TFX tutorials | TensorFlow

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class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://www.tensorflow.org/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="TensorFlow" > TensorFlow </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/learn" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="" > Learn </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/tfx" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="TFX" > For Production </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://www.tensorflow.org/tfx/tutorials" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="4" track-type="globalNav" track-name="breadcrumb" track-metadata-position="4" track-metadata-eventdetail="" > Tutorials </a> </li> </ul> </div> <devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix "> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-100" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="tensorflow-in-production-tutorials" data-text="TensorFlow in Production Tutorials" tabindex="0"> TensorFlow in Production Tutorials </h2> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <p>These tutorials will get you started, and help you learn a few different ways of working with TFX for production workflows and deployments. In particular, you'll learn the two main styles of developing a TFX pipeline:</p> <ul> <li>Using the <code translate="no" dir="ltr">InteractiveContext</code> to develop a pipeline in a notebook, working with one component at a time. This style makes development easier and more Pythonic.</li> <li>Defining an entire pipeline and executing it with a runner. This is what your pipelines will look like when you deploy them.</li> </ul> </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-4-up devsite-landing-row-100" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="getting-started-tutorials" data-text="Getting started tutorials" tabindex="0"> Getting started tutorials </h2> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/penguin_simple"><h3 class="no-link" id="1.-starter-pipeline" data-text="1. Starter Pipeline" tabindex="-1">1. Starter Pipeline</h3></a> Probably the simplest pipeline you can build, to help you get started. Click the <em>Run in Google Colab</em> button. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/penguin_tfdv"><h3 class="no-link" id="2.-adding-data-validation" data-text="2. Adding Data Validation" tabindex="-1">2. Adding Data Validation</h3></a> Building on the simple pipeline to add data validation components. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/penguin_tft"><h3 class="no-link" id="3.-adding-feature-engineering" data-text="3. Adding Feature Engineering" tabindex="-1">3. Adding Feature Engineering</h3></a> Building on the data validation pipeline to add a feature engineering component. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/penguin_tfma"><h3 class="no-link" id="4.-adding-model-analysis" data-text="4. Adding Model Analysis" tabindex="-1">4. Adding Model Analysis</h3></a> Building on the simple pipeline to add a model analysis component. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-4-up devsite-landing-row-100" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="tfx-on-google-cloud" data-text="TFX on Google Cloud" tabindex="0"> TFX on Google Cloud </h2> <div class="devsite-landing-row-description"> Google Cloud provides various products like BigQuery, Vertex AI to make your ML workflow cost-effective and scalable. You will learn how to use those products in your TFX pipeline. </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/gcp/vertex_pipelines_simple"><h3 class="no-link" id="running-on-vertex-pipelines" data-text="Running on Vertex Pipelines" tabindex="-1">Running on Vertex Pipelines</h3></a> Running pipelines on a managed pipeline service, Vertex Pipelines. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/gcp/vertex_pipelines_bq"><h3 class="no-link" id="read-data-from-bigquery" data-text="Read data from BigQuery" tabindex="-1">Read data from BigQuery</h3></a> Using BigQuery as a data source of ML pipelines. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/gcp/vertex_pipelines_vertex_training"><h3 class="no-link" id="vertex-ai-training-and-serving" data-text="Vertex AI Training and Serving" tabindex="-1">Vertex AI Training and Serving</h3></a> Using cloud resources for ML training and serving with Vertex AI. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/cloud-ai-platform-pipelines"><h3 class="no-link" id="tfx-on-cloud-ai-platform-pipelines" data-text="TFX on Cloud AI Platform Pipelines" tabindex="-1">TFX on Cloud AI Platform Pipelines</h3></a> An introduction to using TFX and Cloud AI Platform Pipelines. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="next-steps" data-text="Next steps" tabindex="0"> Next steps </h2> </div> </header> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-100" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> Once you have a basic understanding of TFX, check these additional tutorials and guides. And don't forget to read the <a href="/tfx/guide">TFX User Guide</a>. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-2-up devsite-landing-row-100" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/components_keras"><h3 class="no-link" id="complete-pipeline-tutorial" data-text="Complete Pipeline Tutorial" tabindex="-1">Complete Pipeline Tutorial</h3></a> A component-by-component introduction to TFX, including the <em>interactive context</em>, a very useful development tool. Click the <em>Run in Google Colab</em> button. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/tfx/python_function_component"><h3 class="no-link" id="custom-component-tutorial" data-text="Custom Component Tutorial" tabindex="-1">Custom Component Tutorial</h3></a> A tutorial showing how to develop your own custom TFX components. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-100" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/data_validation/tfdv_basic"><h3 class="no-link" id="data-validation" data-text="Data Validation" tabindex="-1">Data Validation</h3></a> This Google Colab notebook demonstrates how TensorFlow Data Validation (TFDV) can be used to investigate and visualize a dataset, including generating descriptive statistics, inferring a schema, and finding anomalies. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/model_analysis/tfma_basic"><h3 class="no-link" id="model-analysis" data-text="Model Analysis" tabindex="-1">Model Analysis</h3></a> This Google Colab notebook demonstrates how TensorFlow Model Analysis (TFMA) can be used to investigate and visualize the characteristics of a dataset and evaluate the performance of a model along several axes of accuracy. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media tfo-landing-page-card" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <div class="devsite-landing-row-item-description-content"> <a href="/tfx/tutorials/serving/rest_simple"><h3 class="no-link" id="serve-a-model" data-text="Serve a Model" tabindex="-1">Serve a Model</h3></a> This tutorial demonstrates how TensorFlow Serving can be used to serve a model using a simple REST API. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="videos-and-updates" data-text="Videos and updates" tabindex="0"> Videos and updates </h2> <div class="devsite-landing-row-description"> <p> Subscribe to the <a href="https://www.youtube.com/playlist?list=PLQY2H8rRoyvxR15n04JiW0ezF5HQRs_8F" class="external">TFX YouTube Playlist</a> and <a href="https://blog.tensorflow.org/search?label=TFX&max-results=20" class="external">blog</a> for the latest videos and updates. </p> </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <devsite-video autohide="1" showinfo="0" video-id="I3MjuFGmJrg" ></devsite-video> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="tfx-production-ml-with-tensorflow-in-2020" data-text="TFX: Production ML with TensorFlow in 2020" class="hide-from-toc no-link" tabindex="0"> <a href="https://youtu.be/I3MjuFGmJrg"> TFX: Production ML with TensorFlow in 2020 </a> </h3> <div class="devsite-landing-row-item-description-content"> TF Dev Summit 2020 </div> <div class="devsite-landing-row-item-buttons"> <a href="https://youtu.be/I3MjuFGmJrg" class="button button-white " >Watch the video</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <devsite-video autohide="1" showinfo="0" video-id="TA5kbFgeUlk" ></devsite-video> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="tfx-production-ml-pipelines-with-tensorflow" data-text="TFX: Production ML pipelines with TensorFlow" class="hide-from-toc no-link" tabindex="0"> <a href="https://youtu.be/TA5kbFgeUlk"> TFX: Production ML pipelines with TensorFlow </a> </h3> <div class="devsite-landing-row-item-description-content"> TF World 2019 </div> <div class="devsite-landing-row-item-buttons"> <a href="https://youtu.be/TA5kbFgeUlk" class="button button-white " >Watch the video</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <devsite-video autohide="1" showinfo="0" video-id="rly7DqCbtKw" ></devsite-video> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="taking-machine-learning-from-research-to-production" data-text="Taking Machine Learning from Research to Production" class="hide-from-toc no-link" tabindex="0"> <a href="https://youtu.be/rly7DqCbtKw"> Taking Machine Learning from Research to Production </a> </h3> <div class="devsite-landing-row-item-description-content"> GOTO Copenhagen 2019 </div> <div class="devsite-landing-row-item-buttons"> <a href="https://youtu.be/rly7DqCbtKw" class="button button-white " >Watch the video</a> </div> </div> </div> </div> </div> </div> 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