Export AutoML Edge models | Vertex AI

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/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" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/custom-service-account" >Use a custom service account</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/cmek" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/cmek" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/cmek" >Use customer-managed encryption keys</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/access-transparency" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/access-transparency" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/access-transparency" >Access Transparency</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 Vertex AI resources </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/monitoring-metrics" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/monitoring-metrics" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/monitoring-metrics" >Cloud Monitoring metrics</a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/audit-logging" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/audit-logging" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/audit-logging" >Audit logging information</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"> Networking </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a 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<devsite-thumb-rating position="header"> </devsite-thumb-rating> </div> <devsite-feedback position="header" 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="header" 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> <h1 class="devsite-page-title" tabindex="-1"> Export AutoML Edge models </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 describes how to use Vertex AI to export your image and video AutoML Edge models to Cloud Storage. For information about exporting tabular models, see <a href="/vertex-ai/docs/export/export-model-tabular">Exporting an AutoML tabular model</a>. <h2 id="introduction" data-text="Introduction" tabindex="-1">Introduction</h2> After you have <a href="/vertex-ai/docs/training/automl-edge-console">trained</a> an AutoML Edge model you can, in some cases, export the model in different formats, depending on how you want to use it. The exported model files are saved in a Cloud Storage bucket, and can they be used for prediction in the environment of your choosing. You cannot use an Edge model in Vertex AI to serve predictions; you must deploy Edge model to an external device to get predictions. <h2 id="export" data-text="Export a model" tabindex="-1">Export a model</h2> Use the following code samples to identify an AutoML Edge model, specify an output file storage location, and then send the export model request. <div> <devsite-selector> <section> <h3 tab-label="" id="image" data-text="Image" tabindex="-1">Image</h3> Select the tab below for your objective: <div class="ds-selector-tabs"><section> <h3 class="two-line-tab" tab-label="Single-label" id="classification" data-text="Classification" tabindex="-1">Classification</h3> Trained AutoML Edge image classification models can be exported in the following formats: <ul> <li>TF Lite - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li>Edge TPU TF Lite - Export your model as a TF Lite package to run your model on Edge TPU devices.</li> <li>Container - Export your model as a TF Saved Model to run on a Docker container.</li> <li>Core ML - Export an .mlmodel file to run your model on iOS and macOS devices.</li> <li>Tensorflow.js - Export your model as a TensorFlow.js package to run your model in the browser and in Node.js.</li> </ul> Select the tab below for your language or environment: <div id="aiplatform_export_model_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_export_model_sample-console" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_model_sample" data-text="Console" tabindex="-1">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 version number of the AutoML Edge model you want to export to open its details page.</li> <li>Click Export.</li> <li>In the Export model side window, specify the location in Cloud Storage to store Edge model export output.</li> <li>Click Export.</li> <li>Click Done to close the Export model side window.</li> </ol> </section> <section> <h3 id="aiplatform_export_model_sample-drest" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_model_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</var>: Your project's location.</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">MODEL_ID</var>: The ID number of the trained AutoML Edge model you are exporting.</li> <li><var translate="no">EXPORT_FORMAT</var>: The type of Edge model you are exporting. For this objective the options are: <ul> <li><code translate="no" dir="ltr">tflite</code> (TF Lite) - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li><code translate="no" dir="ltr">edgetpu-tflite</code> (Edge TPU TF Lite) - Export your model as a TF Lite package to run your model on Edge TPU devices.</li> <li><code translate="no" dir="ltr">tf-saved-model</code> (Container) - Export your model as a TF Saved Model to run on a Docker container.</li> <li><code translate="no" dir="ltr">core-ml</code> (Core ML) - Export an .mlmodel file to run your model on iOS and macOS devices.</li> <li><code translate="no" dir="ltr">tf-js</code> (Tensorflow.js) - Export your model as a TensorFlow.js package to run your model in the browser and in Node.js.</li> </ul> </li> <li><var translate="no">OUTPUT_BUCKET</var>: The path to the Cloud Storage bucket directory where you want to store your Edge model files.</li> 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>/models/<var translate="no">MODEL_ID</var>:export</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> { "outputConfig": { "exportFormatId": "<var translate="no">EXPORT_FORMAT</var>", "artifactDestination": { "outputUriPrefix": "gs://<var translate="no">OUTPUT_BUCKET</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 $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export"</pre></devsite-code></section> </section> <section > <h4 id="powershell" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The response contains information about specifications as well as the <var translate="no">OPERATION_ID</var>. <section class="expandable"><h4 class="showalways" id="response" data-text="Response" tabindex="-1">Response</h4> <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</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-07-16T20:06:33.679353Z", "updateTime": "2020-07-16T20:06:33.679353Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } } </pre></devsite-code> </section> You can <a href="#get-oper">get the status</a> of the export operation to see when it finishes. </section> <section> <h3 id="aiplatform_export_model_sample-java" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" track-metadata-position="aiplatform_export_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/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" track-metadata-region-tag="aiplatform_export_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/ExportModelSample.java/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/ExportModelSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_export_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.ExportModelOperationMetadata; import com.google.cloud.aiplatform.v1.ExportModelRequest; import com.google.cloud.aiplatform.v1.ExportModelResponse; import com.google.cloud.aiplatform.v1.GcsDestination; import com.google.cloud.aiplatform.v1.ModelName; import com.google.cloud.aiplatform.v1.ModelServiceClient; import com.google.cloud.aiplatform.v1.ModelServiceSettings; import java.io.IOException; import java.util.concurrent.ExecutionException; import java.util.concurrent.TimeUnit; import java.util.concurrent.TimeoutException; public class ExportModelSample { 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 modelId = "YOUR_MODEL_ID"; String gcsDestinationOutputUriPrefix = "gs://YOUR_GCS_SOURCE_BUCKET/path_to_your_destination/"; String exportFormat = "YOUR_EXPORT_FORMAT"; exportModelSample(project, modelId, gcsDestinationOutputUriPrefix, exportFormat); } static void exportModelSample( String project, String modelId, String gcsDestinationOutputUriPrefix, String exportFormat) throws IOException, InterruptedException, ExecutionException, TimeoutException { ModelServiceSettings modelServiceSettings = ModelServiceSettings.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 (ModelServiceClient modelServiceClient = ModelServiceClient.create(modelServiceSettings)) { String location = "us-central1"; GcsDestination.Builder gcsDestination = GcsDestination.newBuilder(); gcsDestination.setOutputUriPrefix(gcsDestinationOutputUriPrefix); ModelName modelName = ModelName.of(project, location, modelId); ExportModelRequest.OutputConfig outputConfig = ExportModelRequest.OutputConfig.newBuilder() .setExportFormatId(exportFormat) .setArtifactDestination(gcsDestination) .build(); OperationFuture<ExportModelResponse, ExportModelOperationMetadata> exportModelResponseFuture = modelServiceClient.exportModelAsync(modelName, outputConfig); System.out.format( "Operation name: %s\n", exportModelResponseFuture.getInitialFuture().get().getName()); System.out.println("Waiting for operation to finish..."); ExportModelResponse exportModelResponse = exportModelResponseFuture.get(300, TimeUnit.SECONDS); System.out.format("Export Model Response: %s\n", exportModelResponse); } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_sample-nodejs" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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//ai-platform/snippets/export-model.js" track-metadata-position="aiplatform_export_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//ai-platform/snippets/export-model.js" track-metadata-region-tag="aiplatform_export_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/ai-platform/snippets/export-model.js/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/export-model.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/export-model.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/export-model.js" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_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 modelId = 'YOUR_MODEL_ID'; // const gcsDestinationOutputUriPrefix ='YOUR_GCS_DEST_OUTPUT_URI_PREFIX'; // eg. "gs://<your-gcs-bucket>/destination_path" // const exportFormat = 'YOUR_EXPORT_FORMAT'; // const project = 'YOUR_PROJECT_ID'; // const location = 'YOUR_PROJECT_LOCATION'; // Imports the Google Cloud Model Service Client library const {ModelServiceClient} = require('@google-cloud/aiplatform'); // Specifies the location of the api endpoint const clientOptions = { apiEndpoint: 'us-central1-aiplatform.googleapis.com', }; // Instantiates a client const modelServiceClient = new ModelServiceClient(clientOptions); async function exportModel() { // Configure the name resources const name = `projects/${project}/locations/${location}/models/${modelId}`; // Configure the outputConfig resources const outputConfig = { exportFormatId: exportFormat, gcsDestination: { outputUriPrefix: gcsDestinationOutputUriPrefix, }, }; const request = { name, outputConfig, }; // Export Model request const [response] = await modelServiceClient.exportModel(request); console.log(`Long running operation : ${response.name}`); // Wait for operation to complete await response.promise(); const result = response.result; console.log(`Export model response : ${JSON.stringify(result)}`); } exportModel();</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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_export_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/snippets/model_service/export_model_sample.py/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/snippets/model_service/export_model_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">from google.cloud import aiplatform def export_model_sample( project: str, model_id: str, gcs_destination_output_uri_prefix: str, location: str = "us-central1", api_endpoint: str = "us-central1-aiplatform.googleapis.com", timeout: int = 300, ): # The AI Platform services require regional API endpoints. client_options = {"api_endpoint": api_endpoint} # Initialize client that will be used to create and send requests. # This client only needs to be created once, and can be reused for multiple requests. client = aiplatform.gapic.ModelServiceClient(client_options=client_options) output_config = { "artifact_destination": { "output_uri_prefix": gcs_destination_output_uri_prefix }, # For information about export formats: https://cloud.google.com/ai-platform-unified/docs/export/export-edge-model#aiplatform_export_model_sample-drest "export_format_id": "tf-saved-model", } name = client.model_path(project=project, location=location, model=model_id) response = client.export_model(name=name, output_config=output_config) print("Long running operation:", response.operation.name) print("output_info:", response.metadata.output_info) export_model_response = response.result(timeout=timeout) print("export_model_response:", export_model_response) </code></pre></devsite-code> </div> </section> </div> </section><section> <h3 class="two-line-tab" tab-label="Multi-label" id="classification_1" data-text="Classification" tabindex="-1">Classification</h3> Trained AutoML Edge image classification models can be exported in the following formats: <ul> <li>TF Lite - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li>Edge TPU TF Lite - Export your model as a TF Lite package to run your model on Edge TPU devices.</li> <li>Container - Export your model as a TF Saved Model to run on a Docker container.</li> <li>Core ML - Export an .mlmodel file to run your model on iOS and macOS devices.</li> <li>Tensorflow.js - Export your model as a TensorFlow.js package to run your model in the browser and in Node.js.</li> </ul> Select the tab below for your language or environment: <div id="aiplatform_export_model_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_export_model_sample-console" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_model_sample" data-text="Console" tabindex="-1">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 version number of the AutoML Edge model you want to export to open its details page.</li> <li>Click Export.</li> <li>In the Export model side window, specify the location in Cloud Storage to store Edge model export output.</li> <li>Click Export.</li> <li>Click Done to close the Export model side window.</li> </ol> </section> <section> <h3 id="aiplatform_export_model_sample-drest" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_model_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</var>: Your project's location.</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">MODEL_ID</var>: The ID number of the trained AutoML Edge model you are exporting.</li> <li><var translate="no">EXPORT_FORMAT</var>: The type of Edge model you are exporting. For this objective the options are: <ul> <li><code translate="no" dir="ltr">tflite</code> (TF Lite) - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li><code translate="no" dir="ltr">edgetpu-tflite</code> (Edge TPU TF Lite) - Export your model as a TF Lite package to run your model on Edge TPU devices.</li> <li><code translate="no" dir="ltr">tf-saved-model</code> (Container) - Export your model as a TF Saved Model to run on a Docker container.</li> <li><code translate="no" dir="ltr">core-ml</code> (Core ML) - Export an .mlmodel file to run your model on iOS and macOS devices.</li> <li><code translate="no" dir="ltr">tf-js</code> (Tensorflow.js) - Export your model as a TensorFlow.js package to run your model in the browser and in Node.js.</li> </ul> </li> <li><var translate="no">OUTPUT_BUCKET</var>: The path to the Cloud Storage bucket directory where you want to store your Edge model files.</li> 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>/models/<var translate="no">MODEL_ID</var>:export</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> { "outputConfig": { "exportFormatId": "<var translate="no">EXPORT_FORMAT</var>", "artifactDestination": { "outputUriPrefix": "gs://<var translate="no">OUTPUT_BUCKET</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 $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export"</pre></devsite-code></section> </section> <section > <h4 id="powershell_1" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The response contains information about specifications as well as the <var translate="no">OPERATION_ID</var>. <section class="expandable"><h4 class="showalways" id="response_1" data-text="Response" tabindex="-1">Response</h4> <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</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-07-16T20:06:33.679353Z", "updateTime": "2020-07-16T20:06:33.679353Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } } </pre></devsite-code> </section> You can <a href="#get-oper">get the status</a> of the export operation to see when it finishes. </section> <section> <h3 id="aiplatform_export_model_sample-java" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" track-metadata-position="aiplatform_export_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/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" track-metadata-region-tag="aiplatform_export_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/ExportModelSample.java/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/ExportModelSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_export_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.ExportModelOperationMetadata; import com.google.cloud.aiplatform.v1.ExportModelRequest; import com.google.cloud.aiplatform.v1.ExportModelResponse; import com.google.cloud.aiplatform.v1.GcsDestination; import com.google.cloud.aiplatform.v1.ModelName; import com.google.cloud.aiplatform.v1.ModelServiceClient; import com.google.cloud.aiplatform.v1.ModelServiceSettings; import java.io.IOException; import java.util.concurrent.ExecutionException; import java.util.concurrent.TimeUnit; import java.util.concurrent.TimeoutException; public class ExportModelSample { 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 modelId = "YOUR_MODEL_ID"; String gcsDestinationOutputUriPrefix = "gs://YOUR_GCS_SOURCE_BUCKET/path_to_your_destination/"; String exportFormat = "YOUR_EXPORT_FORMAT"; exportModelSample(project, modelId, gcsDestinationOutputUriPrefix, exportFormat); } static void exportModelSample( String project, String modelId, String gcsDestinationOutputUriPrefix, String exportFormat) throws IOException, InterruptedException, ExecutionException, TimeoutException { ModelServiceSettings modelServiceSettings = ModelServiceSettings.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 (ModelServiceClient modelServiceClient = ModelServiceClient.create(modelServiceSettings)) { String location = "us-central1"; GcsDestination.Builder gcsDestination = GcsDestination.newBuilder(); gcsDestination.setOutputUriPrefix(gcsDestinationOutputUriPrefix); ModelName modelName = ModelName.of(project, location, modelId); ExportModelRequest.OutputConfig outputConfig = ExportModelRequest.OutputConfig.newBuilder() .setExportFormatId(exportFormat) .setArtifactDestination(gcsDestination) .build(); OperationFuture<ExportModelResponse, ExportModelOperationMetadata> exportModelResponseFuture = modelServiceClient.exportModelAsync(modelName, outputConfig); System.out.format( "Operation name: %s\n", exportModelResponseFuture.getInitialFuture().get().getName()); System.out.println("Waiting for operation to finish..."); ExportModelResponse exportModelResponse = exportModelResponseFuture.get(300, TimeUnit.SECONDS); System.out.format("Export Model Response: %s\n", exportModelResponse); } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_sample-nodejs" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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//ai-platform/snippets/export-model.js" track-metadata-position="aiplatform_export_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//ai-platform/snippets/export-model.js" track-metadata-region-tag="aiplatform_export_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/ai-platform/snippets/export-model.js/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/export-model.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/export-model.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/export-model.js" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_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 modelId = 'YOUR_MODEL_ID'; // const gcsDestinationOutputUriPrefix ='YOUR_GCS_DEST_OUTPUT_URI_PREFIX'; // eg. "gs://<your-gcs-bucket>/destination_path" // const exportFormat = 'YOUR_EXPORT_FORMAT'; // const project = 'YOUR_PROJECT_ID'; // const location = 'YOUR_PROJECT_LOCATION'; // Imports the Google Cloud Model Service Client library const {ModelServiceClient} = require('@google-cloud/aiplatform'); // Specifies the location of the api endpoint const clientOptions = { apiEndpoint: 'us-central1-aiplatform.googleapis.com', }; // Instantiates a client const modelServiceClient = new ModelServiceClient(clientOptions); async function exportModel() { // Configure the name resources const name = `projects/${project}/locations/${location}/models/${modelId}`; // Configure the outputConfig resources const outputConfig = { exportFormatId: exportFormat, gcsDestination: { outputUriPrefix: gcsDestinationOutputUriPrefix, }, }; const request = { name, outputConfig, }; // Export Model request const [response] = await modelServiceClient.exportModel(request); console.log(`Long running operation : ${response.name}`); // Wait for operation to complete await response.promise(); const result = response.result; console.log(`Export model response : ${JSON.stringify(result)}`); } exportModel();</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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_export_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/snippets/model_service/export_model_sample.py/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/snippets/model_service/export_model_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">from google.cloud import aiplatform def export_model_sample( project: str, model_id: str, gcs_destination_output_uri_prefix: str, location: str = "us-central1", api_endpoint: str = "us-central1-aiplatform.googleapis.com", timeout: int = 300, ): # The AI Platform services require regional API endpoints. client_options = {"api_endpoint": api_endpoint} # Initialize client that will be used to create and send requests. # This client only needs to be created once, and can be reused for multiple requests. client = aiplatform.gapic.ModelServiceClient(client_options=client_options) output_config = { "artifact_destination": { "output_uri_prefix": gcs_destination_output_uri_prefix }, # For information about export formats: https://cloud.google.com/ai-platform-unified/docs/export/export-edge-model#aiplatform_export_model_sample-drest "export_format_id": "tf-saved-model", } name = client.model_path(project=project, location=location, model=model_id) response = client.export_model(name=name, output_config=output_config) print("Long running operation:", response.operation.name) print("output_info:", response.metadata.output_info) export_model_response = response.result(timeout=timeout) print("export_model_response:", export_model_response) </code></pre></devsite-code> </div> </section> </div> </section><section> <h3 id="object-detection" data-text="Object detection" tabindex="-1">Object detection</h3> Trained AutoML Edge image object detection models can be exported in the following formats: <ul> <li>TF Lite - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li>Container - Export your model as a TF Saved Model to run on a Docker container.</li> <li>Tensorflow.js - Export your model as a TensorFlow.js package to run your model in the browser and in Node.js.</li> </ul> Select the tab below for your language or environment: <div id="aiplatform_export_model_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_export_model_sample-console" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_model_sample" data-text="Console" tabindex="-1">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 version number of the AutoML Edge model you want to export to open its details page.</li> <li>Select the Deploy &amp Test tab to view the available export formats.</li> <li>Select your desired export model format from the Use your edge-optimized model section.</li> <li>In the Export model side window, specify the location in Cloud Storage to store Edge model export output.</li> <li>Click Export.</li> <li>Click Done to close the Export model side window.</li> </ol> </section> <section> <h3 id="aiplatform_export_model_sample-drest" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_model_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</var>: Your project's location.</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">MODEL_ID</var>: The ID number of the trained AutoML Edge model you are exporting.</li> <li><var translate="no">EXPORT_FORMAT</var>: The type of Edge model you are exporting. For this objective the options are: <ul> <li><code translate="no" dir="ltr">tflite</code> (TF Lite) - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li><code translate="no" dir="ltr">tf-saved-model</code> (Container) - Export your model as a TF Saved Model to run on a Docker container.</li> <li><code translate="no" dir="ltr">tf-js</code> (Tensorflow.js) - Export your model as a TensorFlow.js package to run your model in the browser and in Node.js.</li> </ul> </li> <li><var translate="no">OUTPUT_BUCKET</var>: The path to the Cloud Storage bucket directory where you want to store your Edge model files.</li> 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>/models/<var translate="no">MODEL_ID</var>:export</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> { "outputConfig": { "exportFormatId": "<var translate="no">EXPORT_FORMAT</var>", "artifactDestination": { "outputUriPrefix": "gs://<var translate="no">OUTPUT_BUCKET</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 $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export"</pre></devsite-code></section> </section> <section > <h4 id="powershell_2" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$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>/models/<var translate="no">MODEL_ID</var>:export" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The response contains information about specifications as well as the <var translate="no">OPERATION_ID</var>. <section class="expandable"><h4 class="showalways" id="response_2" data-text="Response" tabindex="-1">Response</h4> <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</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-07-16T20:06:33.679353Z", "updateTime": "2020-07-16T20:06:33.679353Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } } </pre></devsite-code> </section> You can <a href="#get-oper">get the status</a> of the export operation to see when it finishes. </section> <section> <h3 id="aiplatform_export_model_sample-java" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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/ExportModelSample.java" track-metadata-position="aiplatform_export_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/ExportModelSample.java" track-metadata-region-tag="aiplatform_export_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/ExportModelSample.java/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/ExportModelSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_export_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.ExportModelOperationMetadata; import com.google.cloud.aiplatform.v1.ExportModelRequest; import com.google.cloud.aiplatform.v1.ExportModelResponse; import com.google.cloud.aiplatform.v1.GcsDestination; import com.google.cloud.aiplatform.v1.ModelName; import com.google.cloud.aiplatform.v1.ModelServiceClient; import com.google.cloud.aiplatform.v1.ModelServiceSettings; import java.io.IOException; import java.util.concurrent.ExecutionException; import java.util.concurrent.TimeUnit; import java.util.concurrent.TimeoutException; public class ExportModelSample { 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 modelId = "YOUR_MODEL_ID"; String gcsDestinationOutputUriPrefix = "gs://YOUR_GCS_SOURCE_BUCKET/path_to_your_destination/"; String exportFormat = "YOUR_EXPORT_FORMAT"; exportModelSample(project, modelId, gcsDestinationOutputUriPrefix, exportFormat); } static void exportModelSample( String project, String modelId, String gcsDestinationOutputUriPrefix, String exportFormat) throws IOException, InterruptedException, ExecutionException, TimeoutException { ModelServiceSettings modelServiceSettings = ModelServiceSettings.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 (ModelServiceClient modelServiceClient = ModelServiceClient.create(modelServiceSettings)) { String location = "us-central1"; GcsDestination.Builder gcsDestination = GcsDestination.newBuilder(); gcsDestination.setOutputUriPrefix(gcsDestinationOutputUriPrefix); ModelName modelName = ModelName.of(project, location, modelId); ExportModelRequest.OutputConfig outputConfig = ExportModelRequest.OutputConfig.newBuilder() .setExportFormatId(exportFormat) .setArtifactDestination(gcsDestination) .build(); OperationFuture<ExportModelResponse, ExportModelOperationMetadata> exportModelResponseFuture = modelServiceClient.exportModelAsync(modelName, outputConfig); System.out.format( "Operation name: %s\n", exportModelResponseFuture.getInitialFuture().get().getName()); System.out.println("Waiting for operation to finish..."); ExportModelResponse exportModelResponse = exportModelResponseFuture.get(300, TimeUnit.SECONDS); System.out.format("Export Model Response: %s\n", exportModelResponse); } } }</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_sample-nodejs" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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//ai-platform/snippets/export-model.js" track-metadata-position="aiplatform_export_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//ai-platform/snippets/export-model.js" track-metadata-region-tag="aiplatform_export_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/ai-platform/snippets/export-model.js/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/export-model.js" feedback-context="{"language": "nodejs", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/nodejs-docs-samples/blob/HEAD/ai-platform/snippets/export-model.js"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="nodejs" data-github-path="GoogleCloudPlatform/nodejs-docs-samples/ai-platform/snippets/export-model.js" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_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 modelId = 'YOUR_MODEL_ID'; // const gcsDestinationOutputUriPrefix ='YOUR_GCS_DEST_OUTPUT_URI_PREFIX'; // eg. "gs://<your-gcs-bucket>/destination_path" // const exportFormat = 'YOUR_EXPORT_FORMAT'; // const project = 'YOUR_PROJECT_ID'; // const location = 'YOUR_PROJECT_LOCATION'; // Imports the Google Cloud Model Service Client library const {ModelServiceClient} = require('@google-cloud/aiplatform'); // Specifies the location of the api endpoint const clientOptions = { apiEndpoint: 'us-central1-aiplatform.googleapis.com', }; // Instantiates a client const modelServiceClient = new ModelServiceClient(clientOptions); async function exportModel() { // Configure the name resources const name = `projects/${project}/locations/${location}/models/${modelId}`; // Configure the outputConfig resources const outputConfig = { exportFormatId: exportFormat, gcsDestination: { outputUriPrefix: gcsDestinationOutputUriPrefix, }, }; const request = { name, outputConfig, }; // Export Model request const [response] = await modelServiceClient.exportModel(request); console.log(`Long running operation : ${response.name}`); // Wait for operation to complete await response.promise(); const result = response.result; console.log(`Export model response : ${JSON.stringify(result)}`); } exportModel();</code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_export_model_sample" track-metadata-region-tag="aiplatform_export_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_export_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/snippets/model_service/export_model_sample.py/HEAD/aiplatform_export_model_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_export_model_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/snippets/model_service/export_model_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">from google.cloud import aiplatform def export_model_sample( project: str, model_id: str, gcs_destination_output_uri_prefix: str, location: str = "us-central1", api_endpoint: str = "us-central1-aiplatform.googleapis.com", timeout: int = 300, ): # The AI Platform services require regional API endpoints. client_options = {"api_endpoint": api_endpoint} # Initialize client that will be used to create and send requests. # This client only needs to be created once, and can be reused for multiple requests. client = aiplatform.gapic.ModelServiceClient(client_options=client_options) output_config = { "artifact_destination": { "output_uri_prefix": gcs_destination_output_uri_prefix }, # For information about export formats: https://cloud.google.com/ai-platform-unified/docs/export/export-edge-model#aiplatform_export_model_sample-drest "export_format_id": "tf-saved-model", } name = client.model_path(project=project, location=location, model=model_id) response = client.export_model(name=name, output_config=output_config) print("Long running operation:", response.operation.name) print("output_info:", response.metadata.output_info) export_model_response = response.result(timeout=timeout) print("export_model_response:", export_model_response) </code></pre></devsite-code> </div> </section> </div> </section> </div> </section> <section> <h3 id="video" data-text="Video" tabindex="-1">Video</h3> Select the tab below for your objective: <div class="ds-selector-tabs"> <section> <h3 id="action-recognition" data-text="Action recognition" tabindex="-1">Action recognition</h3> Trained AutoML Edge video action recognition models can be exported in the saved model format. Select the tab below for your language or environment: <div id="aiplatform_export_model_video_action_recognition_sample-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="aiplatform_export_model_video_action_recognition_sample-console" track-metadata-position="aiplatform_export_model_video_action_recognition_sample" track-metadata-region-tag="aiplatform_export_model_video_action_recognition_sample" data-text="Console" tabindex="-1">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 version number of the AutoML Edge model you want to export to open its details page.</li> <li>Click Export.</li> <li>In the Export model side window, specify the location in Cloud Storage to store Edge model export output.</li> <li>Click Export.</li> <li>Click Done to close the Export model side window.</li> </ol> </section> <section> <h3 id="aiplatform_export_model_video_action_recognition_sample-drest" track-metadata-position="aiplatform_export_model_video_action_recognition_sample" track-metadata-region-tag="aiplatform_export_model_video_action_recognition_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</var>: Region where the Model is stored. For example, <code translate="no" dir="ltr">us-central1</code>.</li> <li><var translate="no">MODEL_ID</var>: The ID number of the trained AutoML Edge model you are exporting.</li> <li><var translate="no">EXPORT_FORMAT</var>: The type of Edge model you are exporting. For video action recognition, the model option is: <ul> <li><code translate="no" dir="ltr">tf-saved-model</code> (Container) - Export your model as a TF Saved Model to run on a Docker container.</li> </ul> </li> <li><var translate="no">OUTPUT_BUCKET</var>: The path to the Cloud Storage bucket directory where you want to store your Edge model files.</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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export</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> { "outputConfig": { "exportFormatId": "<var translate="no">EXPORT_FORMAT</var>", "artifactDestination": { "outputUriPrefix": "gs://<var translate="no">OUTPUT_BUCKET</var>/" } } } </pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_3" 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 $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export"</pre></devsite-code></section> </section> <section > <h4 id="powershell_3" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$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_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The response contains information about specifications as well as the <var translate="no">OPERATION_ID</var>. <section class="expandable"><h4 class="showalways" id="response_3" data-text="Response" tabindex="-1">Response</h4> <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</var>/models/<var translate="no">MODEL_ID</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-10-12T20:53:40.130785Z", "updateTime": "2020-10-12T20:53:40.130785Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } } </pre></devsite-code> </section> You can <a href="#get-oper">get the status</a> of the export operation to see when it finishes. </section> <section> <h3 id="aiplatform_export_model_video_action_recognition_sample-java" track-metadata-position="aiplatform_export_model_video_action_recognition_sample" track-metadata-region-tag="aiplatform_export_model_video_action_recognition_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/ExportModelVideoActionRecognitionSample.java" track-metadata-position="aiplatform_export_model_video_action_recognition_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/ExportModelVideoActionRecognitionSample.java" track-metadata-region-tag="aiplatform_export_model_video_action_recognition_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/ExportModelVideoActionRecognitionSample.java/HEAD/aiplatform_export_model_video_action_recognition_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelVideoActionRecognitionSample.java" feedback-context="{"language": "java", "region_tag": "aiplatform_export_model_video_action_recognition_sample", "snippet_file_url": "https://github.com/GoogleCloudPlatform/java-docs-samples/blob/HEAD/aiplatform/src/main/java/aiplatform/ExportModelVideoActionRecognitionSample.java"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="java" data-github-path="GoogleCloudPlatform/java-docs-samples/aiplatform/src/main/java/aiplatform/ExportModelVideoActionRecognitionSample.java" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_video_action_recognition_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.ExportModelOperationMetadata; import com.google.cloud.aiplatform.v1.ExportModelRequest; import com.google.cloud.aiplatform.v1.ExportModelResponse; import com.google.cloud.aiplatform.v1.GcsDestination; import com.google.cloud.aiplatform.v1.ModelName; import com.google.cloud.aiplatform.v1.ModelServiceClient; import com.google.cloud.aiplatform.v1.ModelServiceSettings; import java.io.IOException; import java.util.concurrent.ExecutionException; public class ExportModelVideoActionRecognitionSample { public static void main(String[] args) throws IOException, ExecutionException, InterruptedException { // TODO(developer): Replace these variables before running the sample. String project = "PROJECT"; String modelId = "MODEL_ID"; String gcsDestinationOutputUriPrefix = "GCS_DESTINATION_OUTPUT_URI_PREFIX"; String exportFormat = "EXPORT_FORMAT"; exportModelVideoActionRecognitionSample( project, modelId, gcsDestinationOutputUriPrefix, exportFormat); } static void exportModelVideoActionRecognitionSample( String project, String modelId, String gcsDestinationOutputUriPrefix, String exportFormat) throws IOException, ExecutionException, InterruptedException { ModelServiceSettings settings = ModelServiceSettings.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 (ModelServiceClient client = ModelServiceClient.create(settings)) { GcsDestination gcsDestination = GcsDestination.newBuilder().setOutputUriPrefix(gcsDestinationOutputUriPrefix).build(); ExportModelRequest.OutputConfig outputConfig = ExportModelRequest.OutputConfig.newBuilder() .setArtifactDestination(gcsDestination) .setExportFormatId(exportFormat) .build(); ModelName name = ModelName.of(project, location, modelId); OperationFuture<ExportModelResponse, ExportModelOperationMetadata> response = client.exportModelAsync(name, outputConfig); // 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. ExportModelResponse exportModelResponse = response.get(); System.out.format("exportModelResponse: %s\n", exportModelResponse); } } } </code></pre></devsite-code> </div> </section> <section> <h3 id="aiplatform_export_model_video_action_recognition_sample-python_vertex_ai_sdk" track-metadata-position="aiplatform_export_model_video_action_recognition_sample" track-metadata-region-tag="aiplatform_export_model_video_action_recognition_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_export_model_video_action_recognition_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/snippets/model_service/export_model_video_action_recognition_sample.py/HEAD/aiplatform_export_model_video_action_recognition_sample" data-code-snippet="true" data-github-includecode-link="https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_video_action_recognition_sample.py" feedback-context="{"language": "python_vertex_ai_sdk", "region_tag": "aiplatform_export_model_video_action_recognition_sample", "snippet_file_url": "https://github.com/googleapis/python-aiplatform/blob/HEAD/samples/snippets/model_service/export_model_video_action_recognition_sample.py"}" feedback-product="1634365" feedback-bucket="cloud-ai" language="python_vertex_ai_sdk" data-github-path="googleapis/python-aiplatform/samples/snippets/model_service/export_model_video_action_recognition_sample.py" data-git-revision="HEAD" data-region-tag="aiplatform_export_model_video_action_recognition_sample" dir="ltr" is-upgraded syntax="Python"><code translate="no" dir="ltr">from google.cloud import aiplatform def export_model_video_action_recognition_sample( project: str, model_id: str, gcs_destination_output_uri_prefix: str, export_format: str, location: str = "us-central1", api_endpoint: str = "us-central1-aiplatform.googleapis.com", timeout: int = 300, ): # The AI Platform services require regional API endpoints. client_options = {"api_endpoint": api_endpoint} # Initialize client that will be used to create and send requests. # This client only needs to be created once, and can be reused for multiple requests. client = aiplatform.gapic.ModelServiceClient(client_options=client_options) gcs_destination = {"output_uri_prefix": gcs_destination_output_uri_prefix} output_config = { "artifact_destination": gcs_destination, "export_format_id": export_format, } name = client.model_path(project=project, location=location, model=model_id) response = client.export_model(name=name, output_config=output_config) print("Long running operation:", response.operation.name) print("output_info:", response.metadata.output_info) export_model_response = response.result(timeout=timeout) print("export_model_response:", export_model_response) </code></pre></devsite-code> </div> </section> </div> </section> <section> <h3 id="classification_2" data-text="Classification" tabindex="-1">Classification</h3> Trained AutoML Edge video classification models can only be exported in the saved model format. Select the tab below for your language or environment: <div id="sample-id-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="sample-id-console" track-metadata-position="sample-id" track-metadata-region-tag="sample-id" data-text="Console" tabindex="-1">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 version number of the AutoML Edge model you want to export to open its details page.</li> <li>Click Export.</li> <li>In the Export model side window, specify the location in Cloud Storage to store Edge model export output.</li> <li>Click Export.</li> <li>Click Done to close the Export model side window.</li> </ol> </section> <section> <h3 id="sample-id-drest" track-metadata-position="sample-id" track-metadata-region-tag="sample-id" data-text="REST" tabindex="-1">REST</h3> Before using any of the request data, make the following replacements: <ul> <li><var translate="no">LOCATION</var>: Region where the Model is stored. For example, <code translate="no" dir="ltr">us-central1</code>.</li> <li><var translate="no">MODEL_ID</var>: The ID number of the trained AutoML Edge model you are exporting.</li> <li><var translate="no">EXPORT_FORMAT</var>: The type of Edge model you are exporting. For video classification, the model option is: <ul> <li><code translate="no" dir="ltr">tf-saved-model</code> (Container) - Export your model as a TF Saved Model to run on a Docker container.</li> </ul> </li> <li><var translate="no">OUTPUT_BUCKET</var>: The path to the Cloud Storage bucket directory where you want to store your Edge model files.</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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export</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> { "outputConfig": { "exportFormatId": "<var translate="no">EXPORT_FORMAT</var>", "artifactDestination": { "outputUriPrefix": "gs://<var translate="no">OUTPUT_BUCKET</var>/" } } } </pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_4" 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 $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export"</pre></devsite-code></section> </section> <section > <h4 id="powershell_4" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$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_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The response contains information about specifications as well as the <var translate="no">OPERATION_ID</var>. <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</var>/models/<var translate="no">MODEL_ID</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-10-12T20:53:40.130785Z", "updateTime": "2020-10-12T20:53:40.130785Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } } </pre></devsite-code> </section> You can <a href="#get-oper">get the status</a> of the export operation to see when it finishes. </section> </div> </section> <section> <h3 id="object-tracking" data-text="Object tracking" tabindex="-1">Object tracking</h3> Trained AutoML Edge video object tracking models can be exported in the following formats: <ul> <li>TF Lite - Export your model as a TensorFlow Lite package to run your model on edge or mobile devices.</li> <li>Container - Export your model as a TensorFlow Saved Model to run on a Docker container.</li> </ul> Select the tab below for your language or environment: <div id="sample-id-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="sample-id-console" track-metadata-position="sample-id" track-metadata-region-tag="sample-id" data-text="Console" tabindex="-1">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 version number of the AutoML Edge model you want to export to open its details page.</li> <li>Click Export.</li> <li>In the Export model side window, specify the location in Cloud Storage to store Edge model export output.</li> <li>Click Export.</li> <li>Click Done to close the Export model side window.</li> </ol> </section> <section> <h3 id="sample-id-drest" track-metadata-position="sample-id" track-metadata-region-tag="sample-id" data-text="REST" tabindex="-1">REST</h3> Before using any of the request data, make the following replacements: <ul> <li><var translate="no">LOCATION</var>: Region where the Model is stored. For example, <code translate="no" dir="ltr">us-central1</code>.</li> <li><var translate="no">MODEL_ID</var>: The ID number of the trained AutoML Edge model you are exporting.</li> <li><var translate="no">EXPORT_FORMAT</var>: The type of Edge model you are exporting. For video object tracking models, the options are: <ul> <li><code translate="no" dir="ltr">tflite</code> (TF Lite) - Export your model as a TF Lite package to run your model on edge or mobile devices.</li> <li><code translate="no" dir="ltr">edgetpu-tflite</code> (Edge TPU TF Lite) - Export your model as a TF Lite package to run your model on Edge TPU devices.</li> <li><code translate="no" dir="ltr">tf-saved-model</code> (Container) - Export your model as a TF Saved Model to run on a Docker container.</li> </ul> </li> <li><var translate="no">OUTPUT_BUCKET</var>: The path to the Cloud Storage bucket directory where you want to store your Edge model files.</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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export</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> { "outputConfig": { "exportFormatId": "<var translate="no">EXPORT_FORMAT</var>", "artifactDestination": { "outputUriPrefix": "gs://<var translate="no">OUTPUT_BUCKET</var>/" } } } </pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_5" 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 $(gcloud auth print-access-token)" \ -H "Content-Type: application/json; charset=utf-8" \ -d @request.json \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export"</pre></devsite-code></section> </section> <section > <h4 id="powershell_5" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Save the request body in a file named <code translate="no" dir="ltr">request.json</code>, and execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$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_NUMBER</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>:export" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> The response contains information about specifications as well as the <var translate="no">OPERATION_ID</var>. <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</var>/models/<var translate="no">MODEL_ID</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-10-12T20:53:40.130785Z", "updateTime": "2020-10-12T20:53:40.130785Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } } </pre></devsite-code> </section> You can <a href="#get-oper">get the status</a> of the export operation to see when it finishes. </section> </div> </section> </div> </section> </devsite-selector> </div> <h2 id="get-oper" data-text="Get status of the operation" tabindex="-1">Get status of the operation</h2> <div> <devsite-selector> <section> <h3 tab-label="" id="image_1" data-text="Image" tabindex="-1">Image</h3> Use the following code to get the status of the export operation. This code is the same for all objectives: <div id="get-operation-example-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="get-operation-example-drest" track-metadata-position="get-operation-example" track-metadata-region-tag="get-operation-example" data-text="REST" tabindex="-1">REST</h3> Before using any of the request data, make the following replacements: <ul> <li><var translate="no">LOCATION</var>: Your project's location.</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">OPERATION_ID</var>:The ID of the target operation. This ID is typically contained in the response to the original request.</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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var></pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_6" 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> 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 $(gcloud auth print-access-token)" \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var>"</pre></devsite-code></section> </section> <section > <h4 id="powershell_6" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method GET ` -Headers $headers ` -Uri "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var>" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> You should see output similar to the following for a completed operation: <section> <div></div><devsite-code><pre class="readonly" data-label="sample response" translate="no" dir="ltr" is-upgraded> { "name": "projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/models/<var translate="no">MODEL_ID</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-10-12T20:53:40.130785Z", "updateTime": "2020-10-12T20:53:40.793983Z" }, "outputInfo": { "artifactOutputUri": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } }, "done": true, "response": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelResponse" } } </pre></devsite-code> </section> </section> </div> </section> <section> <h3 id="video_1" data-text="Video" tabindex="-1">Video</h3> <div id="get-operation-example-code-sample" class="ds-selector-tabs" data-ds-scope="code-sample"> <section> <h3 id="get-operation-example-drest" track-metadata-position="get-operation-example" track-metadata-region-tag="get-operation-example" data-text="REST" tabindex="-1">REST</h3> Before using any of the request data, make the following replacements: <ul> <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> <li><var translate="no">LOCATION</var>: Region where the Model is stored. For example, <code translate="no" dir="ltr">us-central1</code>.</li> <li><var translate="no">OPERATION_ID</var>: ID of your operations.</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</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var></pre></devsite-code> </section> To send your request, choose one of these options:<div class="ds-selector-tabs"> <section > <h4 id="curl_7" 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> 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 $(gcloud auth print-access-token)" \ "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var>"</pre></devsite-code></section> </section> <section > <h4 id="powershell_7" data-text="PowerShell" tabindex="-1">PowerShell</h4> <aside class="note">Note: The following command assumes that you have logged in to the <code translate="no" dir="ltr">gcloud</code> CLI with your user account by running <a href="/sdk/gcloud/reference/init"><code translate="no" dir="ltr">gcloud init</code></a> or <a href="/sdk/gcloud/reference/auth/login"><code translate="no" dir="ltr">gcloud auth login</code></a> . You can check the currently active account by running <a href="/sdk/gcloud/reference/auth/list"><code translate="no" dir="ltr">gcloud auth list</code></a>. </aside> Execute the following command: <section><div></div><devsite-code><pre class="devsite-click-to-copy" data-label="PowerShell command" translate="no" dir="ltr" is-upgraded>$cred = gcloud auth print-access-token $headers = @{ "Authorization" = "Bearer $cred" } Invoke-WebRequest ` -Method GET ` -Headers $headers ` -Uri "https://<var translate="no">LOCATION</var>-aiplatform.googleapis.com/v1/projects/<var translate="no">PROJECT</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var>" | Select-Object -Expand Content</pre></devsite-code></section> </section> </div> You should receive a JSON response similar to the following: <section class="expandable"><h4 class="showalways" id="response_4" data-text="Response" tabindex="-1">Response</h4> <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</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-07-16T20:06:33.679353Z", "updateTime": "2020-07-16T20:06:33.679353Z" }, "outputInfo": { "gcsOutputDirectory": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } "done": false } Or, for completed operations: { "name": "projects/<var translate="no">PROJECT_NUMBER</var>/locations/<var translate="no">LOCATION</var>/operations/<var translate="no">OPERATION_ID</var>", "metadata": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelOperationMetadata", "genericMetadata": { "createTime": "2020-07-16T20:06:33.679353Z", "updateTime": "2020-07-16T20:06:33.679353Z" }, "outputInfo": { "gcsOutputDirectory": "gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/<var translate="no">EXPORT_FORMAT</var>/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>" } } "done": true "response": { "@type": "type.googleapis.com/google.cloud.aiplatform.v1.ExportModelResponse" } } </pre></devsite-code> </section> </section> </div> </section> </devsite-selector> </div> <h2 id="output-files" data-text="Output files" tabindex="-1">Output files</h2> <div> <devsite-selector> <section> <h3 tab-label="" id="image_2" data-text="Image" tabindex="-1">Image</h3> Select the tab below for your model format: <div class="ds-selector-tabs"><section> <h3 id="tf-lite" data-text="TF Lite" tabindex="-1">TF Lite</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/tflite/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">model.tflite</code>: A file containing a version of the model that is ready to be used with TensorFlow Lite.</li> </ol> <aside class="key-point">Key point: Unlike previous export behavior in AutoML Vision, exporting this format in Vertex AI does not produce a label file (<code translate="no" dir="ltr">dict.txt</code>) as one of the output files. This information is now included in the <code translate="no" dir="ltr">.tflite</code> file itself. For information about extracting this information, see the following TensorFlow documentation: <ul> <li><a href="https://ai.google.dev/edge/litert/inference_with_metadata/overview" class="external" target="_blank">TensorFlow Lite inference with metadata</a> </li> <li><a href="https://ai.google.dev/edge/litert/inference_with_metadata/codegen" class="external" target="_blank">Generate model interfaces with TensorFlow Lite code generator</a> </li> <li><a href="https://ai.google.dev/edge/litert/models/metadata" class="external" target="_blank">Adding metadata to TensorFlow Lite models</a> </li> </ul> </aside> </section><section> <h3 class="two-line-tab" tab-label="TF Lite" id="edge-tpu" data-text="Edge TPU" tabindex="-1">Edge TPU</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/edgetpu-tflite/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">edgetpu_model.tflite</code>: A file containing a version of the model for TensorFlow Lite, passed through the Edge TPU compiler to be compatible with the Edge TPU. </li> </ol> <aside class="key-point">Key point: Unlike previous export behavior in AutoML Vision, exporting this format in Vertex AI does not produce a label file (<code translate="no" dir="ltr">dict.txt</code>) as one of the output files. This information is now included in the <code translate="no" dir="ltr">.tflite</code> file itself. For information about extracting this information, see the following TensorFlow documentation: <ul> <li><a href="https://ai.google.dev/edge/litert/inference_with_metadata/overview" class="external" target="_blank">TensorFlow Lite inference with metadata</a> </li> <li><a href="https://ai.google.dev/edge/litert/inference_with_metadata/codegen" class="external" target="_blank">Generate model interfaces with TensorFlow Lite code generator</a> </li> <li><a href="https://ai.google.dev/edge/litert/models/metadata" class="external" target="_blank">Adding metadata to TensorFlow Lite models</a> </li> </ul> </aside> </section><section> <h3 id="container" data-text="Container" tabindex="-1">Container</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/tf-saved-model/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">saved_model.pb</code>: A protocol buffer file containing the graph definition and the weights of the model.</li> </ol> </section><section> <h3 id="core-ml" data-text="Core ML" tabindex="-1">Core ML</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/core-ml/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">dict.txt</code>: A label file. Each line in the label file <code translate="no" dir="ltr">dict.txt</code> represents a label of the predictions returned by the model, in the same order they were requested. Sample <code translate="no" dir="ltr">dict.txt</code> <div></div><devsite-code><pre class="devsite click-to-copy" translate="no" dir="ltr" is-upgraded> roses daisy tulips dandelion sunflowers </pre></devsite-code> </li> <li><code translate="no" dir="ltr">model.mlmodel</code>: A file specifying a Core ML model.</li> </ol> </section><section> <h3 id="tensorflow.js" data-text="Tensorflow.js" tabindex="-1">Tensorflow.js</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/tf-js/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">dict.txt</code>: A label file. Each line in the label file <code translate="no" dir="ltr">dict.txt</code> represents a label of the predictions returned by the model, in the same order they were requested. Sample <code translate="no" dir="ltr">dict.txt</code> <div></div><devsite-code><pre class="devsite click-to-copy" translate="no" dir="ltr" is-upgraded> roses daisy tulips dandelion sunflowers </pre></devsite-code> </li> <li><code translate="no" dir="ltr">group1-shard1of3.bin</code>: A binary file.</li> <li><code translate="no" dir="ltr">group1-shard2of3.bin</code>: A binary file.</li> <li><code translate="no" dir="ltr">group1-shard3of3.bin</code>: A binary file.</li> <li><code translate="no" dir="ltr">model.json</code>: A JSON file representation of a model. Sample <code translate="no" dir="ltr">model.json</code> (shortened for clarity) <div></div><devsite-code><pre class="devsite click-to-copy" translate="no" dir="ltr" is-upgraded>{ "format": "graph-model", "generatedBy": "2.4.0", "convertedBy": "TensorFlow.js Converter v1.7.0", "userDefinedMetadata": { "signature": { "inputs": { "image:0": { "name": "image:0", "dtype": "DT_FLOAT", "tensorShape": { "dim": [ { "size": "1" }, { "size": "224" }, { "size": "224" }, { "size": "3" } ] } } }, "outputs": { "scores:0": { "name": "scores:0", "dtype": "DT_FLOAT", "tensorShape": { "dim": [ { "size": "1" }, { "size": "5" } ] } } } } }, "modelTopology": { "node": [ { "name": "image", "op": "Placeholder", "attr": { "dtype": { "type": "DT_FLOAT" }, "shape": { "shape": { "dim": [ { "size": "1" }, { "size": "224" }, { "size": "224" }, { "size": "3" } ] } } } }, { "name": "mnas_v4_a_1/feature_network/feature_extractor/Mean/reduction_indices", "op": "Const", "attr": { "value": { "tensor": { "dtype": "DT_INT32", "tensorShape": { "dim": [ { "size": "2" } ] } } }, "dtype": { "type": "DT_INT32" } } }, ... { "name": "scores", "op": "Identity", "input": [ "Softmax" ], "attr": { "T": { "type": "DT_FLOAT" } } } ], "library": {}, "versions": {} }, "weightsManifest": [ { "paths": [ "group1-shard1of3.bin", "group1-shard2of3.bin", "group1-shard3of3.bin" ], "weights": [ { "name": "mnas_v4_a_1/feature_network/feature_extractor/Mean/reduction_indices", "shape": [ 2 ], "dtype": "int32" }, { "name": "mnas_v4_a/output/fc/tf_layer/kernel", "shape": [ 1280, 5 ], "dtype": "float32" }, ... { "name": "mnas_v4_a_1/feature_network/lead_cell_17/op_0/conv2d_0/Conv2D_weights", "shape": [ 1, 1, 320, 1280 ], "dtype": "float32" }, { "name": "mnas_v4_a_1/feature_network/cell_14/op_0/expand_0/Conv2D_bn_offset", "shape": [ 1152 ], "dtype": "float32" } ] } ] }</pre></devsite-code> </li> </ol> </section> </div> </section> <section> <h3 id="video_2" data-text="Video" tabindex="-1">Video</h3> Select the tab below for your model format: <div class="ds-selector-tabs"><section> <h3 class="two-line-tab" tab-label="" id="tf-lite_1" data-text="TF Lite" tabindex="-1">TF Lite</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/tflite/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">model.tflite</code>: A file containing a version of the model that is ready to be used with TensorFlow Lite.</li> <li><code translate="no" dir="ltr">frozen_inference_graph.pb</code>: A serialized protocol buffer file containing the graph definition and the weights of the model.</li> <li><code translate="no" dir="ltr">label_map.pbtxt</code> : A label map file that maps each of the used labels to an integer value.</li> </ol> </section><section> <h3 class="two-line-tab" tab-label="TF Lite" id="edge-tpu_1" data-text="Edge TPU" tabindex="-1">Edge TPU</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/edgetpu-tflite/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">edgetpu_model.tflite</code>: A file containing a version of the model for TensorFlow Lite, passed through the Edge TPU compiler to be compatible with the Edge TPU. </li> <li><code translate="no" dir="ltr">label_map.pbtxt</code>: A label map file that maps each of the used labels to an integer value.</li> </ol> </section><section> <h3 class="two-line-tab" tab-label="TF Lite" id="container_1" data-text="Container" tabindex="-1">Container</h3> The <code translate="no" dir="ltr">OUTPUT_BUCKET</code> you specified in the request determines where the output files are stored. The directory format where the output files are stored follows the format: <ul> <li>gs://<var translate="no">OUTPUT_BUCKET</var>/model-<var translate="no">MODEL_ID</var>/tf-saved-model/<var translate="no">YYYY-MM-DDThh:mm:ss.sssZ</var>/ </ul> Files: <ol> <li><code translate="no" dir="ltr">frozen_inference_graph.pb</code>: A serialized protocol buffer file containing the graph definition and the weights of the model.</li> <li><code translate="no" dir="ltr">label_map.pbtxt</code>: A label map file that maps each of the used labels to an integer value.</li> <li><code translate="no" dir="ltr">saved_model/saved_model.pb</code>: The file stores the actual TensorFlow program, or model, and a set of named signatures, each identifying a function that accepts tensor inputs and produces tensor outputs.</li> <li><code translate="no" dir="ltr">saved_model/variables/</code>: The variables directory contains a standard training checkpoint. </li> </ol> </section> </div> </section> </devsite-selector> </div> <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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