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"> What is Responsible AI? </h2> <div class="tensorsite-content__description"> <p>The development of AI is creating new opportunities to solve challenging, real-world problems. It is also raising new questions about the best way to build AI systems that benefit everyone.</p> </div> </div> </div> </div> </section> <section class="tensorsite-group tensorsite-group--5up "> <div class="tensorsite-container "> <div class="tensorsite-group__inner"> <div class="tensorsite-block tensorsite-block--plain"> <div class="tensorsite-block__image-wrapper"> <img class="tensorsite-block__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/pillars/best-practices.svg" alt=""/> </div> <div class="tensorsite-content "> <h4 class="tensorsite-content__title " id="recommended-best-practices-for-ai" data-text=" Recommended best practices for AI "> Recommended best practices for AI </h4> <div class="tensorsite-content__description"> <p>Designing AI systems should follow software development best practices while taking a human-centered <br>approach to ML</p> </div> </div> </div><div class="tensorsite-block tensorsite-block--plain"> <div class="tensorsite-block__image-wrapper"> <img class="tensorsite-block__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/pillars/fairness.svg" alt=""/> </div> <div class="tensorsite-content "> <h4 class="tensorsite-content__title " id="fairness" data-text=" Fairness "> Fairness </h4> <div class="tensorsite-content__description"> <p>As the impact of AI increases across sectors and societies, it is critical to work towards systems that are fair and inclusive to everyone</p> </div> </div> </div><div class="tensorsite-block tensorsite-block--plain"> <div class="tensorsite-block__image-wrapper"> <img class="tensorsite-block__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/pillars/interpretability.svg" alt=""/> </div> <div class="tensorsite-content "> <h4 class="tensorsite-content__title " id="interpretability" data-text=" Interpretability "> Interpretability </h4> <div class="tensorsite-content__description"> <p>Understanding and trusting AI systems is important to ensuring they are working as intended</p> </div> </div> </div><div class="tensorsite-block tensorsite-block--plain"> <div class="tensorsite-block__image-wrapper"> <img class="tensorsite-block__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/pillars/privacy.svg" alt=""/> </div> <div class="tensorsite-content "> <h4 class="tensorsite-content__title " id="privacy" data-text=" Privacy "> Privacy </h4> <div class="tensorsite-content__description"> <p>Training models off of sensitive data needs privacy preserving safeguards</p> </div> </div> </div><div class="tensorsite-block tensorsite-block--plain"> <div class="tensorsite-block__image-wrapper"> <img class="tensorsite-block__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/pillars/security.svg" alt=""/> </div> <div class="tensorsite-content "> <h4 class="tensorsite-content__title " id="security" data-text=" Security "> Security </h4> <div class="tensorsite-content__description"> <p>Identifying potential threats can help keep AI systems safe and secure</p> </div> </div> </div> </div> <div class="tensorsite-group__footer"> <div class="tensorsite-content "> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://ai.google/responsibilities/responsible-ai-practices/" target="_blank" rel="noopener" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more about Google’s Responsible AI Practices <span> </span></a> </div> </div> </div> </div> <div class="tensorsite-group__divider"></div> </section><section class="tensorsite-tab-group tensorsite-tab-group--text-heavy tensorsite-tab-group--equal-tab-width "> <div class="tensorsite-container"> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <h2 class="tensorsite-content__title " id="responsible-ai-in-your-ml-workflow" data-text=" Responsible AI in your ML workflow "> Responsible AI in your ML workflow </h2> <div class="tensorsite-content__description"> <p>Responsible AI practices can be incorporated at every step of the ML workflow. Here are some key questions to consider at each stage.</p> </div> </div> </div> <div class="tensorsite-top-tab"> <input id="tab-1" type="radio" name="tabs" checked="checked" data-tab/> <input id="tab-2" type="radio" name="tabs" data-tab/> <input id="tab-3" type="radio" name="tabs" data-tab/> <input id="tab-4" type="radio" name="tabs" data-tab/> <input id="tab-5" type="radio" name="tabs" data-tab/> <div class="tensorsite-top-tab__tabs">  <label for="tab-1" data-animation-1>Define problem</label>  <label for="tab-2" data-animation-2>Construct and prepare data</label>  <label for="tab-3" data-animation-3>Build and train model</label>  <label for="tab-4" data-animation-4>Evaluate model</label>  <label for="tab-5" data-animation-5>Deploy and monitor</label> </div> <div class="tensorsite-top-tab__contents"> <div class="tensorsite-top-tab__content"> <div class="tensorsite-top-tab__content--inner"> <div class="tensorsite-top-tab__content__text"> <div class="tensorsite-content "> <div class="tensorsite-content__description"> <h3 id="who-is-my-ml-system-for?" data-text="Who is my ML system for?">Who is my ML system for?</h3> <p>The way actual users experience your system is essential to assessing the true impact of its predictions, recommendations, and decisions. Make sure to get input from a diverse set of users early on in your development process.</p> </div> </div> </div> <div class="tensorsite-top-tab__image" style="background-image: url(/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tabs/tab_define.svg)" aria-label="Step 1: Define problem"></div> </div> </div> <div class="tensorsite-top-tab__content"> <div class="tensorsite-top-tab__content--inner"> <div class="tensorsite-top-tab__content__text"> <div class="tensorsite-content "> <div class="tensorsite-content__description"> <h3 id="am-i-using-a-representative-dataset?" data-text="Am I using a representative dataset?">Am I using a representative dataset?</h3> <p>Is your data sampled in a way that represents your users (e.g. will be used for all ages, but you only have training data from senior citizens) and the real-world setting (e.g. will be used year-round, but you only have training data from the summer)? <br><br></p> <h3 id="is-there-real-world/human-bias-in-my-data?" data-text="Is there real-world/human bias in my data?">Is there real-world/human bias in my data?</h3> <p>Underlying biases in data can contribute to complex feedback loops that reinforce existing stereotypes.</p> </div> </div> </div> <div class="tensorsite-top-tab__image" style="background-image: url(/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tabs/tab_construct.svg)" aria-label="Step 2: Construct and prepare data"></div> </div> </div> <div class="tensorsite-top-tab__content"> <div class="tensorsite-top-tab__content--inner"> <div class="tensorsite-top-tab__content__text"> <div class="tensorsite-content "> <div class="tensorsite-content__description"> <h3 id="what-methods-should-i-use-to-train-my-model?" data-text="What methods should I use to train my model?">What methods should I use to train my model?</h3> <p>Use training methods that build fairness, interpretability, privacy, and security into the model.<br><br></p> </div> </div> </div> <div class="tensorsite-top-tab__image" style="background-image: url(/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tabs/tab_build.svg)" aria-label="Step 3: Build and train model"></div> </div> </div> <div class="tensorsite-top-tab__content"> <div class="tensorsite-top-tab__content--inner"> <div class="tensorsite-top-tab__content__text"> <div class="tensorsite-content "> <div class="tensorsite-content__description"> <h3 id="how-is-my-model-performing?" data-text="How is my model performing?">How is my model performing?</h3> <p>Evaluate user experience in real-world scenarios across a broad spectrum of users, use cases, and contexts of use. Test and iterate in dogfood first, followed by continued testing after launch.</p> </div> </div> </div> <div class="tensorsite-top-tab__image" style="background-image: url(/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tabs/tab_evaluate.svg)" aria-label="Step 4: Evaluate model"></div> </div> </div> <div class="tensorsite-top-tab__content"> <div class="tensorsite-top-tab__content--inner"> <div class="tensorsite-top-tab__content__text"> <div class="tensorsite-content "> <div class="tensorsite-content__description"> <h3 id="are-there-complex-feedback-loops?" data-text="Are there complex feedback loops?">Are there complex feedback loops?</h3> <p>Even if everything in the overall system design is carefully crafted, ML-based models rarely operate with 100% perfection when applied to real, live data. When an issue occurs in a live product, consider whether it aligns with any existing societal disadvantages, and how it will be impacted by both short- and long-term solutions.</p> </div> </div> </div> <div class="tensorsite-top-tab__image" style="background-image: url(/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tabs/tab_deploy.svg)" aria-label="Step 5: deploy and monitor"></div> </div> </div> </div> </div> </div> </section> <section class="tensorsite-group tensorsite-group--gray "> <div class="tensorsite-container "> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <h2 class="tensorsite-content__title " id="responsible-ai-tools-for-tensorflow" data-text=" Responsible AI tools for TensorFlow "> Responsible AI tools for TensorFlow </h2> <div class="tensorsite-content__description"> <p>The TensorFlow ecosystem has a suite of tools and resources to help tackle some of the questions above.</p> </div> </div> </div> </div> <div class="tensorsite-group__divider"></div> </section> <section class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up "> <div class="tensorsite-container "> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--bold tensorsite-content__subtitle--gray"> Step 1 </div> <h2 class="tensorsite-content__title " id="define-problem" data-text=" Define problem "> Define problem </h2> <div class="tensorsite-content__description"> <p>Use the following resources to design models with Responsible AI in mind.</p> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_pair-guidebook.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://pair.withgoogle.com/guidebook/" target="_blank" rel="noopener"> People + AI Research (PAIR) Guidebook </a> <div class="tensorsite-content__description"> <p>Learn more about the AI development process and key considerations.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://pair.withgoogle.com/guidebook/" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_explorable-bias.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://pair.withgoogle.com/explorables/" target="_blank" rel="noopener"> PAIR Explorables </a> <div class="tensorsite-content__description"> <p>Explore, via interactive visualizations, key questions and concepts in the realm of Responsible AI.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://pair.withgoogle.com/explorables/" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"></div> </section> <section class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up "> <div class="tensorsite-container "> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--bold tensorsite-content__subtitle--gray"> Step 2 </div> <h2 class="tensorsite-content__title " id="construct-and-prepare-data" data-text=" Construct and prepare data "> Construct and prepare data </h2> <div class="tensorsite-content__description"> <p>Use the following tools to examine data for potential biases.</p> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tensorflow-data-validation.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/tfx/guide/tfdv"> TF Data Validation </a> <div class="tensorsite-content__description"> <p>Analyze and transform data to detect problems and engineer more effective feature sets.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/tfx/guide/tfdv" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_data-cards.png" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://research.google/static/documents/datasets/crowdsourced-high-quality-colombian-spanish-es-co-multi-speaker-speech-dataset.pdf" target="_blank" rel="noopener"> Data Cards </a> <div class="tensorsite-content__description"> <p>Create a transparency report for your dataset.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://research.google/static/documents/datasets/crowdsourced-high-quality-colombian-spanish-es-co-multi-speaker-speech-dataset.pdf" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"></div> </section> <section class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up "> <div class="tensorsite-container "> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--bold tensorsite-content__subtitle--gray"> Step 3 </div> <h2 class="tensorsite-content__title " id="build-and-train-model" data-text=" Build and train model "> Build and train model </h2> <div class="tensorsite-content__description"> <p>Use the following tools to train models using privacy-preserving, interpretable techniques, and more.</p> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tensorflow-model-remediation-library.jpeg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/responsible_ai/model_remediation"> TF Model Remediation </a> <div class="tensorsite-content__description"> <p>Train machine learning models to promote more equitable outcomes.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/responsible_ai/model_remediation" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tensorflow-privacy.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://github.com/tensorflow/privacy" target="_blank" rel="noopener"> TF Privacy </a> <div class="tensorsite-content__description"> <p>Train machine learning models with privacy.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://github.com/tensorflow/privacy" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tensorflow-federated.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/federated"> TF Federated </a> <div class="tensorsite-content__description"> <p>Train machine learning models using federated learning techniques.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/federated" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_constrained-optimization.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://github.com/google-research/tensorflow_constrained_optimization/blob/master/README.md" target="_blank" rel="noopener"> TF Constrained Optimization </a> <div class="tensorsite-content__description"> <p>Optimize inequality-constrained problems.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://github.com/google-research/tensorflow_constrained_optimization/blob/master/README.md" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_lattice.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/lattice/overview"> TF Lattice </a> <div class="tensorsite-content__description"> <p>Implement flexible, controlled, and interpretable lattice-based models.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/lattice/overview" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"></div> </section> <section class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up "> <div class="tensorsite-container "> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--bold tensorsite-content__subtitle--gray"> Step 4 </div> <h2 class="tensorsite-content__title " id="evaluate-model" data-text=" Evaluate model "> Evaluate model </h2> <div class="tensorsite-content__description"> <p>Debug, evaluate, and visualize model performance using the following tools.</p> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_fairness-indicators.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/responsible_ai/fairness_indicators/guide"> Fairness Indicators </a> <div class="tensorsite-content__description"> <p>Evaluate commonly-identified fairness metrics for binary and multi-class classifiers.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/responsible_ai/fairness_indicators/guide" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tensorflow-model-analysis.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/tfx/model_analysis/install"> TF Model Analysis </a> <div class="tensorsite-content__description"> <p>Evaluate models in a distributed manner and compute over different slices of data.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/tfx/model_analysis/install" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_what-if-tool.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://pair-code.github.io/what-if-tool/" target="_blank" rel="noopener"> What-If Tool </a> <div class="tensorsite-content__description"> <p>Examine, evaluate, and compare machine learning models.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://pair-code.github.io/what-if-tool/" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_language-interpretability-tool.png" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://pair-code.github.io/lit/" target="_blank" rel="noopener"> Language Interpretability Tool </a> <div class="tensorsite-content__description"> <p>Visualize and understand NLP models.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://pair-code.github.io/lit/" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_explainable-ai.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://cloud.google.com/explainable-ai" target="_blank" rel="noopener"> Explainable AI </a> <div class="tensorsite-content__description"> <p>Develop interpretable and inclusive machine learning models.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://cloud.google.com/explainable-ai" target="_blank" rel="noopener" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tf-privacy-testing.png" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://blog.tensorflow.org/2020/06/introducing-new-privacy-testing-library.html"> TF Privacy Tests </a> <div class="tensorsite-content__description"> <p>Assess the privacy properties of classification models.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="https://web.archive.org/web/20210414120807/https://blog.tensorflow.org/2020/06/introducing-new-privacy-testing-library.html" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_tensorboard.png" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/tensorboard/get_started"> TensorBoard </a> <div class="tensorsite-content__description"> <p>Measure and visualize the machine learning workflow.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/tensorboard/get_started" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> </div> </div> <div class="tensorsite-group__divider"></div> </section> <section class="tensorsite-group tensorsite-group--gray tensorsite-group--row-3up "> <div class="tensorsite-container "> <div class="tensorsite-group__header"> <div class="tensorsite-content "> <div class="tensorsite-content__subtitle tensorsite-content__subtitle--thin tensorsite-content__subtitle--bold tensorsite-content__subtitle--gray"> Step 5 </div> <h2 class="tensorsite-content__title " id="deploy-and-monitor" data-text=" Deploy and monitor "> Deploy and monitor </h2> <div class="tensorsite-content__description"> <p>Use the following tools to track and communicate about model context and details.</p> </div> </div> </div> <div class="tensorsite-group__inner"> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_model_card_toolkit.png" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/responsible_ai/model_card_toolkit/guide"> Model Card Toolkit </a> <div class="tensorsite-content__description"> <p>Generate model cards with ease using the Model Card toolkit.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/responsible_ai/model_card_toolkit/guide" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_ml-metadata.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="/web/20210414120807/https://www.tensorflow.org/tfx/guide/mlmd"> ML Metadata </a> <div class="tensorsite-content__description"> <p>Record and retrieve metadata associated with ML developer and data scientist workflows.</p> </div> <div class="tensorsite-content__cta-wrapper "> <a href="/web/20210414120807/https://www.tensorflow.org/tfx/guide/mlmd" tabindex="-1" class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal "> Learn more <span> </span></a> </div> </div> </div> <div class="tensorsite-card "> <div class="tensorsite-content__image-wrapper"> <img class="tensorsite-content__image" src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/tools/tile_model-cards.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://modelcards.withgoogle.com/about" target="_blank" rel="noopener"> Model Cards </a> <div class="tensorsite-content__description"> <p>Organize the essential facts of machine learning in a structured way.</p> </div> <div class="tensorsite-content__cta-wrapper 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src="/web/20210414120807im_/https://www.tensorflow.org/site-assets/images/marketing/resources/responsible-ai/other/tile_tensorflow.jpg" alt=""/> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title " href="https://web.archive.org/web/20210414120807/https://responsible-ai.devpost.com/" target="_blank" rel="noopener"> Responsible AI DevPost Challenge </a> <div class="tensorsite-content__description"> <p>We asked participants to use TensorFlow 2.2 to build a model or application with Responsible AI principles in mind. 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