/snippets/create-endpoint.js" track-metadata-region-tag="aiplatform_create_endpoint_sample">Vertex AI Node.js API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/create-endpoint.js/HEAD/aiplatform_create_endpoint_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/create-endpoint.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_create_endpoint_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/create-endpoint.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/create-endpoint.js" data-git-revision="HEAD" data-region-tag="aiplatform_create_endpoint_sample" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">/** * TODO(developer): Uncomment these variables before running the sample.\ * (Not necessary if passing values as arguments) */ // const endpointDisplayName = 'YOUR_ENDPOINT_DISPLAY_NAME'; // const project = 'YOUR_PROJECT_ID'; // const location = 'YOUR_PROJECT_LOCATION'; // Imports the Google Cloud Endpoint Service Client library const {EndpointServiceClient} = require('@google-cloud/aiplatform'); // Specifies the location of the api endpoint const clientOptions = { apiEndpoint: 'us-central1-aiplatform.googleapis.com', }; // Instantiates a client const endpointServiceClient = new EndpointServiceClient(clientOptions); async function createEndpoint() { // Configure the parent resource const parent = `projects/${project}/locations/${location}`; const endpoint = { displayName: endpointDisplayName, }; const request = { parent, endpoint, }; // Get and print out a list of all the endpoints for this resource const [response] = await endpointServiceClient.createEndpoint(request); console.log(`Long running operation : ${response.name}`); // Wait for operation to complete await response.promise(); const result = response.result; console.log('Create endpoint response'); console.log(`\tName : ${result.name}`); console.log(`\tDisplay name : ${result.displayName}`); console.log(`\tDescription : ${result.description}`); console.log(`\tLabels : ${JSON.stringify(result.labels)}`); console.log(`\tCreate time : ${JSON.stringify(result.createTime)}`); console.log(`\tUpdate time : ${JSON.stringify(result.updateTime)}`); } createEndpoint();</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_create_endpoint_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_create_endpoint_sample" track-metadata-region-tag="aiplatform_create_endpoint_sample" data-text="Python" tabindex="-1">Python</h3> To learn how to install or update the Vertex AI SDK for Python, see <a href="/vertex-ai/docs/start/use-vertex-ai-python-sdk" track-type="clientLibrariesReference" track- name="python_vertex_ai_sdk" track-metadata-position="aiplatform_create_endpoint_sample">Install the Vertex AI SDK for Python</a>. For more information, see the <a href="/python/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="python_vertex_ai_sdk"> Python API reference documentation</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="googleapis/python-aiplatform/samples/model-builder/create_endpoint_sample.py/HEAD/aiplatform_sdk_create_endpoint_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/create_endpoint_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_create_endpoint_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/create_endpoint_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/model-builder/create_endpoint_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_sdk_create_endpoint_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">def create_endpoint_sample( project: str, display_name: str, location: str, ): aiplatform.init(project=project, location=location) endpoint = aiplatform.Endpoint.create( display_name=display_name, project=project, location=location, ) print(endpoint.display_name) print(endpoint.resource_name) return endpoint </code></pre></devsite-code> </div> </section> </devsite-selector></div> </li> </ul> <h3 id="get-id" data-text="Get the endpoint ID" tabindex="-1">Get the endpoint ID</h3> You need the endpoint ID to deploy the model. <div><devsite-selector> <section> <h3 id="aiplatform_get_endpoint_sample-gcloud" track-metadata-position="aiplatform_get_endpoint_sample" track-metadata-region-tag="aiplatform_get_endpoint_sample" data-text="gcloud" tabindex="-1">gcloud</h3> The following example uses the <a href="/sdk/gcloud/reference/ai/endpoints/list"><code translate="no" dir="ltr">gcloud ai endpoints list</code> command</a>: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash"><code translate="no" dir="ltr"> gcloud ai endpoints list \ --region=<var translate="no">LOCATION</var> \ --filter=display_name=<var translate="no">ENDPOINT_NAME</var> </code></pre></devsite-code> Replace the following: <ul> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> <li> <var translate="no">ENDPOINT_NAME</var>: The display name for the endpoint. Note the number that appears in the <code translate="no" dir="ltr">ENDPOINT_ID</code> column. Use this ID in the following step. </section> <section> <h3 id="aiplatform_get_endpoint_sample-drest" track-metadata-position="aiplatform_get_endpoint_sample" track-metadata-region-tag="aiplatform_get_endpoint_sample" data-text="REST" tabindex="-1">REST</h3> Before using any of the request data, make the following replacements: <ul> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> <li><var translate="no">PROJECT_ID</var>: Your <a href="/resource-manager/docs/creating-managing-projects#identifiers">project ID</a>.</li> <li> <var translate="no">ENDPOINT_NAME</var>: The display name for the endpoint. </li> </ul> HTTP method and URL: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>GET https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints?filter=display_name=<var translate="no">ENDPOINT_NAME</var></pre></devsite-code> </section> To send your request, expand one of these options: <section class="expandable" > <h4 class="showalways" id="curl-linux,-macos,-or-cloud-shell_1" data-text="curl (Linux, macOS, or Cloud Shell)" tabindex="-1">curl (Linux, macOS, or Cloud Shell)</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X GET \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints?filter=display_name=<var translate="no">ENDPOINT_NAME</var>"</pre></devsite-code></section> </section> <section class="expandable" > <h4 class="showalways" id="powershell-windows_1" data-text="PowerShell (Windows)" tabindex="-1">PowerShell (Windows)</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method GET ` -Headers $headers ` -Uri "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints?filter=display_name=<var translate="no">ENDPOINT_NAME</var>" | Select-Object -Expand Content</pre></devsite-code></section> </section> You should receive a JSON response similar to the following: <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "endpoints": [ { "name": "projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>", "displayName": "<var translate="no">ENDPOINT_NAME</var>", "etag": "AMEw9yPz5pf4PwBHbRWOGh0PcAxUdjbdX2Jm3QO_amguy3DbZGP5Oi_YUKRywIE-BtLx", "createTime": "2020-04-17T18:31:11.585169Z", "updateTime": "2020-04-17T18:35:08.568959Z" } ] } </pre></devsite-code> </section> Note the <var translate="no">ENDPOINT_ID</var>. </section> </devsite-selector></div> </li> </ul> <h3 id="deploy-model" data-text="Deploy the model" tabindex="-1">Deploy the model</h3> Select the tab below for your language or environment: <div id="aiplatform_deploy_model_custom_trained_model_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_deploy_model_custom_trained_model_sample-gcloud" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample" data-text="gcloud" tabindex="-1">gcloud</h3> The following examples use the <a href="/sdk/gcloud/reference/ai/endpoints/deploy-model" ><code translate="no" dir="ltr">gcloud ai endpoints deploy-model</code> command</a>. The following example deploys a <code translate="no" dir="ltr">Model</code> to an <code translate="no" dir="ltr">Endpoint</code> without using GPUs to accelerate prediction serving and without splitting traffic between multiple <code translate="no" dir="ltr">DeployedModel</code> resources: Before using any of the command data below, make the following replacements: <ul> <li> <var translate="no">ENDPOINT_ID</var>: The ID for the endpoint. </li> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> <li> <var translate="no">MODEL_ID</var>: The ID for the model to be deployed. </li> <li> <var translate="no">DEPLOYED_MODEL_NAME</var>: A name for the <code translate="no" dir="ltr">DeployedModel</code>. You can use the display name of the <code translate="no" dir="ltr">Model</code> for the <code translate="no" dir="ltr">DeployedModel</code> as well. </li> <li> <var translate="no">MACHINE_TYPE</var>: Optional. The machine resources used for each node of this deployment. Its default setting is <code translate="no" dir="ltr">n1-standard-2</code>. <a href="/vertex-ai/docs/predictions/configure-compute">Learn more about machine types.</a> </li> <li> <var translate="no">MIN_REPLICA_COUNT</var>: The minimum number of nodes for this deployment. The node count can be increased or decreased as required by the prediction load, up to the maximum number of nodes and never fewer than this number of nodes. This value must be greater than or equal to 1. If the <code translate="no" dir="ltr">--min-replica-count</code> flag is omitted, the value defaults to 1. </li> <li> <var translate="no">MAX_REPLICA_COUNT</var>: The maximum number of nodes for this deployment. The node count can be increased or decreased as required by the prediction load, up to this number of nodes and never fewer than the minimum number of nodes. If you omit the <code translate="no" dir="ltr">--max-replica-count</code> flag, then maximum number of nodes is set to the value of <code translate="no" dir="ltr">--min-replica-count</code>.</li> </ul> Execute the <a href="/sdk/gcloud/reference/ai/endpoints/deploy-model">gcloud ai endpoints deploy-model</a> command: <devsite-expandable expanded> <h4 class="showalways" id="linux,-macos,-or-cloud-shell" data-text="Linux, macOS, or Cloud Shell" tabindex="-1">Linux, macOS, or Cloud Shell</h4> <aside class="note">Note: Ensure you have initialized the Google Cloud CLI with authentication and a project by running either <a href="/sdk/gcloud/reference/init">gcloud init</a>; or <a href="/sdk/gcloud/reference/auth/login">gcloud auth login</a> and <a href="/sdk/gcloud/reference/config/set">gcloud config set project</a>. </aside> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="Linux command" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints deploy-model <var translate="no">ENDPOINT_ID</var>\ --region=<var translate="no">LOCATION_ID</var> \ --model=<var translate="no">MODEL_ID</var> \ --display-name=<var translate="no">DEPLOYED_MODEL_NAME</var> \ --machine-type=<var translate="no">MACHINE_TYPE</var> \ --min-replica-count=<var translate="no">MIN_REPLICA_COUNT</var> \ --max-replica-count=<var translate="no">MAX_REPLICA_COUNT</var> \ --traffic-split=0=100</pre></devsite-code> </devsite-expandable> <devsite-expandable> <h4 class="showalways" id="windows-powershell" data-text="Windows (PowerShell)" tabindex="-1">Windows (PowerShell)</h4> <aside class="note">Note: Ensure you have initialized the Google Cloud CLI with authentication and a project by running either <a href="/sdk/gcloud/reference/init">gcloud init</a>; or <a href="/sdk/gcloud/reference/auth/login">gcloud auth login</a> and <a href="/sdk/gcloud/reference/config/set">gcloud config set project</a>. </aside> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints deploy-model <var translate="no">ENDPOINT_ID</var>` --region=<var translate="no">LOCATION_ID</var> ` --model=<var translate="no">MODEL_ID</var> ` --display-name=<var translate="no">DEPLOYED_MODEL_NAME</var> ` --machine-type=<var translate="no">MACHINE_TYPE</var> ` --min-replica-count=<var translate="no">MIN_REPLICA_COUNT</var> ` --max-replica-count=<var translate="no">MAX_REPLICA_COUNT</var> ` --traffic-split=0=100</pre></devsite-code> </devsite-expandable> <devsite-expandable> <h4 class="showalways" id="windows-cmd.exe" data-text="Windows (cmd.exe)" tabindex="-1">Windows (cmd.exe)</h4> <aside class="note">Note: Ensure you have initialized the Google Cloud CLI with authentication and a project by running either <a href="/sdk/gcloud/reference/init">gcloud init</a>; or <a href="/sdk/gcloud/reference/auth/login">gcloud auth login</a> and <a href="/sdk/gcloud/reference/config/set">gcloud config set project</a>. </aside> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="cmd.exe command" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints deploy-model <var translate="no">ENDPOINT_ID</var>^ --region=<var translate="no">LOCATION_ID</var> ^ --model=<var translate="no">MODEL_ID</var> ^ --display-name=<var translate="no">DEPLOYED_MODEL_NAME</var> ^ --machine-type=<var translate="no">MACHINE_TYPE</var> ^ --min-replica-count=<var translate="no">MIN_REPLICA_COUNT</var> ^ --max-replica-count=<var translate="no">MAX_REPLICA_COUNT</var> ^ --traffic-split=0=100</pre></devsite-code> </devsite-expandable>   <h4 id="splitting-traffic" data-text="Splitting traffic" tabindex="-1">Splitting traffic</h4> The <code translate="no" dir="ltr">--traffic-split=0=100</code> flag in the preceding examples sends 100% of prediction traffic that the <code translate="no" dir="ltr">Endpoint</code> receives to the new <code translate="no" dir="ltr">DeployedModel</code>, which is represented by the temporary ID <code translate="no" dir="ltr">0</code>. If your <code translate="no" dir="ltr">Endpoint</code> already has other <code translate="no" dir="ltr">DeployedModel</code> resources, then you can split traffic between the new <code translate="no" dir="ltr">DeployedModel</code> and the old ones. For example, to send 20% of traffic to the new <code translate="no" dir="ltr">DeployedModel</code> and 80% to an older one, run the following command. Before using any of the command data below, make the following replacements: <ul> <li><var translate="no">OLD_DEPLOYED_MODEL_ID</var>: the ID of the existing <code translate="no" dir="ltr">DeployedModel</code>.</li> </ul> Execute the <a href="/sdk/gcloud/reference/ai/endpoints/deploy-model">gcloud ai endpoints deploy-model</a> command: <devsite-expandable expanded> <h4 class="showalways" id="linux,-macos,-or-cloud-shell_1" data-text="Linux, macOS, or Cloud Shell" tabindex="-1">Linux, macOS, or Cloud Shell</h4> <aside class="note">Note: Ensure you have initialized the Google Cloud CLI with authentication and a project by running either <a href="/sdk/gcloud/reference/init">gcloud init</a>; or <a href="/sdk/gcloud/reference/auth/login">gcloud auth login</a> and <a href="/sdk/gcloud/reference/config/set">gcloud config set project</a>. </aside> <div></div><devsite-code><pre class="devsite-click-to-copy devsite-code-highlight" data-label="Linux command" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints deploy-model <var translate="no">ENDPOINT_ID</var>\ --region=<var translate="no">LOCATION_ID</var> \ --model=<var translate="no">MODEL_ID</var> \ --display-name=<var translate="no">DEPLOYED_MODEL_NAME</var> \ --machine-type=<var translate="no">MACHINE_TYPE</var> \ --min-replica-count=<var translate="no">MIN_REPLICA_COUNT</var> \ --max-replica-count=<var translate="no">MAX_REPLICA_COUNT</var> \ --traffic-split=0=20,<var translate="no">OLD_DEPLOYED_MODEL_ID</var>=80</pre></devsite-code> </devsite-expandable> <devsite-expandable> <h4 class="showalways" id="windows-powershell_1" data-text="Windows (PowerShell)" tabindex="-1">Windows (PowerShell)</h4> <aside class="note">Note: Ensure you have initialized the Google Cloud CLI with authentication and a project by running either <a href="/sdk/gcloud/reference/init">gcloud init</a>; or <a href="/sdk/gcloud/reference/auth/login">gcloud auth login</a> and <a href="/sdk/gcloud/reference/config/set">gcloud config set project</a>. </aside> <div></div><devsite-code><pre class="devsite-click-to-copy devsite-code-highlight" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints deploy-model <var translate="no">ENDPOINT_ID</var>` --region=<var translate="no">LOCATION_ID</var> ` --model=<var translate="no">MODEL_ID</var> ` --display-name=<var translate="no">DEPLOYED_MODEL_NAME</var> \ --machine-type=<var translate="no">MACHINE_TYPE</var> ` --min-replica-count=<var translate="no">MIN_REPLICA_COUNT</var> ` --max-replica-count=<var translate="no">MAX_REPLICA_COUNT</var> ` --traffic-split=0=20,<var translate="no">OLD_DEPLOYED_MODEL_ID</var>=80</pre></devsite-code> </devsite-expandable> <devsite-expandable> <h4 class="showalways" id="windows-cmd.exe_1" data-text="Windows (cmd.exe)" tabindex="-1">Windows (cmd.exe)</h4> <aside class="note">Note: Ensure you have initialized the Google Cloud CLI with authentication and a project by running either <a href="/sdk/gcloud/reference/init">gcloud init</a>; or <a href="/sdk/gcloud/reference/auth/login">gcloud auth login</a> and <a href="/sdk/gcloud/reference/config/set">gcloud config set project</a>. </aside> <div></div><devsite-code><pre class="devsite-click-to-copy devsite-code-highlight" data-label="cmd.exe command" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints deploy-model <var translate="no">ENDPOINT_ID</var>^ --region=<var translate="no">LOCATION_ID</var> ^ --model=<var translate="no">MODEL_ID</var> ^ --display-name=<var translate="no">DEPLOYED_MODEL_NAME</var> \ --machine-type=<var translate="no">MACHINE_TYPE</var> ^ --min-replica-count=<var translate="no">MIN_REPLICA_COUNT</var> ^ --max-replica-count=<var translate="no">MAX_REPLICA_COUNT</var> ^ --traffic-split=0=20,<var translate="no">OLD_DEPLOYED_MODEL_ID</var>=80</pre></devsite-code> </devsite-expandable>   </section> <section> <h3 id="aiplatform_deploy_model_custom_trained_model_sample-drest" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample" data-text="REST" tabindex="-1">REST</h3> You use the <a href="/vertex-ai/docs/reference/rest/v1/projects.locations.endpoints/predict">endpoints.predict</a> method to request an online prediction. Deploy the model. Before using any of the request data, make the following replacements: <ul> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> <li><var translate="no">PROJECT_ID</var>: Your <a href="/resource-manager/docs/creating-managing-projects#identifiers">project ID</a>.</li> <li> <var translate="no">ENDPOINT_ID</var>: The ID for the endpoint. </li> <li> <var translate="no">MODEL_ID</var>: The ID for the model to be deployed. </li> <li> <var translate="no">DEPLOYED_MODEL_NAME</var>: A name for the <code translate="no" dir="ltr">DeployedModel</code>. You can use the display name of the <code translate="no" dir="ltr">Model</code> for the <code translate="no" dir="ltr">DeployedModel</code> as well. </li> <li> <var translate="no">MACHINE_TYPE</var>: Optional. The machine resources used for each node of this deployment. Its default setting is <code translate="no" dir="ltr">n1-standard-2</code>. <a href="/vertex-ai/docs/predictions/configure-compute">Learn more about machine types.</a> </li> <li> <var translate="no">ACCELERATOR_TYPE</var>: The type of accelerator to be attached to the machine. Optional if <var translate="no">ACCELERATOR_COUNT</var> is not specified or is zero. Not recommended for AutoML models or custom-trained models that are using non-GPU images. <a href="/vertex-ai/docs/predictions/configure-compute#gpus">Learn more</a>. </li> <li> <var translate="no">ACCELERATOR_COUNT</var>: The number of accelerators for each replica to use. Optional. Should be zero or unspecified for AutoML models or custom-trained models that are using non-GPU images. </li> <li> <var translate="no">MIN_REPLICA_COUNT</var>: The minimum number of nodes for this deployment. The node count can be increased or decreased as required by the prediction load, up to the maximum number of nodes and never fewer than this number of nodes. This value must be greater than or equal to 1.</li> <li> <var translate="no">MAX_REPLICA_COUNT</var>: The maximum number of nodes for this deployment. The node count can be increased or decreased as required by the prediction load, up to this number of nodes and never fewer than the minimum number of nodes. </li> <li> <var translate="no">TRAFFIC_SPLIT_THIS_MODEL</var>: The percentage of the prediction traffic to this endpoint to be routed to the model being deployed with this operation. Defaults to 100. All traffic percentages must add up to 100. <a href="/vertex-ai/docs/general/deployment#models-endpoint">Learn more about traffic splits</a>. </li> <li> <var translate="no">DEPLOYED_MODEL_ID_N</var>: Optional. If other models are deployed to this endpoint, you must update their traffic split percentages so that all percentages add up to 100. </li> <li> <var translate="no">TRAFFIC_SPLIT_MODEL_N</var>: The traffic split percentage value for the deployed model id key. </li> <li><var translate="no">PROJECT_NUMBER</var>: Your project's automatically generated <a href="/resource-manager/docs/creating-managing-projects#identifiers">project number</a></li> </ul> HTTP method and URL: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>POST https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:deployModel</pre></devsite-code> </section> Request JSON body: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="request body" translate="no" dir="ltr" is-upgraded> { "deployedModel": { "model": "projects/<var translate="no">PROJECT</var>/locations/us-central1/models/<var translate="no">MODEL_ID</var>", "displayName": "<var translate="no">DEPLOYED_MODEL_NAME</var>", "dedicatedResources": { "machineSpec": { "machineType": "<var translate="no">MACHINE_TYPE</var>", "acceleratorType": "<var translate="no">ACCELERATOR_TYPE</var>", "acceleratorCount": "<var translate="no">ACCELERATOR_COUNT</var>" }, "minReplicaCount": <var translate="no">MIN_REPLICA_COUNT</var>, "maxReplicaCount": <var translate="no">MAX_REPLICA_COUNT</var> }, }, "trafficSplit": { "0": <var translate="no">TRAFFIC_SPLIT_THIS_MODEL</var>, "<var translate="no">DEPLOYED_MODEL_ID_1</var>": <var translate="no">TRAFFIC_SPLIT_MODEL_1</var>, "<var translate="no">DEPLOYED_MODEL_ID_2</var>": <var translate="no">TRAFFIC_SPLIT_MODEL_2</var> }, } </pre></devsite-code> </section> To send your request, expand one of these options: <section class="expandable" > <h4 class="showalways" id="curl-linux,-macos,-or-cloud-shell_2" data-text="curl (Linux, macOS, or Cloud Shell)" tabindex="-1">curl (Linux, macOS, or Cloud Shell)</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:deployModel"</pre></devsite-code></section> </section> <section class="expandable" > <h4 class="showalways" id="powershell-windows_2" data-text="PowerShell (Windows)" tabindex="-1">PowerShell (Windows)</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method POST ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -InFile request.json ` -Uri "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:deployModel" | Select-Object -Expand Content</pre></devsite-code></section> </section> You should receive a JSON response similar to the following: <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "name": "projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION</var>/endpoints/<var translate="no">ENDPOINT_ID</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.DeployModelOperationMetadata", "genericMetadata": { "createTime": "2020-10-19T17:53:16.502088Z", "updateTime": "2020-10-19T17:53:16.502088Z" } } } </pre></devsite-code> </section> </section> <section> <h3 id="aiplatform_deploy_model_custom_trained_model_sample-java" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample" data-text="Java" tabindex="-1">Java</h3> Before trying this sample, follow the Java setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob//aiplatform/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/java/docs/reference/google-cloud-aiplatform/latest/com.google.cloud.aiplatform.v1" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob//aiplatform/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample">Vertex AI Java API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java/HEAD/aiplatform_deploy_model_custom_trained_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_deploy_model_custom_trained_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/DeployModelCustomTrainedModelSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_deploy_model_custom_trained_model_sample" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr">import com.google.api.gax.longrunning.OperationFuture; import com.google.cloud.aiplatform.v1.DedicatedResources; import com.google.cloud.aiplatform.v1.DeployModelOperationMetadata; import com.google.cloud.aiplatform.v1.DeployModelResponse; import com.google.cloud.aiplatform.v1.DeployedModel; import com.google.cloud.aiplatform.v1.EndpointName; import com.google.cloud.aiplatform.v1.EndpointServiceClient; import com.google.cloud.aiplatform.v1.EndpointServiceSettings; import com.google.cloud.aiplatform.v1.MachineSpec; import com.google.cloud.aiplatform.v1.ModelName; import java.io.IOException; import java.util.HashMap; import java.util.Map; import java.util.concurrent.ExecutionException; public class DeployModelCustomTrainedModelSample { public static void main(String[] args) throws IOException, ExecutionException, InterruptedException { // TODO(developer): Replace these variables before running the sample. String project = "PROJECT"; String endpointId = "ENDPOINT_ID"; String modelName = "MODEL_NAME"; String deployedModelDisplayName = "DEPLOYED_MODEL_DISPLAY_NAME"; deployModelCustomTrainedModelSample(project, endpointId, modelName, deployedModelDisplayName); } static void deployModelCustomTrainedModelSample( String project, String endpointId, String model, String deployedModelDisplayName) throws IOException, ExecutionException, InterruptedException { EndpointServiceSettings settings = EndpointServiceSettings.newBuilder() .setEndpoint("us-central1-aiplatform.googleapis.com:443") .build(); String location = "us-central1"; // Initialize client that will be used to send requests. This client only needs to be created // once, and can be reused for multiple requests. After completing all of your requests, call // the "close" method on the client to safely clean up any remaining background resources. try (EndpointServiceClient client = EndpointServiceClient.create(settings)) { MachineSpec machineSpec = MachineSpec.newBuilder().setMachineType("n1-standard-2").build(); DedicatedResources dedicatedResources = DedicatedResources.newBuilder().setMinReplicaCount(1).setMachineSpec(machineSpec).build(); String modelName = ModelName.of(project, location, model).toString(); DeployedModel deployedModel = DeployedModel.newBuilder() .setModel(modelName) .setDisplayName(deployedModelDisplayName) // `dedicated_resources` must be used for non-AutoML models .setDedicatedResources(dedicatedResources) .build(); // key '0' assigns traffic for the newly deployed model // Traffic percentage values must add up to 100 // Leave dictionary empty if endpoint should not accept any traffic Map<String, Integer> trafficSplit = new HashMap<>(); trafficSplit.put("0", 100); EndpointName endpoint = EndpointName.of(project, location, endpointId); OperationFuture<DeployModelResponse, DeployModelOperationMetadata> response = client.deployModelAsync(endpoint, deployedModel, trafficSplit); // You can use OperationFuture.getInitialFuture to get a future representing the initial // response to the request, which contains information while the operation is in progress. System.out.format("Operation name: %s\n", response.getInitialFuture().get().getName()); // OperationFuture.get() will block until the operation is finished. DeployModelResponse deployModelResponse = response.get(); System.out.format("deployModelResponse: %s\n", deployModelResponse); } } } </code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_deploy_model_custom_trained_model_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample" data-text="Python" tabindex="-1">Python</h3> To learn how to install or update the Vertex AI SDK for Python, see <a href="/vertex-ai/docs/start/use-vertex-ai-python-sdk" track-type="clientLibrariesReference" track- name="python_vertex_ai_sdk" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample">Install the Vertex AI SDK for Python</a>. For more information, see the <a href="/python/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="python_vertex_ai_sdk"> Python API reference documentation</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="googleapis/python-aiplatform/samples/model-builder/deploy_model_with_dedicated_resources_sample.py/HEAD/aiplatform_sdk_deploy_model_with_dedicated_resources_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/deploy_model_with_dedicated_resources_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_deploy_model_custom_trained_model_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/deploy_model_with_dedicated_resources_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/model-builder/deploy_model_with_dedicated_resources_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_sdk_deploy_model_with_dedicated_resources_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">def deploy_model_with_dedicated_resources_sample( project, location, model_name: str, machine_type: str, endpoint: Optional[aiplatform.Endpoint] = None, deployed_model_display_name: Optional[str] = None, traffic_percentage: Optional[int] = 0, traffic_split: Optional[Dict[str, int]] = None, min_replica_count: int = 1, max_replica_count: int = 1, accelerator_type: Optional[str] = None, accelerator_count: Optional[int] = None, explanation_metadata: Optional[explain.ExplanationMetadata] = None, explanation_parameters: Optional[explain.ExplanationParameters] = None, metadata: Optional[Sequence[Tuple[str, str]]] = (), sync: bool = True, ): """ model_name: A fully-qualified model resource name or model ID. Example: "projects/123/locations/us-central1/models/456" or "456" when project and location are initialized or passed. """ aiplatform.init(project=project, location=location) model = aiplatform.Model(model_name=model_name) # The explanation_metadata and explanation_parameters should only be # provided for a custom trained model and not an AutoML model. model.deploy( endpoint=endpoint, deployed_model_display_name=deployed_model_display_name, traffic_percentage=traffic_percentage, traffic_split=traffic_split, machine_type=machine_type, min_replica_count=min_replica_count, max_replica_count=max_replica_count, accelerator_type=accelerator_type, accelerator_count=accelerator_count, explanation_metadata=explanation_metadata, explanation_parameters=explanation_parameters, metadata=metadata, sync=sync, ) model.wait() print(model.display_name) print(model.resource_name) return model </code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_deploy_model_custom_trained_model_sample-nodejs" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample" data-text="Node.js" tabindex="-1">Node.js</h3> Before trying this sample, follow the Node.js setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//automl/tables/create-model.v1beta1.js" track-metadata-position="aiplatform_deploy_model_custom_trained_model_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/nodejs/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//automl/tables/create-model.v1beta1.js" track-metadata-region-tag="aiplatform_deploy_model_custom_trained_model_sample">Vertex AI Node.js API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/automl/tables/create-model.v1beta1.js/HEAD/automl_tables_create_model" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/automl/tables/create-model.v1beta1.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_deploy_model_custom_trained_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/automl/tables/create-model.v1beta1.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/automl/tables/create-model.v1beta1.js" data-git-revision="HEAD" data-region-tag="automl_tables_create_model" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">const automl = require('@google-cloud/automl'); const client = new automl.v1beta1.AutoMlClient(); /** * Demonstrates using the AutoML client to create a model. * TODO(developer): Uncomment the following lines before running the sample. */ // const projectId = '[PROJECT_ID]' e.g., "my-gcloud-project"; // const computeRegion = '[REGION_NAME]' e.g., "us-central1"; // const datasetId = '[DATASET_ID]' e.g., "TBL2246891593778855936"; // const tableId = '[TABLE_ID]' e.g., "1991013247762825216"; // const columnId = '[COLUMN_ID]' e.g., "773141392279994368"; // const modelName = '[MODEL_NAME]' e.g., "testModel"; // const trainBudget = '[TRAIN_BUDGET]' e.g., "1000", // `Train budget in milli node hours`; // A resource that represents Google Cloud Platform location. const projectLocation = client.locationPath(projectId, computeRegion); // Get the full path of the column. const columnSpecId = client.columnSpecPath( projectId, computeRegion, datasetId, tableId, columnId ); // Set target column to train the model. const targetColumnSpec = {name: columnSpecId}; // Set tables model metadata. const tablesModelMetadata = { targetColumnSpec: targetColumnSpec, trainBudgetMilliNodeHours: trainBudget, }; // Set datasetId, model name and model metadata for the dataset. const myModel = { datasetId: datasetId, displayName: modelName, tablesModelMetadata: tablesModelMetadata, }; // Create a model with the model metadata in the region. client .createModel({parent: projectLocation, model: myModel}) .then(responses => { const initialApiResponse = responses[1]; console.log(`Training operation name: ${initialApiResponse.name}`); console.log('Training started...'); }) .catch(err => { console.error(err); });</code></pre></devsite-code> </div> </section> </div> Learn how to <a href="/vertex-ai/docs/predictions/online-prediction-logging#enabling-and-disabling">change the default settings for prediction logging</a>. <h3 id="get-operation" data-text="Get operation status" tabindex="-1">Get operation status</h3> Some requests start long-running operations that require time to complete. These requests return an operation name, which you can use to view the operation's status or cancel the operation. Vertex AI provides helper methods to make calls against long-running operations. For more information, see <a href="/vertex-ai/docs/general/long-running-operations">Working with long-running operations</a>. </section> </div> <h2 id="online-prediction" data-text="Get an online prediction using your deployed model" tabindex="-1">Get an online prediction using your deployed model</h2> To make an online prediction, submit one or more test items to a model for analysis, and the model returns results that are based on your model's objective. Use the Google Cloud console or the Vertex AI API to request an online prediction. <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="google-cloud-console_1" data-text=" Google Cloud console " tabindex="-1"> Google Cloud console </h3> <ol> <li>In the Google Cloud console, in the Vertex AI section, go to the Models page. <a href="https://console.cloud.google.com/vertex-ai/models" class="button button-primary" target="console" track-name="consoleLink" track-type="task">Go to the Models page</a> </li> <li>From the list of models, click the name of the model to request predictions from.</li> <li>Select the Deploy & test tab.</li> <li>Under the Test your model section, add test items to request a prediction. The baseline prediction data is filled in for you, or you can enter your own prediction data and click Predict. After the prediction is complete, Vertex AI returns the results in the console.</li> </ol> </section> <section><h3 id="api:-classification" data-text=" API: Classification " tabindex="-1"> API: Classification </h3> <div id="aiplatform_predict_tabular_classification_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_predict_tabular_classification_sample-gcloud" track-metadata-position="aiplatform_predict_tabular_classification_sample" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample" data-text="gcloud" tabindex="-1">gcloud</h3> <ol> <li> Create a file named <code translate="no" dir="ltr">request.json</code> with the following contents: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> { "instances": [ { <var translate="no">PREDICTION_DATA_ROW</var> } ] } </pre></devsite-code> Replace the following: <ul> <li> <var translate="no">PREDICTION_DATA_ROW</var>: A JSON object with keys as the feature names and values as the corresponding feature values. For example, for a dataset with a number, an array of strings, and a category, the row of data might look like the following example request: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> "length":3.6, "material":"cotton", "tag_array": ["abc","def"] </pre></devsite-code> A value must be provided for every feature included in training. The format of the data used for prediction must match the format used for training. Refer to <a href="/vertex-ai/docs/datasets/data-types-tabular#format-for-prediction">Data format for predictions</a> for details. </li> </ul> </li> <li> Run the following command: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints predict <var translate="no">ENDPOINT_ID</var> \ --region=<var translate="no">LOCATION_ID</var> \ --json-request=request.json</pre></devsite-code> Replace the following: <ul> <li> <var translate="no">ENDPOINT_ID</var>: The ID for the endpoint. </li> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> </ul> </li> </ol> </section> <section> <h3 id="aiplatform_predict_tabular_classification_sample-drest" track-metadata-position="aiplatform_predict_tabular_classification_sample" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample" data-text="REST" tabindex="-1">REST</h3> You use the <a href="/vertex-ai/docs/reference/rest/v1/projects.locations.endpoints/predict">endpoints.predict</a> method to request an online prediction. Before using any of the request data, make the following replacements: <ul> <li> <var translate="no">LOCATION_ID</var>: Region where Endpoint is located. For example, <code translate="no" dir="ltr">us-central1</code>. </li> <li><var translate="no">PROJECT_ID</var>: Your <a href="/resource-manager/docs/creating-managing-projects#identifiers">project ID</a>.</li> <li><var translate="no">ENDPOINT_ID</var>: The ID for the endpoint.</li> <li> <var translate="no">PREDICTION_DATA_ROW</var>: A JSON object with keys as the feature names and values as the corresponding feature values. For example, for a dataset with a number, an array of strings, and a category, the row of data might look like the following example request: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> "length":3.6, "material":"cotton", "tag_array": ["abc","def"] </pre></devsite-code> A value must be provided for every feature included in training. The format of the data used for prediction must match the format used for training. Refer to <a href="/vertex-ai/docs/datasets/data-types-tabular#format-for-prediction">Data format for predictions</a> for details. </li> <li><var translate="no">DEPLOYED_MODEL_ID</var>: Output by the <code translate="no" dir="ltr">predict</code> method, and accepted as input by the <code translate="no" dir="ltr">explain</code> method. The ID of the model used to generate the prediction. If you need to request explanations for a previously requested prediction, and you have more than one model deployed, you can use this ID to ensure that the explanations are returned for the same model that provided the previous prediction. </li> </ul> HTTP method and URL: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>POST https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:predict</pre></devsite-code> </section> Request JSON body: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="request body" translate="no" dir="ltr" is-upgraded> { "instances": [ { <var translate="no">PREDICTION_DATA_ROW</var> } ] } </pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl" data-text="curl" tabindex="-1">curl</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:predict"</pre></devsite-code></section> </section> <section > <h4 id="powershell" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method POST ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -InFile request.json ` -Uri "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:predict" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> You should receive a JSON response similar to the following: <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "predictions": [ { "scores": [ 0.96771615743637085, 0.032283786684274673 ], "classes": [ "0", "1" ] } ] "deployedModelId": "2429510197" } </pre></devsite-code> </section> </section> <section> <h3 id="aiplatform_predict_tabular_classification_sample-java" track-metadata-position="aiplatform_predict_tabular_classification_sample" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample" data-text="Java" tabindex="-1">Java</h3> Before trying this sample, follow the Java setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob//aiplatform/src/main/java/aiplatform/PredictTabularClassificationSample.java" track-metadata-position="aiplatform_predict_tabular_classification_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/java/docs/reference/google-cloud-aiplatform/latest/com.google.cloud.aiplatform.v1" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob//aiplatform/src/main/java/aiplatform/PredictTabularClassificationSample.java" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample">Vertex AI Java API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/PredictTabularClassificationSample.java/HEAD/aiplatform_predict_tabular_classification_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/PredictTabularClassificationSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_predict_tabular_classification_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/PredictTabularClassificationSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/PredictTabularClassificationSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_predict_tabular_classification_sample" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr"> import com.google.cloud.aiplatform.util.ValueConverter; import com.google.cloud.aiplatform.v1.EndpointName; import com.google.cloud.aiplatform.v1.PredictResponse; import com.google.cloud.aiplatform.v1.PredictionServiceClient; import com.google.cloud.aiplatform.v1.PredictionServiceSettings; import com.google.cloud.aiplatform.v1.schema.predict.prediction.TabularClassificationPredictionResult; import com.google.protobuf.ListValue; import com.google.protobuf.Value; import com.google.protobuf.util.JsonFormat; import java.io.IOException; import java.util.List; public class PredictTabularClassificationSample { public static void main(String[] args) throws IOException { // TODO(developer): Replace these variables before running the sample. String project = "YOUR_PROJECT_ID"; String instance = "[{ “feature_column_a”: “value”, “feature_column_b”: “value”}]"; String endpointId = "YOUR_ENDPOINT_ID"; predictTabularClassification(instance, project, endpointId); } static void predictTabularClassification(String instance, String project, String endpointId) throws IOException { PredictionServiceSettings predictionServiceSettings = PredictionServiceSettings.newBuilder() .setEndpoint("us-central1-aiplatform.googleapis.com:443") .build(); // Initialize client that will be used to send requests. This client only needs to be created // once, and can be reused for multiple requests. After completing all of your requests, call // the "close" method on the client to safely clean up any remaining background resources. try (PredictionServiceClient predictionServiceClient = PredictionServiceClient.create(predictionServiceSettings)) { String location = "us-central1"; EndpointName endpointName = EndpointName.of(project, location, endpointId); ListValue.Builder listValue = ListValue.newBuilder(); JsonFormat.parser().merge(instance, listValue); List<Value> instanceList = listValue.getValuesList(); Value parameters = Value.newBuilder().setListValue(listValue).build(); PredictResponse predictResponse = predictionServiceClient.predict(endpointName, instanceList, parameters); System.out.println("Predict Tabular Classification Response"); System.out.format("\tDeployed Model Id: %s\n", predictResponse.getDeployedModelId()); System.out.println("Predictions"); for (Value prediction : predictResponse.getPredictionsList()) { TabularClassificationPredictionResult.Builder resultBuilder = TabularClassificationPredictionResult.newBuilder(); TabularClassificationPredictionResult result = (TabularClassificationPredictionResult) ValueConverter.fromValue(resultBuilder, prediction); for (int i = 0; i < result.getClassesCount(); i++) { System.out.printf("\tClass: %s", result.getClasses(i)); System.out.printf("\tScore: %f", result.getScores(i)); } } } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_predict_tabular_classification_sample-nodejs" track-metadata-position="aiplatform_predict_tabular_classification_sample" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample" data-text="Node.js" tabindex="-1">Node.js</h3> Before trying this sample, follow the Node.js setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//ai-platform/snippets/predict-tabular-classification.js" track-metadata-position="aiplatform_predict_tabular_classification_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/nodejs/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//ai-platform/snippets/predict-tabular-classification.js" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample">Vertex AI Node.js API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/predict-tabular-classification.js/HEAD/aiplatform_predict_tabular_classification_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/predict-tabular-classification.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_predict_tabular_classification_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/predict-tabular-classification.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/predict-tabular-classification.js" data-git-revision="HEAD" data-region-tag="aiplatform_predict_tabular_classification_sample" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">/** * TODO(developer): Uncomment these variables before running the sample.\ * (Not necessary if passing values as arguments) */ // const endpointId = 'YOUR_ENDPOINT_ID'; // const project = 'YOUR_PROJECT_ID'; // const location = 'YOUR_PROJECT_LOCATION'; const aiplatform = require('@google-cloud/aiplatform'); const {prediction} = aiplatform.protos.google.cloud.aiplatform.v1.schema.predict; // Imports the Google Cloud Prediction service client const {PredictionServiceClient} = aiplatform.v1; // Import the helper module for converting arbitrary protobuf.Value objects. const {helpers} = aiplatform; // Specifies the location of the api endpoint const clientOptions = { apiEndpoint: 'us-central1-aiplatform.googleapis.com', }; // Instantiates a client const predictionServiceClient = new PredictionServiceClient(clientOptions); async function predictTablesClassification() { // Configure the endpoint resource const endpoint = `projects/${project}/locations/${location}/endpoints/${endpointId}`; const parameters = helpers.toValue({}); const instance = helpers.toValue({ petal_length: '1.4', petal_width: '1.3', sepal_length: '5.1', sepal_width: '2.8', }); const instances = [instance]; const request = { endpoint, instances, parameters, }; // Predict request const [response] = await predictionServiceClient.predict(request); console.log('Predict tabular classification response'); console.log(`\tDeployed model id : ${response.deployedModelId}\n`); const predictions = response.predictions; console.log('Predictions :'); for (const predictionResultVal of predictions) { const predictionResultObj = prediction.TabularClassificationPredictionResult.fromValue( predictionResultVal ); for (const [i, class_] of predictionResultObj.classes.entries()) { console.log(`\tClass: ${class_}`); console.log(`\tScore: ${predictionResultObj.scores[i]}\n\n`); } } } predictTablesClassification();</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_predict_tabular_classification_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_predict_tabular_classification_sample" track-metadata-region-tag="aiplatform_predict_tabular_classification_sample" data-text="Python" tabindex="-1">Python</h3> To learn how to install or update the Vertex AI SDK for Python, see <a href="/vertex-ai/docs/start/use-vertex-ai-python-sdk" track-type="clientLibrariesReference" track- name="python_vertex_ai_sdk" track-metadata-position="aiplatform_predict_tabular_classification_sample">Install the Vertex AI SDK for Python</a>. For more information, see the <a href="/python/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="python_vertex_ai_sdk"> Python API reference documentation</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="googleapis/python-aiplatform/samples/model-builder/predict_tabular_classification_sample.py/HEAD/aiplatform_sdk_predict_tabular_classification_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/predict_tabular_classification_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_predict_tabular_classification_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/predict_tabular_classification_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/model-builder/predict_tabular_classification_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_sdk_predict_tabular_classification_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">def predict_tabular_classification_sample( project: str, location: str, endpoint_name: str, instances: List[Dict], ): """ Args project: Your project ID or project number. location: Region where Endpoint is located. For example, 'us-central1'. endpoint_name: A fully qualified endpoint name or endpoint ID. Example: "projects/123/locations/us-central1/endpoints/456" or "456" when project and location are initialized or passed. instances: A list of one or more instances (examples) to return a prediction for. """ aiplatform.init(project=project, location=location) endpoint = aiplatform.Endpoint(endpoint_name) response = endpoint.predict(instances=instances) for prediction_ in response.predictions: print(prediction_) </code></pre></devsite-code> </div> </section> </section> <section><h3 id="api:-regression" data-text=" API: Regression " tabindex="-1"> API: Regression </h3> <div id="aiplatform_predict_tabular_regression_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_predict_tabular_regression_sample-gcloud" track-metadata-position="aiplatform_predict_tabular_regression_sample" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample" data-text="gcloud" tabindex="-1">gcloud</h3> <ol> <li> Create a file named `request.json` with the following contents: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> { "instances": [ { <var translate="no">PREDICTION_DATA_ROW</var> } ] } </pre></devsite-code> Replace the following: <ul> <li> <var translate="no">PREDICTION_DATA_ROW</var>: A JSON object with keys as the feature names and values as the corresponding feature values. For example, for a dataset with a number, an array of numbers, and a category, the row of data might look like the following example request: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> "age":3.6, "sq_ft":5392, "code": "90331" </pre></devsite-code> A value must be provided for every feature included in training. The format of the data used for prediction must match the format used for training. Refer to <a href="/vertex-ai/docs/datasets/data-types-tabular#format-for-prediction">Data format for predictions</a> for details. </li> </ul> </li> <li> Run the following command: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints predict <var translate="no">ENDPOINT_ID</var> \ --region=<var translate="no">LOCATION_ID</var> \ --json-request=request.json</pre></devsite-code> Replace the following: <ul> <li> <var translate="no">ENDPOINT_ID</var>: The ID for the endpoint. </li> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> </ul> </li> </ol> </section> <section> <h3 id="aiplatform_predict_tabular_regression_sample-drest" track-metadata-position="aiplatform_predict_tabular_regression_sample" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample" data-text="REST" tabindex="-1">REST</h3> You use the <a href="/vertex-ai/docs/reference/rest/v1/projects.locations.endpoints/predict">endpoints.predict</a> method to request an online prediction. Before using any of the request data, make the following replacements: <ul> <li> <var translate="no">LOCATION_ID</var>: Region where Endpoint is located. For example, <code translate="no" dir="ltr">us-central1</code>. </li> <li><var translate="no">PROJECT_ID</var>: Your <a href="/resource-manager/docs/creating-managing-projects#identifiers">project ID</a>.</li> <li><var translate="no">ENDPOINT_ID</var>: The ID for the endpoint.</li> <li> <var translate="no">PREDICTION_DATA_ROW</var>: A JSON object with keys as the feature names and values as the corresponding feature values. For example, for a dataset with a number, an array of numbers, and a category, the row of data might look like the following example request: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> "age":3.6, "sq_ft":5392, "code": "90331" </pre></devsite-code> A value must be provided for every feature included in training. The format of the data used for prediction must match the format used for training. Refer to <a href="/vertex-ai/docs/datasets/data-types-tabular#format-for-prediction">Data format for predictions</a> for details. </li> <li><var translate="no">DEPLOYED_MODEL_ID</var>: Output by the <code translate="no" dir="ltr">predict</code> method, and accepted as input by the <code translate="no" dir="ltr">explain</code> method. The ID of the model used to generate the prediction. If you need to request explanations for a previously requested prediction, and you have more than one model deployed, you can use this ID to ensure that the explanations are returned for the same model that provided the previous prediction. </li> </ul> HTTP method and URL: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>POST https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:predict</pre></devsite-code> </section> Request JSON body: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="request body" translate="no" dir="ltr" is-upgraded> { "instances": [ { <var translate="no">PREDICTION_DATA_ROW</var> } ] } </pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_1" data-text="curl" tabindex="-1">curl</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:predict"</pre></devsite-code></section> </section> <section > <h4 id="powershell_1" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method POST ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -InFile request.json ` -Uri "https://<var translate="no">LOCATION_ID</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_ID</var>/locations/<var translate="no">LOCATION_ID</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:predict" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> You should receive a JSON response similar to the following: <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "predictions": [ [ { "value": 65.14233, "lower_bound": 4.6572, "upper_bound": 164.0279 } ] ], "deployedModelId": "<var translate="no">DEPLOYED_MODEL_ID</var>" } </pre></devsite-code> </section> </section> <section> <h3 id="aiplatform_predict_tabular_regression_sample-java" track-metadata-position="aiplatform_predict_tabular_regression_sample" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample" data-text="Java" tabindex="-1">Java</h3> Before trying this sample, follow the Java setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob//aiplatform/src/main/java/aiplatform/PredictTabularRegressionSample.java" track-metadata-position="aiplatform_predict_tabular_regression_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/java/docs/reference/google-cloud-aiplatform/latest/com.google.cloud.aiplatform.v1" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="java" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/java-docs-samples/blob//aiplatform/src/main/java/aiplatform/PredictTabularRegressionSample.java" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample">Vertex AI Java API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/PredictTabularRegressionSample.java/HEAD/aiplatform_predict_tabular_regression_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/PredictTabularRegressionSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_predict_tabular_regression_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/PredictTabularRegressionSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/PredictTabularRegressionSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_predict_tabular_regression_sample" dir="ltr" is-upgraded syntax="Java"><code translate="no" dir="ltr"> import com.google.cloud.aiplatform.util.ValueConverter; import com.google.cloud.aiplatform.v1.EndpointName; import com.google.cloud.aiplatform.v1.PredictResponse; import com.google.cloud.aiplatform.v1.PredictionServiceClient; import com.google.cloud.aiplatform.v1.PredictionServiceSettings; import com.google.cloud.aiplatform.v1.schema.predict.prediction.TabularRegressionPredictionResult; import com.google.protobuf.ListValue; import com.google.protobuf.Value; import com.google.protobuf.util.JsonFormat; import java.io.IOException; import java.util.List; public class PredictTabularRegressionSample { public static void main(String[] args) throws IOException { // TODO(developer): Replace these variables before running the sample. String project = "YOUR_PROJECT_ID"; String instance = "[{ “feature_column_a”: “value”, “feature_column_b”: “value”}]"; String endpointId = "YOUR_ENDPOINT_ID"; predictTabularRegression(instance, project, endpointId); } static void predictTabularRegression(String instance, String project, String endpointId) throws IOException { PredictionServiceSettings predictionServiceSettings = PredictionServiceSettings.newBuilder() .setEndpoint("us-central1-aiplatform.googleapis.com:443") .build(); // Initialize client that will be used to send requests. This client only needs to be created // once, and can be reused for multiple requests. After completing all of your requests, call // the "close" method on the client to safely clean up any remaining background resources. try (PredictionServiceClient predictionServiceClient = PredictionServiceClient.create(predictionServiceSettings)) { String location = "us-central1"; EndpointName endpointName = EndpointName.of(project, location, endpointId); ListValue.Builder listValue = ListValue.newBuilder(); JsonFormat.parser().merge(instance, listValue); List<Value> instanceList = listValue.getValuesList(); Value parameters = Value.newBuilder().setListValue(listValue).build(); PredictResponse predictResponse = predictionServiceClient.predict(endpointName, instanceList, parameters); System.out.println("Predict Tabular Regression Response"); System.out.format("\tDisplay Model Id: %s\n", predictResponse.getDeployedModelId()); System.out.println("Predictions"); for (Value prediction : predictResponse.getPredictionsList()) { TabularRegressionPredictionResult.Builder resultBuilder = TabularRegressionPredictionResult.newBuilder(); TabularRegressionPredictionResult result = (TabularRegressionPredictionResult) ValueConverter.fromValue(resultBuilder, prediction); System.out.printf("\tUpper bound: %f\n", result.getUpperBound()); System.out.printf("\tLower bound: %f\n", result.getLowerBound()); System.out.printf("\tValue: %f\n", result.getValue()); } } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_predict_tabular_regression_sample-nodejs" track-metadata-position="aiplatform_predict_tabular_regression_sample" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample" data-text="Node.js" tabindex="-1">Node.js</h3> Before trying this sample, follow the Node.js setup instructions in the <a href="/vertex-ai/docs/start/client-libraries" track-type="clientLibrariesQuickstart" track-name="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//ai-platform/snippets/predict-tabular-regression.js" track-metadata-position="aiplatform_predict_tabular_regression_sample">Vertex AI quickstart using client libraries</a>. For more information, see the <a href="/nodejs/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="nodejs" track-metadata-snippet-file-url="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob//ai-platform/snippets/predict-tabular-regression.js" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample">Vertex AI Node.js API reference documentation</a>. To authenticate to Vertex AI, set up Application Default Credentials. For more information, see <a href="/docs/authentication/provide-credentials-adc#local-dev">Set up authentication for a local development environment</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/predict-tabular-regression.js/HEAD/aiplatform_predict_tabular_regression_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/predict-tabular-regression.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_predict_tabular_regression_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/predict-tabular-regression.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/predict-tabular-regression.js" data-git-revision="HEAD" data-region-tag="aiplatform_predict_tabular_regression_sample" dir="ltr" is-upgraded syntax="JavaScript"><code translate="no" dir="ltr">/** * TODO(developer): Uncomment these variables before running the sample.\ * (Not necessary if passing values as arguments) */ // const endpointId = 'YOUR_ENDPOINT_ID'; // const project = 'YOUR_PROJECT_ID'; // const location = 'YOUR_PROJECT_LOCATION'; const aiplatform = require('@google-cloud/aiplatform'); const {prediction} = aiplatform.protos.google.cloud.aiplatform.v1.schema.predict; // Imports the Google Cloud Prediction service client const {PredictionServiceClient} = aiplatform.v1; // Import the helper module for converting arbitrary protobuf.Value objects. const {helpers} = aiplatform; // Specifies the location of the api endpoint const clientOptions = { apiEndpoint: 'us-central1-aiplatform.googleapis.com', }; // Instantiates a client const predictionServiceClient = new PredictionServiceClient(clientOptions); async function predictTablesRegression() { // Configure the endpoint resource const endpoint = `projects/${project}/locations/${location}/endpoints/${endpointId}`; const parameters = helpers.toValue({}); // TODO (erschmid): Make this less painful const instance = helpers.toValue({ BOOLEAN_2unique_NULLABLE: false, DATETIME_1unique_NULLABLE: '2019-01-01 00:00:00', DATE_1unique_NULLABLE: '2019-01-01', FLOAT_5000unique_NULLABLE: 1611, FLOAT_5000unique_REPEATED: [2320, 1192], INTEGER_5000unique_NULLABLE: '8', NUMERIC_5000unique_NULLABLE: 16, STRING_5000unique_NULLABLE: 'str-2', STRUCT_NULLABLE: { BOOLEAN_2unique_NULLABLE: false, DATE_1unique_NULLABLE: '2019-01-01', DATETIME_1unique_NULLABLE: '2019-01-01 00:00:00', FLOAT_5000unique_NULLABLE: 1308, FLOAT_5000unique_REPEATED: [2323, 1178], FLOAT_5000unique_REQUIRED: 3089, INTEGER_5000unique_NULLABLE: '1777', NUMERIC_5000unique_NULLABLE: 3323, TIME_1unique_NULLABLE: '23:59:59.999999', STRING_5000unique_NULLABLE: 'str-49', TIMESTAMP_1unique_NULLABLE: '1546387199999999', }, TIMESTAMP_1unique_NULLABLE: '1546387199999999', TIME_1unique_NULLABLE: '23:59:59.999999', }); const instances = [instance]; const request = { endpoint, instances, parameters, }; // Predict request const [response] = await predictionServiceClient.predict(request); console.log('Predict tabular regression response'); console.log(`\tDeployed model id : ${response.deployedModelId}`); const predictions = response.predictions; console.log('\tPredictions :'); for (const predictionResultVal of predictions) { const predictionResultObj = prediction.TabularRegressionPredictionResult.fromValue( predictionResultVal ); console.log(`\tUpper bound: ${predictionResultObj.upper_bound}`); console.log(`\tLower bound: ${predictionResultObj.lower_bound}`); console.log(`\tLower bound: ${predictionResultObj.value}`); } } predictTablesRegression();</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_predict_tabular_regression_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_predict_tabular_regression_sample" track-metadata-region-tag="aiplatform_predict_tabular_regression_sample" data-text="Python" tabindex="-1">Python</h3> To learn how to install or update the Vertex AI SDK for Python, see <a href="/vertex-ai/docs/start/use-vertex-ai-python-sdk" track-type="clientLibrariesReference" track- name="python_vertex_ai_sdk" track-metadata-position="aiplatform_predict_tabular_regression_sample">Install the Vertex AI SDK for Python</a>. For more information, see the <a href="/python/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="python_vertex_ai_sdk"> Python API reference documentation</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="googleapis/python-aiplatform/samples/model-builder/predict_tabular_regression_sample.py/HEAD/aiplatform_sdk_predict_tabular_regression_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/predict_tabular_regression_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_predict_tabular_regression_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/predict_tabular_regression_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/model-builder/predict_tabular_regression_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_sdk_predict_tabular_regression_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">def predict_tabular_regression_sample( project: str, location: str, endpoint_name: str, instances: List[Dict], ): aiplatform.init(project=project, location=location) endpoint = aiplatform.Endpoint(endpoint_name) response = endpoint.predict(instances=instances) for prediction_ in response.predictions: print(prediction_) </code></pre></devsite-code> </div> </section> </div> </section> </div> <h2 id="interpret_prediction_results" data-text="Interpret prediction results" tabindex="-1">Interpret prediction results</h2> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="classification" data-text=" Classification " tabindex="-1"> Classification </h3> Classification models return a confidence score. The confidence score communicates how strongly your model associates each class or label with a test item. The higher the number, the higher the model's confidence that the label should be applied to that item. You decide how high the confidence score must be for you to accept the model's results. </section> <section><h3 id="regression" data-text=" Regression " tabindex="-1"> Regression </h3> Regression models return a prediction value. For BigQuery destinations, they also return a prediction interval. The prediction interval provides a range of values that the model has 95% confidence contain the actual result. </section> </div> <h2 id="online-explanation" data-text="Get an online explanation using your deployed model" tabindex="-1">Get an online explanation using your deployed model</h2> You can request a prediction with explanations (also called feature attributions) to see how your model arrived at a prediction. The local feature importance values tell you how much each feature contributed to the prediction result. Feature attributions are included in Vertex AI predictions through <a href="/vertex-ai/docs/tabular-data/classification-explanations">Vertex Explainable AI</a>. <div id="aiplatform_explain_tabular_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_explain_tabular_sample-console" track-metadata-position="aiplatform_explain_tabular_sample" track-metadata-region-tag="aiplatform_explain_tabular_sample" data-text="Console" tabindex="-1">Console</h3> When you use the Google Cloud console to request an online prediction, the local feature importance values are automatically returned. If you used the pre-filled prediction values, the local feature importance values are all zero. This is because the pre-filled values are the baseline prediction data, so the prediction returned is the baseline prediction value. <aside class="note">Note: You might need to scroll the parameter window to the right to see the local feature importance results. </aside> </section> <section> <h3 id="aiplatform_explain_tabular_sample-gcloud" track-metadata-position="aiplatform_explain_tabular_sample" track-metadata-region-tag="aiplatform_explain_tabular_sample" data-text="gcloud" tabindex="-1">gcloud</h3> <ol> <li>Create a file named <code translate="no" dir="ltr">request.json</code> with the following contents: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="JSON"><code translate="no" dir="ltr">{ "instances": [ { <var translate="no">PREDICTION_DATA_ROW</var> } ] } </code></pre></devsite-code> Replace the following: <ul> <li> <var translate="no">PREDICTION_DATA_ROW</var>: A JSON object with keys as the feature names and values as the corresponding feature values. For example, for a dataset with a number, an array of strings, and a category, the row of data might look like the following example request: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> "length":3.6, "material":"cotton", "tag_array": ["abc","def"] </pre></devsite-code> A value must be provided for every feature included in training. The format of the data used for prediction must match the format used for training. Refer to <a href="/vertex-ai/docs/datasets/data-types-tabular#format-for-prediction">Data format for predictions</a> for details. </li> </ul></li> <li> Run the following command: <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints explain <var translate="no">ENDPOINT_ID</var> \ --region=<var translate="no">LOCATION_ID</var> \ --json-request=request.json</pre></devsite-code> Replace the following: <ul> <li> <var translate="no">ENDPOINT_ID</var>: The ID for the endpoint. </li> <li> <var translate="no">LOCATION_ID</var>: The region where you are using Vertex AI. </li> </ul> Optionally, if you want to send an explanation request to a specific <code translate="no" dir="ltr">DeployedModel</code> on the <code translate="no" dir="ltr">Endpoint</code>, you can specify the <code translate="no" dir="ltr">--deployed-model-id</code> flag: <div></div><devsite-code><pre class="devsite-click-to-copy devsite-code-highlight" translate="no" dir="ltr" is-upgraded syntax="Bash">gcloud ai endpoints explain <var translate="no">ENDPOINT_ID</var> \ --region=<var translate="no">LOCATION</var> \ --deployed-model-id=<var translate="no">DEPLOYED_MODEL_ID</var> \ --json-request=request.json</pre></devsite-code> In addition to the placeholders described previously, replace the following: <ul> <li> <var translate="no">DEPLOYED_MODEL_ID</var> Optional: The ID of the deployed model for which you want to get explanations. The ID is included in the <code translate="no" dir="ltr">predict</code> method's response. If you need to request explanations for a particular model and you have more than one model deployed to the same endpoint, you can use this ID to ensure that the explanations are returned for that particular model. </li> </ul> </li> </ol> </section> <section> <h3 id="aiplatform_explain_tabular_sample-drest" track-metadata-position="aiplatform_explain_tabular_sample" track-metadata-region-tag="aiplatform_explain_tabular_sample" data-text="REST" tabindex="-1">REST</h3> The following example shows an online prediction request for a tabular classification model with local feature attributions. The request format is the same for regression models. Before using any of the request data, make the following replacements: <ul> <li> <var translate="no">LOCATION</var>: Region where Endpoint is located. For example, <code translate="no" dir="ltr">us-central1</code>. </li> <li><var translate="no">PROJECT</var>: Your <a href="/resource-manager/docs/creating-managing-projects#identifiers">project ID</a>.</li> <li><var translate="no">ENDPOINT_ID</var>: The ID for the endpoint.</li> <li> <var translate="no">PREDICTION_DATA_ROW</var>: A JSON object with keys as the feature names and values as the corresponding feature values. For example, for a dataset with a number, an array of strings, and a category, the row of data might look like the following example request: <div></div><devsite-code><pre translate="no" dir="ltr" is-upgraded> "length":3.6, "material":"cotton", "tag_array": ["abc","def"] </pre></devsite-code> A value must be provided for every feature included in training. The format of the data used for prediction must match the format used for training. Refer to <a href="/vertex-ai/docs/datasets/data-types-tabular#format-for-prediction">Data format for predictions</a> for details. </li> <li> <var translate="no">DEPLOYED_MODEL_ID</var> (optional): The ID of the deployed model for which you want to get explanations. The ID is included in the <code translate="no" dir="ltr">predict</code> method's response. If you need to request explanations for a particular model and you have more than one model deployed to the same endpoint, you can use this ID to ensure that the explanations are returned for that particular model. </li> </ul> HTTP method and URL: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="HTTP method and URL" translate="no" dir="ltr" is-upgraded>POST https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:explain</pre></devsite-code> </section> Request JSON body: <section> <div></div><devsite-code><pre class="devsite-click-to-copy" data-label="request body" translate="no" dir="ltr" is-upgraded> { "instances": [ { <var translate="no">PREDICTION_DATA_ROW</var> } ], "deployedModelId": "<var translate="no">DEPLOYED_MODEL_ID</var>" } </pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_2" data-text="curl" tabindex="-1">curl</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> , or by using <a href="/shell/docs">Cloud Shell</a>, which automatically logs you into the <code translate="no" dir="ltr">gcloud</code> CLI . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label=" CURL command" translate="no" dir="ltr" is-upgraded>curl -X POST \ -H "Authorization: Bearer $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:explain"</pre></devsite-code></section> </section> <section > <h4 id="powershell_2" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method POST ` -Headers $headers ` -ContentType: "application/json; charset=utf-8" ` -InFile request.json ` -Uri "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/endpoints/<var translate="no">ENDPOINT_ID</var>:explain" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div>   </section> <section> <h3 id="aiplatform_explain_tabular_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_explain_tabular_sample" track-metadata-region-tag="aiplatform_explain_tabular_sample" data-text="Python" tabindex="-1">Python</h3> To learn how to install or update the Vertex AI SDK for Python, see <a href="/vertex-ai/docs/start/use-vertex-ai-python-sdk" track-type="clientLibrariesReference" track- name="python_vertex_ai_sdk" track-metadata-position="aiplatform_explain_tabular_sample">Install the Vertex AI SDK for Python</a>. For more information, see the <a href="/python/docs/reference/aiplatform/latest" track-type="clientLibrariesUsage" track-name="clientLibrariesLink" track-metadata-lang="python_vertex_ai_sdk"> Python API reference documentation</a>. <div class="github-docwidget-gitinclude-code"> <div></div><devsite-code><pre suppresswarning="suppresswarning" translate="no" class="devsite-click-to-copy" track-metadata-position="googleapis/python-aiplatform/samples/model-builder/explain_sample.py/HEAD/aiplatform_sdk_explain_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/explain_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_explain_tabular_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/model-builder/explain_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/model-builder/explain_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_sdk_explain_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">def explain_sample(project: str, location: str, endpoint_id: str, instance_dict: Dict): aiplatform.init(project=project, location=location) endpoint = aiplatform.Endpoint(endpoint_id) response = endpoint.explain(instances=[instance_dict], parameters={}) for explanation in response.explanations: print(" explanation") # Feature attributions. attributions = explanation.attributions for attribution in attributions: print(" attribution") print(" baseline_output_value:", attribution.baseline_output_value) print(" instance_output_value:", attribution.instance_output_value) print(" output_display_name:", attribution.output_display_name) print(" approximation_error:", attribution.approximation_error) print(" output_name:", attribution.output_name) output_index = attribution.output_index for output_index in output_index: print(" output_index:", output_index) for prediction in response.predictions: print(prediction) </code></pre></devsite-code> </div> </section> </div> Get explanations for a previously returned prediction Because explanations increase resource usage, you might want to reserve requesting explanations for situations when you specifically need them. Sometimes, it can be helpful to request explanations for a prediction result you've already received, perhaps because the prediction was an outlier or did not make sense. If all of your predictions are coming from the same model, you can simply resend the request data, with explanations requested this time. However, if you have multiple models returning predictions, you must make sure you send the explanation request to the correct model. You can view explanations for a particular model by including the deployed model's ID <code translate="no" dir="ltr">deployedModelID</code> in your request, which is included in the response of the original prediction request. Note that the deployed model ID is different from the model ID. <h2 id="interpret_explanation_results" data-text="Interpret explanation results" tabindex="-1">Interpret explanation results</h2> To calculate local feature importance, first the baseline prediction score is calculated. Baseline values are computed from the training data, using the median value for numeric features and the mode for categorical features. The prediction generated from the baseline values is the baseline prediction score. Baseline values are calculated once for a model and do not change. For a specific prediction, the local feature importance for each feature tells you how much that feature added to or subtracted from the result as compared with the baseline prediction score. The sum of all of the feature importance values equals the difference between the baseline prediction score and the prediction result. For classification models, the score is always between 0.0 and 1.0, inclusive. Therefore, local feature importance values for classification models are always between -1.0 and 1.0 (inclusive). For examples of feature attribution queries and to learn more, see <a href="/vertex-ai/docs/tabular-data/classification-explanations">Feature Attributions for Classification and Regression</a>. <h2 id="example_output_for_predictions_and_explanations" data-text="Example output for predictions and explanations" tabindex="-1">Example output for predictions and explanations</h2> <div class="ds-selector-tabs" data-ds-scope="code-sample"> <section><h3 id="classification_1" data-text=" Classification " tabindex="-1"> Classification </h3>The return payload for an online prediction from a tabular classification model with feature importance looks similar to the following example. The <code translate="no" dir="ltr">instanceOutputValue</code> of <code translate="no" dir="ltr">0.928652400970459</code> is the confidence score of the highest-scoring class, in this case <code translate="no" dir="ltr">class_a</code>. The <code translate="no" dir="ltr">baselineOutputValue</code> field contains the baseline prediction score, <code translate="no" dir="ltr">0.808652400970459</code>. The feature that contributed most strongly to this result was <code translate="no" dir="ltr">feature_3</code>. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash"><code translate="no" dir="ltr">{ "predictions": [ { "scores": [ 0.928652400970459, 0.071347599029541 ], "classes": [ "class_a", "class_b" ] } ] "explanations": [ { "attributions": [ { "baselineOutputValue": 0.808652400970459, "instanceOutputValue": 0.928652400970459, "approximationError": 0.0058915703929231, "featureAttributions": { "feature_1": 0.012394922231235, "feature_2": 0.050212341234556, "feature_3": 0.057392736534209, }, "outputIndex": [ 0 ], "outputName": "scores" } ], } ] "deployedModelId": "234567" } </code></pre></devsite-code></section> <section><h3 id="regression_1" data-text=" Regression " tabindex="-1"> Regression </h3>The return payload for an online prediction with feature importance from a tabular regression model looks similar to the following example. The <code translate="no" dir="ltr">instanceOutputValue</code> of <code translate="no" dir="ltr">1795.1246466281819</code> is the predicted value, with the <code translate="no" dir="ltr">lower_bound</code> and <code translate="no" dir="ltr">upper_bound</code> fields providing the 95% confidence interval. The <code translate="no" dir="ltr">baselineOutputValue</code> field contains the baseline prediction score, <code translate="no" dir="ltr">1788.7423095703125</code>. The feature that contributed most strongly to this result was <code translate="no" dir="ltr">feature_3</code>. <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="Bash"><code translate="no" dir="ltr">{ "predictions": [ { "value": 1795.1246466281819, "lower_bound": 246.32196807861328, "upper_bound": 8677.51904296875 } ] "explanations": [ { "attributions": [ { "baselineOutputValue": 1788.7423095703125, "instanceOutputValue": 1795.1246466281819, "approximationError": 0.0038215703911553, "featureAttributions": { "feature_1": 0.123949222312359, "feature_2": 0.802123412345569, "feature_3": 5.456264423211472, }, "outputIndex": [ -1 ] } ] } ], "deployedModelId": "345678" } </code></pre></devsite-code></section> </div> <h2 id="whats_next" data-text="What's next" tabindex="-1">What's next</h2> <ul> <li>Learn how to <a href="/vertex-ai/docs/export/export-model-tabular">export your model</a>.</li> </ul> <devsite-hats-survey class="nocontent" hats-id="Nd7nTix2o0eU5NUYprb0ThtUc5jf" listnr-id="83405"></devsite-hats-survey> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Vertex AI" product-id="5164350" bucket="Documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464922260396498922" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" project-feedback-url="https://issuetracker.google.com/issues/new?component=1130925" project-icon="https://www.gstatic.com/devrel-devsite/prod/v870e399c64f7c43c99a3043db4b3a74327bb93d0914e84a0c3dba90bbfd67625/cloud/images/favicons/onecloud/super_cloud.png" project-support-url="https://cloud.google.com/support-hub" > <button> Send feedback </button> </devsite-feedback> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-content-footer class="nocontent"> Except as otherwise noted, the content of this page is licensed under the <a href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 License</a>, and code samples are licensed under the <a href="https://www.apache.org/licenses/LICENSE-2.0">Apache 2.0 License</a>. 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