Train and use your own models | Vertex AI

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tooltip>Install the Vertex AI SDK for Python</span></a></li> <li class="devsite-nav-item"><a href="/vertex-ai/docs/start/training-methods" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/start/training-methods" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/start/training-methods" ><span class="devsite-nav-text" tooltip>Choose a training method</span></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"> <span class="devsite-nav-text" tooltip>Try a tutorial</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials" ><span class="devsite-nav-text" tooltip>Tutorials overview</span></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"> <span class="devsite-nav-text" tooltip>AutoML tutorials</span> </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"> <span class="devsite-nav-text" tooltip>Hello image data</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/overview" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/tutorials/image-classification-automl/dataset" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/tutorials/image-classification-automl/dataset" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/tutorials/image-classification-automl/dataset" ><span class="devsite-nav-text" tooltip>Create a dataset and import images</span></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" ><span class="devsite-nav-text" tooltip>Train an AutoML image classification model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate and analyze model performance</span></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" ><span class="devsite-nav-text" tooltip>Deploy a model to an endpoint and make a prediction</span></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" ><span class="devsite-nav-text" tooltip>Clean up your project</span></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"> <span class="devsite-nav-text" tooltip>Hello tabular data</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></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" ><span class="devsite-nav-text" tooltip>Create a dataset and train an AutoML classification model</span></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" ><span class="devsite-nav-text" tooltip>Deploy a model and request a prediction</span></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" ><span class="devsite-nav-text" tooltip>Clean up your project</span></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"> <span class="devsite-nav-text" tooltip>Hello text data</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></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" ><span class="devsite-nav-text" tooltip>Create a dataset and import documents</span></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" ><span class="devsite-nav-text" tooltip>Train an AutoML text classification model</span></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" ><span class="devsite-nav-text" tooltip>Deploy a model to an endpoint and make a prediction</span></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" ><span class="devsite-nav-text" tooltip>Clean up your project</span></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"> <span class="devsite-nav-text" tooltip>Hello video data</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></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" ><span class="devsite-nav-text" tooltip>Create a dataset and import videos</span></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" ><span class="devsite-nav-text" tooltip>Train an AutoML video classification model</span></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" ><span class="devsite-nav-text" tooltip>Deploy a model to make a batch prediction</span></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" ><span class="devsite-nav-text" tooltip>Clean up your project</span></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"> <span class="devsite-nav-text" tooltip>Custom training tutorials</span> </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" ><span class="devsite-nav-text" tooltip>Train a custom tabular model</span></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"> <span class="devsite-nav-text" tooltip>Train a TensorFlow Keras image classification model</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Set up your project and environment</span></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" ><span class="devsite-nav-text" tooltip>Train a custom image classification model</span></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" ><span class="devsite-nav-text" tooltip>Serve predictions from a custom image classification model</span></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" ><span class="devsite-nav-text" tooltip>Clean up your project</span></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" ><span class="devsite-nav-text" tooltip>Fine-tune an image classification model with custom data</span></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" ><span class="devsite-nav-text" tooltip>Custom training Jupyter notebook tutorials</span></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" ><span class="devsite-nav-text" tooltip>Use Terraform to create a user-managed notebooks instance</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Use Generative AI and LLMs</span> </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" ><span class="devsite-nav-text" tooltip>About Generative AI</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Gemini for AutoML text users</span></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" ><span class="devsite-nav-text" tooltip>Migrate from AutoML text to Gemini</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Use Vertex AI development tools</span> </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" ><span class="devsite-nav-text" tooltip>Development tools overview</span></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"> <span class="devsite-nav-text" tooltip>Use the Vertex AI SDK</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a 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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" ><span class="devsite-nav-text" tooltip>Vertex AI SDK classes overview</span></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" ><span class="devsite-nav-text" tooltip>Data classes</span></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" ><span class="devsite-nav-text" tooltip>Training classes</span></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" ><span class="devsite-nav-text" tooltip>Model classes</span></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" ><span class="devsite-nav-text" tooltip>Prediction classes</span></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" ><span class="devsite-nav-text" tooltip>Tracking classes</span></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"> <span class="devsite-nav-text" tooltip>Use Vertex AI in notebooks</span> </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" ><span class="devsite-nav-text" tooltip>Choose a notebook solution</span></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"> <span class="devsite-nav-text" tooltip>Colab Enterprise</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Get started</span> </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: 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tooltip>Manage runtimes and runtime templates</span> </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" ><span class="devsite-nav-text" tooltip>Create a runtime template</span></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" ><span class="devsite-nav-text" tooltip>Create a runtime</span></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"> <span class="devsite-nav-text" tooltip>Vertex AI Workbench</span> </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" ><span class="devsite-nav-text" tooltip>Introduction</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI Workbench notebook tutorials</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Instances</span> </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" ><span class="devsite-nav-text" tooltip>Introduction to instances</span></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"> <span class="devsite-nav-text" tooltip>Get started</span> </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" ><span class="devsite-nav-text" tooltip>Create an instance by using the Console</span></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" ><span class="devsite-nav-text" tooltip>Schedule a notebook run</span></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"> <span class="devsite-nav-text" tooltip>Set up an instance</span> </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" ><span class="devsite-nav-text" tooltip>Create an instance</span></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" ><span class="devsite-nav-text" tooltip>Create a specific version of an instance</span></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" ><span class="devsite-nav-text" tooltip>Create an instance with user credential access</span></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" ><span class="devsite-nav-text" tooltip>Add a conda environment</span></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" ><span class="devsite-nav-text" tooltip>Idle shutdown</span></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" ><span class="devsite-nav-text" tooltip>Create an instance using a custom container</span></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" ><span class="devsite-nav-text" tooltip>Create a Dataproc-enabled instance</span></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" ><span class="devsite-nav-text" tooltip>Create an instance with third party credentials</span></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" ><span class="devsite-nav-text" tooltip>Manage features through metadata</span></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" ><span class="devsite-nav-text" tooltip>Use reservations</span><span class="devsite-nav-icon material-icons" data-icon="limited" data-title="Limited Access" aria-hidden="true"></span></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"> <span class="devsite-nav-text" tooltip>Connect to data</span> </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" ><span class="devsite-nav-text" tooltip>Query data in BigQuery from within JupyterLab</span></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" ><span class="devsite-nav-text" tooltip>Access Cloud Storage buckets and files in JupyterLab</span></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"> <span class="devsite-nav-text" tooltip>Explore and visualize data</span> </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" ><span class="devsite-nav-text" tooltip>Explore and visualize data in BigQuery</span></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"> <span class="devsite-nav-text" tooltip>Maintain</span> </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" ><span class="devsite-nav-text" tooltip>Manage your conda environment</span></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" ><span class="devsite-nav-text" tooltip>Save a notebook to GitHub</span></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" ><span class="devsite-nav-text" tooltip>Back up and restore an instance</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Shut down an instance</span></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" ><span class="devsite-nav-text" tooltip>Upgrade the environment of an instance</span></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" ><span class="devsite-nav-text" tooltip>Access JupyterLab by using SSH</span></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" ><span class="devsite-nav-text" tooltip>Migrate data to a new instance</span></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" ><span class="devsite-nav-text" tooltip>Change machine type and configure GPUs</span></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"> <span class="devsite-nav-text" tooltip>Monitor</span> </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" ><span class="devsite-nav-text" tooltip>Monitor health status</span></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"> <span class="devsite-nav-text" tooltip>Control access</span> </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" ><span class="devsite-nav-text" tooltip>Access control</span></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" ><span class="devsite-nav-text" tooltip>Manage access to an instance</span></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" ><span class="devsite-nav-text" tooltip>Manage access to an instance's JupyterLab interface</span></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" ><span class="devsite-nav-text" tooltip>Use customer-managed encryption keys</span></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" ><span class="devsite-nav-text" tooltip>Use an instance within a service perimeter</span></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" ><span class="devsite-nav-text" tooltip>Troubleshoot Vertex AI Workbench instances</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI Workbench release notes</span></a></li><li class="devsite-nav-item devsite-nav-heading devsite-nav-deprecated"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Managed notebooks</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Introduction to managed notebooks</span></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"> <span class="devsite-nav-text" tooltip>Get started</span> </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" ><span class="devsite-nav-text" tooltip>Create a managed notebooks instance by using the Cloud console</span></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" ><span class="devsite-nav-text" tooltip>Schedule a managed notebooks run</span></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"> <span class="devsite-nav-text" tooltip>Set up a managed notebooks instance</span> </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" ><span class="devsite-nav-text" tooltip>Create a managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Create an instance with a custom container</span></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" ><span class="devsite-nav-text" tooltip>Run a managed notebooks instance on a Dataproc cluster</span></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" ><span class="devsite-nav-text" tooltip>Use Dataproc Serverless Spark with managed notebooks</span></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" ><span class="devsite-nav-text" tooltip>Idle shutdown</span></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" ><span class="devsite-nav-text" tooltip>Managed notebooks versions</span></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"> <span class="devsite-nav-text" tooltip>Connect to data</span> </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" ><span class="devsite-nav-text" tooltip>Query data in BigQuery from within JupyterLab</span></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" ><span class="devsite-nav-text" tooltip>Access Cloud Storage buckets and files in JupyterLab</span></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"> <span class="devsite-nav-text" tooltip>Explore and visualize data</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Explore and visualize data in BigQuery</span></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"> <span class="devsite-nav-text" tooltip>Develop a model</span> </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" ><span class="devsite-nav-text" tooltip>Model development in a managed notebooks instance</span></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"> <span class="devsite-nav-text" tooltip>Deploy</span> </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" ><span class="devsite-nav-text" tooltip>Run notebook files with the executor</span></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" ><span class="devsite-nav-text" tooltip>Run notebook executions with parameters</span></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"> <span class="devsite-nav-text" tooltip>Maintain</span> </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" ><span class="devsite-nav-text" tooltip>Migrate to a Vertex AI Workbench instance</span></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" ><span class="devsite-nav-text" tooltip>Save a notebook to GitHub</span></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" ><span class="devsite-nav-text" tooltip>Change machine type and configure GPUs of a managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Upgrade the environment of a managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Migrate data to a new managed notebooks instance</span></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"> <span class="devsite-nav-text" tooltip>Monitor</span> </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" ><span class="devsite-nav-text" tooltip>Audit logging</span></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"> <span class="devsite-nav-text" tooltip>Control access</span> </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" ><span class="devsite-nav-text" tooltip>Access control</span></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" ><span class="devsite-nav-text" tooltip>Manage access to an instance</span></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" ><span class="devsite-nav-text" tooltip>Manage access to an instance's JupyterLab interface</span></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" ><span class="devsite-nav-text" tooltip>Use customer-managed encryption keys</span></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" ><span class="devsite-nav-text" tooltip>Set up a network</span></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" ><span class="devsite-nav-text" tooltip>Use a managed notebooks instance within a service perimeter</span></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" ><span class="devsite-nav-text" tooltip>Troubleshoot managed notebooks</span></a></li><li class="devsite-nav-item devsite-nav-heading devsite-nav-deprecated"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>User-managed notebooks</span><span class="devsite-nav-icon material-icons" data-icon="deprecated" data-title="Deprecated" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Introduction to user-managed notebooks</span></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"> <span class="devsite-nav-text" tooltip>Get started</span> </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" ><span class="devsite-nav-text" tooltip>Create a user-managed notebooks instance by using the Cloud console</span></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"> <span class="devsite-nav-text" tooltip>Set up a user-managed notebooks instance</span> </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" ><span class="devsite-nav-text" tooltip>Create a user-managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Create a specific version of an instance</span></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" ><span class="devsite-nav-text" tooltip>Create instance after end of patch and support date</span></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" ><span class="devsite-nav-text" tooltip>Install dependencies</span></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" ><span class="devsite-nav-text" tooltip>Choose a virtual machine image</span></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" ><span class="devsite-nav-text" tooltip>Create an instance with a custom container</span></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"> <span class="devsite-nav-text" tooltip>Explore data</span> </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" ><span class="devsite-nav-text" tooltip>Data science with R on Google Cloud: Exploratory data analysis tutorial</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></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"> <span class="devsite-nav-text" tooltip>Monitor</span> </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" ><span class="devsite-nav-text" tooltip>Monitor health status</span></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" ><span class="devsite-nav-text" tooltip>Audit logging</span></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"> <span class="devsite-nav-text" tooltip>Control access</span> </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" ><span class="devsite-nav-text" tooltip>Access control</span></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" ><span class="devsite-nav-text" tooltip>Manage access to an instance</span></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" ><span class="devsite-nav-text" tooltip>Manage access to an instance's JupyterLab interface</span></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" ><span class="devsite-nav-text" tooltip>Customer-managed encryption keys</span></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" ><span class="devsite-nav-text" tooltip>Use a user-managed notebooks instance within a service perimeter</span></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" ><span class="devsite-nav-text" tooltip>Use a shielded virtual machine with user-managed notebooks</span></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" ><span class="devsite-nav-text" tooltip>Tutorial: Create a notebooks instance in a VPC network</span></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"> <span class="devsite-nav-text" tooltip>Maintain</span> </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" ><span class="devsite-nav-text" tooltip>Migrate to a Vertex AI Workbench instance</span></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" ><span class="devsite-nav-text" tooltip>Save a notebook to GitHub</span></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" ><span class="devsite-nav-text" tooltip>Back up your data by using a snapshot</span></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" ><span class="devsite-nav-text" tooltip>Shut down a user-managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Change machine type and configure GPUs of a user-managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Upgrade the environment of a user-managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Migrate data to a new user-managed notebooks instance</span></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" ><span class="devsite-nav-text" tooltip>Register a legacy instance with Notebooks API</span></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" ><span class="devsite-nav-text" tooltip>Access JupyterLab by using SSH</span></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" ><span class="devsite-nav-text" tooltip>Troubleshoot user-managed notebooks</span></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" ><span class="devsite-nav-text" tooltip>Terraform support for Vertex AI</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Develop and use ML models</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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"> <span class="devsite-nav-text" tooltip>Image data</span> </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"> <span class="devsite-nav-text" tooltip>Classification</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Object detection</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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" ><span class="devsite-nav-text" tooltip>Encode image data using Base64</span></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" ><span class="devsite-nav-text" tooltip>Export an AutoML Edge model</span></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"> <span class="devsite-nav-text" tooltip>Tabular data</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Introduction to tabular data</span></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"> <span class="devsite-nav-text" tooltip>Tabular Workflows</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Feature engineering</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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"> <span class="devsite-nav-text" tooltip>End-to-End AutoML</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Train a model</span></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" ><span class="devsite-nav-text" tooltip>Get online predictions</span></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" ><span class="devsite-nav-text" tooltip>Get batch predictions</span></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"> <span class="devsite-nav-text" tooltip>TabNet</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Train a model</span></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" ><span class="devsite-nav-text" tooltip>Get online predictions</span></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" ><span class="devsite-nav-text" tooltip>Get batch predictions</span></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"> <span class="devsite-nav-text" tooltip>Wide & Deep</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Train a model</span></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" ><span class="devsite-nav-text" tooltip>Get online predictions</span></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" ><span class="devsite-nav-text" tooltip>Get batch predictions</span></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"> <span class="devsite-nav-text" tooltip>Forecasting</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Train a model</span></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" ><span class="devsite-nav-text" tooltip>Get online predictions</span></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" ><span class="devsite-nav-text" tooltip>Get batch predictions</span></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: 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track-metadata-eventdetail="/vertex-ai/docs/tabular-data/classification-regression/overview" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Quickstart: AutoML Classification (Cloud Console)</span></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" ><span class="devsite-nav-text" tooltip>Prepare training data</span></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" ><span class="devsite-nav-text" tooltip>Create a dataset</span></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" ><span class="devsite-nav-text" tooltip>Train a model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>View model architecture</span></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" ><span class="devsite-nav-text" tooltip>Get online predictions</span></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" ><span class="devsite-nav-text" tooltip>Get batch predictions</span></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" ><span class="devsite-nav-text" tooltip>Export model</span></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"> <span class="devsite-nav-text" tooltip>Perform forecasting with AutoML</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Prepare training data</span></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" ><span class="devsite-nav-text" tooltip>Create a dataset</span></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" ><span class="devsite-nav-text" tooltip>Train a model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Hierarchical forecasting</span></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" ><span class="devsite-nav-text" tooltip>Perform forecasting with ARIMA+</span></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" ><span class="devsite-nav-text" tooltip>Perform forecasting with Prophet</span></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" ><span class="devsite-nav-text" tooltip>Perform entity reconciliation</span><span class="devsite-nav-icon material-icons" data-icon="external" data-title="External" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Feature attributions for classification and regression</span></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" ><span class="devsite-nav-text" tooltip>Feature attributions for forecasting</span></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" ><span class="devsite-nav-text" tooltip>Data types and transformations for tabular AutoML data</span></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" ><span class="devsite-nav-text" tooltip>Training parameters for forecasting</span></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" ><span class="devsite-nav-text" tooltip>Data splits for tabular data</span></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" ><span class="devsite-nav-text" tooltip>Best practices for creating tabular training data</span></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" ><span class="devsite-nav-text" tooltip>Forecast with Timeseries Insights</span></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"> <span class="devsite-nav-text" tooltip>Text data</span> </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"> <span class="devsite-nav-text" tooltip>Classification</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Entity extraction</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Sentiment analysis</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Video data</span> </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"> <span class="devsite-nav-text" tooltip>Action recognition</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Classification</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Object tracking</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data</span></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" ><span class="devsite-nav-text" tooltip>Create dataset</span></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" ><span class="devsite-nav-text" tooltip>Train model</span></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" ><span class="devsite-nav-text" tooltip>Evaluate model</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Interpret results</span></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"> <span class="devsite-nav-text" tooltip>Train an AutoML Edge model</span> </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" ><span class="devsite-nav-text" tooltip>Using the Console</span></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" ><span class="devsite-nav-text" tooltip>Using the API</span></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"> <span class="devsite-nav-text" tooltip>Custom training</span> </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" ><span class="devsite-nav-text" tooltip>Overview of custom training</span></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"> <span class="devsite-nav-text" tooltip>Load and prepare data</span> </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" ><span class="devsite-nav-text" tooltip>Use Cloud Storage as a mounted file system</span></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" ><span class="devsite-nav-text" tooltip>Mount an NFS share for custom training</span></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" ><span class="devsite-nav-text" tooltip>Use managed datasets</span></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"> <span class="devsite-nav-text" tooltip>Prepare training application</span> </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" ><span class="devsite-nav-text" tooltip>Understand the custom training service</span></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" ><span class="devsite-nav-text" tooltip>Prepare training code</span></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"> <span class="devsite-nav-text" tooltip>Use prebuilt containers</span> </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" ><span class="devsite-nav-text" tooltip>Create a Python training application for a prebuilt container</span></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" ><span class="devsite-nav-text" tooltip>Prebuilt containers for custom training</span></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"> <span class="devsite-nav-text" tooltip>Use custom containers</span> </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" ><span class="devsite-nav-text" tooltip>Custom containers for training</span></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" ><span class="devsite-nav-text" tooltip>Create a custom container</span></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" ><span class="devsite-nav-text" tooltip>Containerize and run training code locally</span></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" ><span class="devsite-nav-text" tooltip>Use Deep Learning VM Images and Containers</span></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"> <span class="devsite-nav-text" tooltip>Train on a persistent resource</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Create persistent resource</span></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" ><span class="devsite-nav-text" tooltip>Run training jobs on a persistent resource</span></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" ><span class="devsite-nav-text" tooltip>Get persistent resource information</span></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" ><span class="devsite-nav-text" tooltip>Reboot a persistent resource</span></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" ><span class="devsite-nav-text" tooltip>Delete a persistent resource</span></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"> <span class="devsite-nav-text" tooltip>Configure training job</span> </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" ><span class="devsite-nav-text" tooltip>Choose a custom training method</span></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" ><span class="devsite-nav-text" tooltip>Configure container settings for training</span></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" ><span class="devsite-nav-text" tooltip>Configure compute resources for training</span></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" ><span class="devsite-nav-text" tooltip>Use reservations with training</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Use Spot VMs with training</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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"> <span class="devsite-nav-text" tooltip>Submit training job</span> </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" ><span class="devsite-nav-text" tooltip>Create custom jobs</span></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"> <span class="devsite-nav-text" tooltip>Hyperparameter tuning</span> </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" ><span class="devsite-nav-text" tooltip>Hyperparameter tuning overview</span></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" ><span class="devsite-nav-text" tooltip>Use hyperparameter tuning</span></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" ><span class="devsite-nav-text" tooltip>Create training pipelines</span></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" ><span class="devsite-nav-text" tooltip>Schedule jobs based on resource availability</span></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" ><span class="devsite-nav-text" tooltip>Use distributed training</span></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" ><span class="devsite-nav-text" tooltip>Training with Cloud TPU VMs</span></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" ><span class="devsite-nav-text" tooltip>Use private IP for custom training</span></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" ><span class="devsite-nav-text" tooltip>Use Private Service Connect interface for training</span></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"> <span class="devsite-nav-text" tooltip>Perform Neural Architecture Search</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Set up environment</span></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" ><span class="devsite-nav-text" tooltip>Beginner tutorials</span></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" ><span class="devsite-nav-text" tooltip>Best practices and workflow</span></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" ><span class="devsite-nav-text" tooltip>Proxy task design</span></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" ><span class="devsite-nav-text" tooltip>Optimize training speed for PyTorch</span></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" ><span class="devsite-nav-text" tooltip>Use prebuilt training containers and search spaces</span></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"> <span class="devsite-nav-text" tooltip>Monitor and debug</span> </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" ><span class="devsite-nav-text" tooltip>Monitor and debug training using an interactive shell</span></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" ><span class="devsite-nav-text" tooltip>Profile model training performance</span></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"> <span class="devsite-nav-text" tooltip>Optimize using Vertex AI Vizier</span> </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" ><span class="devsite-nav-text" tooltip>Overview of Vertex AI Vizier</span></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" ><span class="devsite-nav-text" tooltip>Create Vertex AI Vizier studies</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI Vizier notebook tutorials</span></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" ><span class="devsite-nav-text" tooltip>Get predictions</span></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" ><span class="devsite-nav-text" tooltip>Tutorial: Build a pipeline for continuous training</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Migrate to Vertex AI</span> </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" ><span class="devsite-nav-text" tooltip>Vertex AI for AI Platform users</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI for legacy AutoML users</span></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" ><span class="devsite-nav-text" tooltip>Migrate from AI Platform and legacy AutoML</span></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" ><span class="devsite-nav-text" tooltip>Migrate your applications to Vertex AI</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Create and manage datasets</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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" ><span class="devsite-nav-text" tooltip>Data splits for AutoML models</span></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" ><span class="devsite-nav-text" tooltip>Create an annotation set</span></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" ><span class="devsite-nav-text" tooltip>Delete an annotation set</span></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" ><span class="devsite-nav-text" tooltip>Add labels (console)</span></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" ><span class="devsite-nav-text" tooltip>Export metadata and annotations from a dataset</span></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: 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tooltip>Get predictions</span> </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" ><span class="devsite-nav-text" tooltip>Overview</span></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"> <span class="devsite-nav-text" tooltip>Configure models for prediction</span> </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" ><span class="devsite-nav-text" tooltip>Export model artifacts for prediction</span></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" ><span class="devsite-nav-text" tooltip>Prebuilt containers for prediction</span></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" ><span class="devsite-nav-text" tooltip>Custom container requirements for prediction</span></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" ><span class="devsite-nav-text" tooltip>Use a custom container for prediction</span></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" ><span class="devsite-nav-text" tooltip>Use the optimized TensorFlow runtime</span></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" ><span class="devsite-nav-text" tooltip>Serve predictions with NVIDIA Triton</span></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" ><span class="devsite-nav-text" tooltip>Custom Prediction Routines</span></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" ><span class="devsite-nav-text" tooltip>Migrate Custom Prediction Routines from AI Platform</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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"> <span class="devsite-nav-text" tooltip>Get online predictions</span> </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" ><span class="devsite-nav-text" tooltip>Deploy a model to an endpoint</span></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" ><span class="devsite-nav-text" tooltip>Get an online prediction</span></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" ><span class="devsite-nav-text" tooltip>Use Cloud TPUs for online prediction</span></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" ><span class="devsite-nav-text" tooltip>Use private endpoints</span></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" ><span class="devsite-nav-text" tooltip>Use Private Service Connect</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Share resources across deployments</span></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" ><span class="devsite-nav-text" tooltip>Use online prediction logging</span></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" ><span class="devsite-nav-text" tooltip>Get batch predictions</span></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"> <span class="devsite-nav-text" tooltip>Serve generative AI models</span> </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" ><span class="devsite-nav-text" tooltip>Deploy generative AI models</span></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" ><span class="devsite-nav-text" tooltip>Serve Gemma open models using Cloud TPUs with Saxml</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Serve Llama 3 open models using multi-host Cloud TPUs with Saxml</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Compute resources for prediction</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI prediction notebook tutorials</span></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" ><span class="devsite-nav-text" tooltip>Use reservations with prediction</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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" ><span class="devsite-nav-text" tooltip>Use Spot VMs with prediction</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Perform vector similarity searches</span> </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" ><span class="devsite-nav-text" tooltip>Vector Search overview</span></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" ><span class="devsite-nav-text" tooltip>Vector Search quickstart</span></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" ><span class="devsite-nav-text" tooltip>Before you begin</span></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" ><span class="devsite-nav-text" tooltip>About hybrid search</span></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"> <span class="devsite-nav-text" tooltip>Create and manage index</span> </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" ><span class="devsite-nav-text" tooltip>Input data format and structure</span></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" ><span class="devsite-nav-text" tooltip>Create and manage your index</span></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" ><span class="devsite-nav-text" tooltip>Index configuration parameters</span></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" ><span class="devsite-nav-text" tooltip>Update and rebuild index</span></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" ><span class="devsite-nav-text" tooltip>Filter vector matches</span></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"> <span class="devsite-nav-text" tooltip>Deploy and query an index</span> </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"> <span class="devsite-nav-text" tooltip>Public endpoint</span> </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" ><span class="devsite-nav-text" tooltip>Deploy</span></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" ><span class="devsite-nav-text" tooltip>Query</span></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"> <span class="devsite-nav-text" tooltip>Private services access (VPC peering)</span> </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" ><span class="devsite-nav-text" tooltip>Set up a VPC network peering connection</span></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" ><span class="devsite-nav-text" tooltip>Deploy</span></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" ><span class="devsite-nav-text" tooltip>Query</span></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" ><span class="devsite-nav-text" tooltip>JSON Web Token authentication</span></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"> <span class="devsite-nav-text" tooltip>Private Service Connect (PSC)</span> </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" ><span class="devsite-nav-text" tooltip>Set up Vector Search with Private Service Connect</span></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" ><span class="devsite-nav-text" tooltip>JSON Web Token authentication</span></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" ><span class="devsite-nav-text" tooltip>Notebook tutorials</span></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" ><span class="devsite-nav-text" tooltip>Get support</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Machine learning operations (MLOps)</span> </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"> <span class="devsite-nav-text" tooltip>Manage features</span> </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" ><span class="devsite-nav-text" tooltip>Feature management in Vertex AI</span></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"> <span class="devsite-nav-text" tooltip>Vertex AI Feature Store</span> </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" ><span class="devsite-nav-text" tooltip>About Vertex AI Feature Store</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Set up features</span> </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" ><span class="devsite-nav-text" tooltip>Prepare data source</span></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" ><span class="devsite-nav-text" tooltip>Create a feature group</span></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" ><span class="devsite-nav-text" tooltip>Create a feature</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Set up online serving</span> </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" ><span class="devsite-nav-text" tooltip>Online serving types</span></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" ><span class="devsite-nav-text" tooltip>Create an online store instance</span></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" ><span class="devsite-nav-text" tooltip>Create a feature view instance</span></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" ><span class="devsite-nav-text" tooltip>Control access to online store resources</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Sync online store</span> </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" ><span class="devsite-nav-text" tooltip>Start a data sync</span></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" ><span class="devsite-nav-text" tooltip>List sync operations</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Serve features</span> </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" ><span class="devsite-nav-text" tooltip>Serve features from online store</span></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" ><span class="devsite-nav-text" tooltip>Serve historical feature values</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Manage feature resources</span> </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" ><span class="devsite-nav-text" tooltip>List feature groups</span></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" ><span class="devsite-nav-text" tooltip>List features</span></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" ><span class="devsite-nav-text" tooltip>Update a feature group</span></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" ><span class="devsite-nav-text" tooltip>Update a feature</span></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" ><span class="devsite-nav-text" tooltip>Delete a feature group</span></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" ><span class="devsite-nav-text" tooltip>Delete a feature</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Manage online store resources</span> </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" ><span class="devsite-nav-text" tooltip>List online stores</span></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" ><span class="devsite-nav-text" tooltip>List feature views</span></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" ><span class="devsite-nav-text" tooltip>Update an online store</span></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" ><span class="devsite-nav-text" tooltip>Update a feature view</span></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" ><span class="devsite-nav-text" tooltip>Delete an online store</span></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" ><span class="devsite-nav-text" tooltip>Delete a feature view</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Feature metadata</span> </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" ><span class="devsite-nav-text" tooltip>Update labels</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Search for resources</span> </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" ><span class="devsite-nav-text" tooltip>Search for resources</span></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" ><span class="devsite-nav-text" tooltip>Search for resource metadata in Data Catalog</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Manage embeddings</span> </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" ><span class="devsite-nav-text" tooltip>Search using embeddings</span></a></li><li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Notebook tutorials</span> </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" ><span class="devsite-nav-text" tooltip>Vertex AI Feature Store Jupyter notebooks</span></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"> <span class="devsite-nav-text" tooltip>Vertex AI Feature Store (Legacy)</span> </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" ><span class="devsite-nav-text" tooltip>About Vertex AI Feature Store (Legacy)</span></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" ><span class="devsite-nav-text" tooltip>Data model and resources</span></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" ><span class="devsite-nav-text" tooltip>Source data requirements</span></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" ><span class="devsite-nav-text" tooltip>Setup</span></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" ><span class="devsite-nav-text" tooltip>Best practices</span></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"> <span class="devsite-nav-text" tooltip>Use Vertex AI Feature Store (Legacy)</span> </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" ><span class="devsite-nav-text" tooltip>Manage featurestores</span></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" ><span class="devsite-nav-text" tooltip>Manage entity types</span></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" ><span class="devsite-nav-text" tooltip>Manage and find features</span></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" ><span class="devsite-nav-text" tooltip>Batch import</span></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" ><span class="devsite-nav-text" tooltip>Streaming import</span></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" ><span class="devsite-nav-text" tooltip>Online serving</span></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" ><span class="devsite-nav-text" tooltip>Fetch training data</span></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" ><span class="devsite-nav-text" tooltip>Export feature values</span></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" ><span class="devsite-nav-text" tooltip>Delete feature values</span></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" ><span class="devsite-nav-text" tooltip>Monitoring</span></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" ><span class="devsite-nav-text" tooltip>Control access to resources</span></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"> <span class="devsite-nav-text" tooltip>Manage models</span> </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" ><span class="devsite-nav-text" tooltip>Introduction to Vertex AI Model Registry</span></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" ><span class="devsite-nav-text" tooltip>Versioning in Model Registry</span></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" ><span class="devsite-nav-text" tooltip>Import models to Model Registry</span></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" ><span class="devsite-nav-text" tooltip>Copy models in Model Registry</span></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" ><span class="devsite-nav-text" tooltip>Delete a model</span></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" ><span class="devsite-nav-text" tooltip>Integrate with BigQuery ML</span></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" ><span class="devsite-nav-text" tooltip>Use model aliases</span></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" ><span class="devsite-nav-text" tooltip>Use model labels</span></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" ><span class="devsite-nav-text" tooltip>Use Data Catalog to search for model and dataset resources</span></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"> <span class="devsite-nav-text" tooltip>Evaluate models</span> </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" ><span class="devsite-nav-text" tooltip>Model evaluation in Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Perform model evaluation in Vertex AI</span></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"> <span class="devsite-nav-text" tooltip>Model evaluation for fairness</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Introduction to model evaluation for fairness</span></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" ><span class="devsite-nav-text" tooltip>Data bias metrics for Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Model bias metrics for Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Model evaluation notebook tutorials</span></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"> <span class="devsite-nav-text" tooltip>Orchestrate ML workflows using pipelines</span> </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: 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class="devsite-nav-text" tooltip>Configure your project</span></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" ><span class="devsite-nav-text" tooltip>Build a pipeline</span></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" ><span class="devsite-nav-text" tooltip>Run a pipeline</span></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"> <span class="devsite-nav-text" tooltip>Use pipeline templates</span> </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" ><span class="devsite-nav-text" tooltip>Create, upload, and use a pipeline template</span></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: 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class="devsite-nav-text" tooltip>Configure execution caching</span></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" ><span class="devsite-nav-text" tooltip>Configure failure policy</span></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" ><span class="devsite-nav-text" tooltip>Configure retries for a pipeline task</span></a></li><li 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tooltip>Configure secrets with Secret Manager</span></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"> <span class="devsite-nav-text" tooltip>Schedule and trigger pipeline runs</span> </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" ><span class="devsite-nav-text" tooltip>Schedule a pipeline run with scheduler API</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/pipelines/trigger-pubsub" class="devsite-nav-title 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track-metadata-eventdetail="/vertex-ai/docs/pipelines/metrics" ><span class="devsite-nav-text" tooltip>View pipeline metrics</span></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" ><span class="devsite-nav-text" tooltip>View pipeline job logs</span></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" ><span class="devsite-nav-text" tooltip>Route logs to a Cloud Pub/Sub sink</span></a></li><li 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track-metadata-eventdetail="/vertex-ai/docs/pipelines/output-html-md" ><span class="devsite-nav-text" tooltip>Output HTML and Markdown</span></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" ><span class="devsite-nav-text" tooltip>Resource labeling by Vertex AI Pipelines</span></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" ><span class="devsite-nav-text" tooltip>Understand pipeline run costs</span></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" ><span class="devsite-nav-text" tooltip>Migrate from Kubeflow Pipelines to Vertex AI Pipelines</span></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"> <span class="devsite-nav-text" tooltip>Google Cloud Pipeline Components</span> </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" ><span class="devsite-nav-text" tooltip>Quickstart</span></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" ><span class="devsite-nav-text" tooltip>Introduction to Google Cloud Pipeline Components</span></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" ><span class="devsite-nav-text" tooltip>Google Cloud Pipeline Component list</span></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" ><span class="devsite-nav-text" tooltip>Use Google Cloud Pipeline Components</span></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" ><span class="devsite-nav-text" tooltip>Build your own pipeline components</span></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"> <span class="devsite-nav-text" tooltip>Vertex AI Pipelines tutorials</span> </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" ><span class="devsite-nav-text" tooltip>Jupyter notebooks</span></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"> <span class="devsite-nav-text" tooltip>Track and analyze your ML metadata</span> </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" ><span class="devsite-nav-text" tooltip>Introduction to Vertex ML Metadata</span></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" ><span class="devsite-nav-text" tooltip>Data model and resources</span></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" ><span class="devsite-nav-text" tooltip>Configure your project's metadata store</span></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"> <span class="devsite-nav-text" tooltip>Use Vertex ML Metadata</span> </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" ><span class="devsite-nav-text" tooltip>Track Vertex ML Metadata</span></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" ><span class="devsite-nav-text" tooltip>Analyze Vertex ML Metadata</span></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" ><span class="devsite-nav-text" tooltip>Manage Vertex ML Metadata</span></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" ><span class="devsite-nav-text" tooltip>System schemas</span></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" ><span class="devsite-nav-text" tooltip>Create and use custom schemas</span></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" ><span class="devsite-nav-text" tooltip>Vertex ML Metadata notebook tutorials</span></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"> <span class="devsite-nav-text" tooltip>Understand model behavior</span> </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" ><span class="devsite-nav-text" tooltip>Introduction to Explainable AI</span></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" ><span class="devsite-nav-text" tooltip>Configure example-based explanations for custom training</span></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"> <span class="devsite-nav-text" tooltip>Configure feature-based explanations for custom training</span> </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" ><span class="devsite-nav-text" tooltip>Configure explanations</span></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" ><span class="devsite-nav-text" tooltip>Configure visualization settings</span></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" ><span class="devsite-nav-text" tooltip>Improve explanations</span></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"> <span class="devsite-nav-text" tooltip>Configure feature-based explanations for AutoML image classification</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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" ><span class="devsite-nav-text" tooltip>Configure visualization settings</span></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" ><span class="devsite-nav-text" tooltip>Improve explanations</span></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" 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class="devsite-nav-text" tooltip>Limitations of Explainable AI</span></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" ><span class="devsite-nav-text" tooltip>Explainable AI notebook tutorials</span></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"> <span class="devsite-nav-text" tooltip>Monitor model quality</span> </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" ><span class="devsite-nav-text" tooltip>Introduction to Model Monitoring</span></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"> <span class="devsite-nav-text" tooltip>Model Monitoring v2</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span> </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 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class="devsite-nav-text" tooltip>Monitor feature attribution skew and drift</span></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" ><span class="devsite-nav-text" tooltip>Model Monitoring for batch predictions</span><span class="devsite-nav-icon material-icons" data-icon="preview" data-title="Preview" aria-hidden="true"></span></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"> <span class="devsite-nav-text" tooltip>Track Experiments</span> </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" ><span class="devsite-nav-text" tooltip>Introduction to Vertex AI Experiments</span></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" ><span class="devsite-nav-text" tooltip>Set up for Vertex 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track-name="click" track-metadata-eventdetail="/vertex-ai/docs/experiments/log-data" ><span class="devsite-nav-text" tooltip>Manually log data to an experiment run</span></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" ><span class="devsite-nav-text" tooltip>Log models to an experiment run</span></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" ><span class="devsite-nav-text" tooltip>Track executions and artifacts</span></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" ><span class="devsite-nav-text" tooltip>Add pipeline run to experiment</span></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" ><span class="devsite-nav-text" tooltip>Run training job with experiment tracking</span></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" ><span class="devsite-nav-text" tooltip>Compare and analyze runs</span></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"> <span class="devsite-nav-text" tooltip>Use Vertex AI TensorBoard</span> </div><ul class="devsite-nav-section"><li 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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"> <span class="devsite-nav-text" tooltip>Notebook tutorials</span> </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" ><span class="devsite-nav-text" tooltip>Get started with Vertex AI Experiments</span></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" 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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" ><span class="devsite-nav-text" tooltip>Compare models</span></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" ><span class="devsite-nav-text" tooltip>Autologging</span></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" ><span class="devsite-nav-text" tooltip>Custom training autologging</span></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" ><span class="devsite-nav-text" tooltip>Track parameters and metrics for custom training</span></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" ><span class="devsite-nav-text" tooltip>Delete outdated Vertex AI TensorBoard experiments</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI TensorBoard custom training with custom container</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI TensorBoard custom training with prebuilt container</span></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" ><span class="devsite-nav-text" tooltip>Vertex AI TensorBoard hyperparameter tuning with HParams dashboard</span></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" ><span class="devsite-nav-text" tooltip>Profile model training performance using Cloud Profiler</span></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" ><span class="devsite-nav-text" tooltip>Profile model training performance using Cloud Profiler in custom training with prebuilt container</span></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: 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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" ><span class="devsite-nav-text" tooltip>Ray on Vertex AI overview</span></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" ><span class="devsite-nav-text" tooltip>Set up for Ray on Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Create a Ray cluster on Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Monitor Ray clusters on Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Scale a Ray cluster on Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Develop a Ray application on Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Run Spark on Ray cluster on Vertex AI</span></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" ><span class="devsite-nav-text" tooltip>Use Ray on Vertex AI with BigQuery</span></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" ><span class="devsite-nav-text" tooltip>Deploy a model and get predictions</span></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" ><span class="devsite-nav-text" tooltip>Delete a Ray cluster</span></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" ><span class="devsite-nav-text" tooltip>Ray on Vertex AI notebook tutorials</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Administer</span> </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"> <span class="devsite-nav-text" tooltip>Access control</span> </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" ><span class="devsite-nav-text" tooltip>Access control with IAM</span></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" ><span class="devsite-nav-text" tooltip>IAM permissions</span></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" ><span class="devsite-nav-text" tooltip>Set up a project for a team</span></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" ><span class="devsite-nav-text" tooltip>Control access to Vertex AI endpoints</span></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" ><span class="devsite-nav-text" tooltip>Use a custom service account</span></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" ><span class="devsite-nav-text" tooltip>Use customer-managed encryption keys</span></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" ><span class="devsite-nav-text" tooltip>Access Transparency</span></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"> <span class="devsite-nav-text" tooltip>Monitor Vertex AI resources</span> </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" ><span class="devsite-nav-text" tooltip>Cloud Monitoring metrics</span></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" ><span class="devsite-nav-text" tooltip>Audit logging information</span></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"> <span class="devsite-nav-text" tooltip>Networking</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/netsec-overview" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/netsec-overview" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/netsec-overview" ><span class="devsite-nav-text" tooltip>Networking access overview</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/googleapi-access-methods" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/googleapi-access-methods" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/googleapi-access-methods" ><span class="devsite-nav-text" tooltip>Accessing the Vertex AI API</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/private-services-access" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/private-services-access" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/private-services-access" ><span class="devsite-nav-text" tooltip>Accessing Vertex AI services through private services access</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/psc-endpoints" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/psc-endpoints" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/psc-endpoints" ><span class="devsite-nav-text" tooltip>Accessing Vertex AI services through PSC endpoints</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/vpc-service-controls" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/vpc-service-controls" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/vpc-service-controls" ><span class="devsite-nav-text" tooltip>VPC Service Controls</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/vpc-peering" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/vpc-peering" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/vpc-peering" ><span class="devsite-nav-text" tooltip>Set up VPC Network Peering</span></a></li><li class="devsite-nav-item"><a href="/vertex-ai/docs/general/hybrid-connectivity" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /vertex-ai/docs/general/hybrid-connectivity" track-type="bookNav" track-name="click" track-metadata-eventdetail="/vertex-ai/docs/general/hybrid-connectivity" ><span class="devsite-nav-text" tooltip>Set up connectivity to 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</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 provides an overview of the workflow for training and using your own models on Vertex AI. Vertex AI offers two methods for model training:</p> <ul> <li><strong>AutoML</strong>: Create and train models with minimal technical knowledge and effort. To learn more about AutoML, see <a href="/vertex-ai/docs/beginner/beginners-guide">AutoML beginner's guide</a>.</li> <li><strong>Custom training</strong>: Create and train models at scale using any ML framework. To learn more about custom training on Vertex AI, see <a href="/vertex-ai/docs/training/overview">Custom training overview</a>.</li> </ul> <p>For help on deciding which of these methods to use, see <a href="/vertex-ai/docs/start/training-methods">Choose a training method</a>.</p> <h2 id="automl" data-text="AutoML" tabindex="-1">AutoML</h2> <p>Machine learning (ML) models use training data to learn how to infer results for data that the model was not trained on. AutoML on Vertex AI lets you build a code-free model based on the training data that you provide.</p> <h3 id="types_of_models_you_can_build_using" data-text="Types of models you can build using AutoML" tabindex="-1">Types of models you can build using AutoML</h3> <p>The types of models you can build depend on the type of data that you have. Vertex AI offers AutoML solutions for the following data types and model objectives:</p> <table> <thead> <tr> <th>Data type</th> <th>Supported objectives</th> </tr> </thead> <tbody> <tr> <td>Image data</td> <td>Classification, object detection.</td> </tr> <tr> <td>Video data</td> <td>Action recognition, classification, object tracking.</td> </tr> <tr> <td>Text data</td> <td>Classification, entity extraction, sentiment analysis.</td> </tr> <tr> <td>Tabular data</td> <td>Classification/regression, forecasting.</td> </tr> </tbody> </table> <aside class="note"><strong>Note:</strong><span> If you need help with setting up your machine learning problem from a Google data scientist, contact your Google Account manager.</span></aside> <p>The workflow for training and using an AutoML model is the same, regardless of your datatype or objective:</p> <ol> <li>Prepare your training data.</li> <li>Create a dataset.</li> <li>Train a model.</li> <li>Evaluate and iterate on your model.</li> <li>Get predictions from your model.</li> <li>Interpret prediction results.</li> </ol> <p><a id="data"></a></p> <h3 id="image_data" data-text="Image data" tabindex="-1">Image data</h3> <p>AutoML uses machine learning to analyze the content of image data. You can use AutoML to train an ML model to classify image data or find objects in image data.</p> <p>Vertex AI lets you get online predictions and batch predictions from your image-based models. Online predictions are synchronous requests made to a model endpoint. Use online predictions when you are making requests in response to application input or in situations that require timely inferences. Batch predictions are asynchronous requests. You request batch predictions directly from the model resource without needing to deploy the model to an endpoint. For image data, use batch predictions when you don't require an immediate response and want to process accumulated data by using a single request.</p> <h4 id="classification_for_images" data-text="Classification for images" tabindex="-1">Classification for images</h4> <p>A <strong>classification</strong> model analyzes image data and returns a list of content categories that apply to the image. For example, you can train a model that classifies images as containing a cat or not containing a cat, or you could train a model to classify images of dogs by breed.</p> <p>Documentation: <a href="/vertex-ai/docs/image-data/classification/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/image-data/classification/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/image-data/classification/train-model">Train model</a> | <a href="/vertex-ai/docs/image-data/classification/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/image-data/classification/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/image-data/classification/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train an image classification model and get batch predictions as part of a more comprehensive workflow, run the "AutoML training image classification model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_image_classification_batch_prediction.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_image_classification_batch_prediction.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_image_classification_batch_prediction.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_image_classification_batch_prediction.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h4 id="object_detection_for_images" data-text="Object detection for images" tabindex="-1">Object detection for images</h4> <p>An <strong>object detection</strong> model analyzes your image data and returns annotations for all objects found in an image, consisting of a label and bounding box location for each object. For example, you can train a model to find the location of the cats in image data.</p> <p>Documentation: <a href="/vertex-ai/docs/image-data/object-detection/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/image-data/object-detection/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/image-data/object-detection/train-model">Train model</a> | <a href="/vertex-ai/docs/image-data/object-detection/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/image-data/object-detection/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/image-data/object-detection/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train an object detection model and get online predictions as part of a more comprehensive workflow, run the "AutoML training image object detection model for online prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_image_object_detection_online_prediction.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_image_object_detection_online_prediction.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_image_object_detection_online_prediction.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_image_object_detection_online_prediction.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <div> <aside class="objective"><p>To see an example of how to train an object detection model and get batch predictions as part of a more comprehensive workflow, run the "AutoML training image object detection model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_image_object_detection_batch.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_image_object_detection_batch.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_image_object_detection_batch.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_image_object_detection_batch.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h3 id="tabular_data" data-text="Tabular data" tabindex="-1">Tabular data</h3> <p>Vertex AI lets you perform machine learning with tabular data using simple processes and interfaces. You can create the following model types for your tabular data problems:</p> <ul> <li> <strong>Binary classification</strong> models predict a binary outcome (one of two classes). Use this model type for yes or no questions. For example, you might want to build a binary classification model to predict whether a customer would buy a subscription. Generally, a binary classification problem requires less data than other model types. </li> <li> <strong>Multi-class classification</strong> models predict one class from three or more discrete classes. Use this model type for categorization. For example, as a retailer, you might want to build a multi-class classification model to segment customers into different personas. </li> <li> <strong>Regression</strong> models predict a continuous value. For example, as a retailer, you might want to build a regression model to predict how much a customer will spend next month. </li> <li> <strong>Forecasting</strong> models predict a sequence of values. For example, as a retailer, you might want to forecast daily demand of your products for the next 3 months so that you can appropriately stock product inventories in advance. </li> </ul> <p>To learn more, see <a href="/vertex-ai/docs/tabular-data/overview">Tabular data overview</a>.</p> <p>If your tabular data is stored in BigQuery ML, you can train an AutoML tabular model directly in BigQuery ML. To learn more, see <a href="/bigquery-ml/docs/reference/standard-sql/bigqueryml-syntax-create">AutoML Tabular reference documentation.</a></p> <h3 id="text_data" data-text="Text data" tabindex="-1">Text data</h3> <aside class="caution">Starting on September 15, 2024, you can only customize classification, entity extraction, and sentiment analysis objectives by moving to Vertex AI Gemini prompts and tuning. Training or updating models for Vertex AI AutoML for Text classification, entity extraction, and sentiment analysis objectives will no longer be available. You can continue using existing Vertex AI AutoML Text models until June 15, 2025. For a comparison of AutoML text and Gemini, see <a href="/vertex-ai/docs/start/automl-gemini-comparison">Gemini for AutoML text users</a>. For more information about how Gemini offers enhanced user experience through improved prompting capabilities, see <a href="/vertex-ai/generative-ai/docs/models/tune-gemini-overview">Introduction to tuning</a>. To get started with tuning, see <a href="/vertex-ai/generative-ai/docs/models/tune_gemini/tune-gemini-learn">Model tuning for Gemini text models</a></aside> <p>AutoML uses machine learning to analyze the structure and meaning of text data. You can use AutoML to train an ML model to classify text data, extract information, or understand the sentiment of the authors.</p> <p>Vertex AI lets you get online predictions and batch predictions from your text-based models. Online predictions are synchronous requests made to a model endpoint. Use online predictions when you are making requests in response to application input or in situations that require timely inferences. Batch predictions are asynchronous requests. You request batch predictions directly from the model resource without needing to deploy the model to an endpoint. For text data, use batch predictions when you don't require an immediate response and want to process accumulated data by using a single request.</p> <h4 id="classification_for_text" data-text="Classification for text" tabindex="-1">Classification for text</h4> <p>A <strong>classification</strong> model analyzes text data and returns a list of categories that apply to the text found in the data. Vertex AI offers both single-label and multi-label text classification models.</p> <p>Documentation: <a href="/vertex-ai/docs/text-data/classification/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/text-data/classification/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/text-data/classification/train-model">Train model</a> | <a href="/vertex-ai/docs/text-data/classification/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/text-data/classification/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/text-data/classification/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to create, train, and deploy a text classification model as part of a more comprehensive workflow, run the "Create, train, and deploy an AutoML text classification model" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl-text-classification.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml-text-classification.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml-text-classification.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl-text-classification.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h4 id="entity_extraction_for_text" data-text="Entity extraction for text" tabindex="-1">Entity extraction for text</h4> <p>An <strong>entity extraction</strong> model inspects text data for known entities referenced in the data and labels those entities in the text.</p> <p>Documentation: <a href="/vertex-ai/docs/text-data/entity-extraction/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/text-data/entity-extraction/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/text-data/entity-extraction/train-model">Train model</a> | <a href="/vertex-ai/docs/text-data/entity-extraction/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/text-data/entity-extraction/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/text-data/entity-extraction/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train an entity extraction model and get online predictions as part of a more comprehensive workflow, run the "AutoML training text entity extraction model for online prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_text_entity_extraction_online.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_text_entity_extraction_online.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_text_entity_extraction_online.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_text_entity_extraction_online.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <div> <aside class="objective"><p>To see an example of how to train an entity extraction model and get batch predictions as part of a more comprehensive workflow, run the "AutoML training text entity extraction model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_text_entity_extraction_batch_prediction.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_text_entity_extraction_batch_prediction.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_text_entity_extraction_batch_prediction.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_text_entity_extraction_batch_prediction.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h4 id="sentiment_analysis_for_text" data-text="Sentiment analysis for text" tabindex="-1">Sentiment analysis for text</h4> <p>A <strong>sentiment analysis</strong> model inspects text data and identifies the prevailing emotional state within it, especially to determine a writer's attitude as positive, negative, or neutral.</p> <p>Documentation: <a href="/vertex-ai/docs/text-data/sentiment-analysis/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/text-data/sentiment-analysis/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/text-data/sentiment-analysis/train-model">Train model</a> | <a href="/vertex-ai/docs/text-data/sentiment-analysis/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/text-data/sentiment-analysis/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/text-data/sentiment-analysis/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train a sentiment analysis model and get online predictions as part of a more comprehensive workflow, run the "Training an AutoML text sentiment analysis model for online predictions" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_text_sentiment_analysis_online.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_text_sentiment_analysis_online.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_text_sentiment_analysis_online.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_text_sentiment_analysis_online.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <div> <aside class="objective"><p>To see an example of how to train a sentiment analysis model and get batch predictions as part of a more comprehensive workflow, run the "AutoML training text sentiment analysis model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_text_sentiment_analysis_batch_prediction.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_text_sentiment_analysis_batch_prediction.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fautoml_text_sentiment_analysis_batch_prediction.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/automl_text_sentiment_analysis_batch_prediction.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h3 id="video_data" data-text="Video data" tabindex="-1">Video data</h3> <p>AutoML uses machine learning to analyze video data to classify shots and segments, or to detect and track multiple objects in your video data.</p> <h4 id="action_recognition_for_videos" data-text="Action recognition for videos" tabindex="-1">Action recognition for videos</h4> <p>An <strong>action recognition</strong> model analyzes your video data and returns a list of categorized actions with the moments that the actions happened. For example, you can train a model that analyzes video data to identify the action moments involving a soccer goal, a golf swing, a touchdown, or a high five.</p> <p>Documentation: <a href="/vertex-ai/docs/video-data/action-recognition/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/video-data/action-recognition/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/video-data/action-recognition/train-model">Train model</a> | <a href="/vertex-ai/docs/video-data/action-recognition/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/video-data/action-recognition/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/video-data/action-recognition/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train an action recognition model as part of a more comprehensive workflow, run the "AutoML training video action recognition model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_video_action_recognition_batch.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_video_action_recognition_batch.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_video_action_recognition_batch.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_video_action_recognition_batch.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h4 id="classification_for_videos" data-text="Classification for videos" tabindex="-1">Classification for videos</h4> <p>A <strong>classification</strong> model analyzes your video data and returns a list of categorized shots and segments. For example, you could train a model that analyzes video data to identify if the video is of a baseball, soccer, basketball, or football game.</p> <p>Documentation: <a href="/vertex-ai/docs/video-data/classification/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/video-data/classification/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/video-data/classification/train-model">Train model</a> | <a href="/vertex-ai/docs/video-data/classification/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/video-data/classification/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/video-data/classification/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train a video classification model as part of a more comprehensive workflow, run the "AutoML training video classification model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_video_classification_batch.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_video_classification_batch.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_video_classification_batch.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_video_classification_batch.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h4 id="object_tracking_for_videos" data-text="Object tracking for videos" tabindex="-1">Object tracking for videos</h4> <p>An <strong>object tracking</strong> model analyzes your video data and returns a list of shots and segments where these objects were detected. For example, you could train a model that analyzes video data from soccer games to identify and track the ball.</p> <p>Documentation: <a href="/vertex-ai/docs/video-data/object-tracking/prepare-data">Prepare data</a> | <a href="/vertex-ai/docs/video-data/object-tracking/create-dataset">Create dataset</a> | <a href="/vertex-ai/docs/video-data/object-tracking/train-model">Train model</a> | <a href="/vertex-ai/docs/video-data/object-tracking/evaluate-model">Evaluate model</a> | <a href="/vertex-ai/docs/video-data/object-tracking/get-predictions">Get predictions</a> | <a href="/vertex-ai/docs/video-data/object-tracking/interpret-results">Interpret results</a></p> <div> <aside class="objective"><p>To see an example of how to train an object tracking model as part of a more comprehensive workflow, run the "AutoML training video object tracking model for batch prediction" Jupyter notebook in one of the following environments: </p><p><a href="https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_video_object_tracking_batch.ipynb" track-type="notebookTutorial" track-name="colabLink">Open in Colab</a> | <a href="https://console.cloud.google.com/vertex-ai/colab/import/https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_video_object_tracking_batch.ipynb" track-type="notebookTutorial" track-name="colabEnterpriseLink">Open in Colab Enterprise</a> | <a href="https://console.cloud.google.com/vertex-ai/workbench/deploy-notebook?download_url=https%3A%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fofficial%2Fautoml%2Fsdk_automl_video_object_tracking_batch.ipynb" track-type="notebookTutorial" track-name="workbenchLink">Open in Vertex AI Workbench user-managed notebooks</a> | <a href="https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/official/automl/sdk_automl_video_object_tracking_batch.ipynb" track-type="notebookTutorial" track-name="gitHubLink">View on GitHub</a></p></aside> </div> <h2 id="custom_training" data-text="Custom training" tabindex="-1">Custom training</h2> <p>If none of the AutoML solutions address your needs, you can also create your own training application and use it to train custom models on Vertex AI. 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