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class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">InterpretML</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Understand ML models, including glass-box models and blackbox systems, with help from this open-source toolkit. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="InterpretML" data-bi-tags="{"BiLinkName":"learnmore15"}" tabindex="0" data-bi-hn="InterpretML" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_3_Measure" 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class="d-block h5">Error Analysis</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Identify and diagnose ML model errors with this responsible AI toolkit for improving model accuracy. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Error Analysis" data-bi-tags="{"BiLinkName":"learnmore16"}" tabindex="0" data-bi-hn="Error Analysis" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_3_Measure" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbc3" href="https://go.microsoft.com/fwlink/?linkid=2272457&clcid=0x409&culture=en-us&country=us" data-bi-sn="3" aria-label="Learn more about the Error Analysis toolkit for analyzing and improving model accuracy" data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Evaluate GenAI apps</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Evaluate GenAI apps</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Assess generative AI apps for quality and safety using human review and AI-assisted metrics in Azure AI Foundry. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Evaluate GenAI apps" data-bi-tags="{"BiLinkName":"learnmore17"}" tabindex="0" data-bi-hn="Evaluate GenAI apps" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_3_Measure" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbc4" href="https://go.microsoft.com/fwlink/?linkid=2272806&clcid=0x409&culture=en-us&country=us" data-bi-sn="4" aria-label="Learn more about exploring, monitoring, and evaluating large language models." data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>EconML</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">EconML</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Estimate causal effects or responses from observational data using ML techniques with this Python package. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="EconML" data-bi-tags="{"BiLinkName":"learnmore18"}" tabindex="0" data-bi-hn="EconML" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_3_Measure" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbc5" href="https://go.microsoft.com/fwlink/?linkid=2272713&clcid=0x409&culture=en-us&country=us" data-bi-sn="5" aria-label="Learn more about ALICE: Applying AI to economic decision-making toolkit" data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Counterfit</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Counterfit</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Assess the security of your ML systems using a generic automation layer. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Counterfit" data-bi-tags="{"BiLinkName":"learnmore18"}" tabindex="0" data-bi-hn="Counterfit" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_3_Measure" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbc6" href="https://go.microsoft.com/fwlink/?linkid=2272458&clcid=0x409&culture=en-us&country=us" data-bi-sn="6" aria-label="Learn more about Azure/counterfit CLI for assessing ML model security" data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div data-cmp-hook-tabs="tabitems" id="tabs-pill-bar-oc8dad_tab3" class="tab-panel fade " role="tabpanel" aria-labelledby="_tab3-tab" tabindex="3tabs-pill-bar-oc8dad" hidden> <div><div ocr-component-name="card-grid" data-component-id="44caf4f4684ffb74bce8d2eb8f53911a" class="card-grid row"> <div class="card-grid__card-promo col-md-12 col-lg-6"> <div ocr-component-name="card-promo" data-component-id="25bc6e473ad85cd256c79fe5bf159330" class="card-promo rounded-l depth-4"> <div class="card-promo__image"> <div ocr-component-name="media" data-component-id="9b002e252846bf14b532f40bd58c2fca" class="media"> <div ocr-component-name="image" data-component-id="9b002e252846bf14b532f40bd58c2fca" class="ocr-img media__asset"> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/4-Get-started-ai-320x530?resMode=sharp2&op_usm=1.5,0.65,15,0&wid=1000&hei=1656&qlt=100&fmt=png-alpha&fit=constrain" class=" " alt="A person is sitting at a desk working on a laptop, with a large computer screen in front displaying various system data" loading="lazy" data-oc="oc6602" id="image-oc6602"/> </div> </div> </div> <div class="card-promo__fg-content"> <div class="safe-area"></div> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h3>Microsoft Purview</h3> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h3>Microsoft Purview</h3> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Safeguard and manage the compliance of all your data for AI tools and systems. </div> </div> <div class="block-feature__footer"> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="btn btn--md " data-bi-ecn="Learn more" data-bi-ehn="Microsoft Purview" data-bi-tags="{"BiLinkName":"learnmore19"}" tabindex="0" data-bi-hn="Microsoft Purview" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" target="_self" data-bi-an="Tab_4_Manage" data-oc="oc393d" data-bi-ct="Card Button" id="action-oc393d" href="https://www.microsoft.com/en-us/security/business/microsoft-purview" data-bi-sn="1" aria-label="Learn more about Governing, protecting, and managing all your data with Microsoft Purview" data-bi-view="Get started | Featured tools and processes" data-isenvauthor="false"> <span class="btn__text">Learn more</span> </a> </div> </div> </div> </div> </div> </div></div> </div> <div class="card-grid__cards col-lg-18"> <div class="layout layout--cols-3"> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Confidential computing</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Confidential computing</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Increase data privacy and security surrounding business and consumer data by protecting data in use for AI. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Confidential computing" data-bi-tags="{"BiLinkName":"learnmore20"}" tabindex="0" data-bi-hn="Confidential computing" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" target="_blank" data-bi-an="Tab_4_Manage" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbd1" href="https://azure.microsoft.com/en-us/solutions/confidential-compute/" data-bi-sn="1" aria-label="Learn more about protecting your data with Azure Confidential Compute and advanced security capabilities" data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Microsoft Defender for Cloud</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Microsoft Defender for Cloud</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Proactively mitigate risks and identify threats to AI apps, from code to cloud, with comprehensive security. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Microsoft Defender for Cloud" data-bi-tags="{"BiLinkName":"learnmore21"}" tabindex="0" data-bi-hn="Microsoft Defender for Cloud" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" target="_blank" data-bi-an="Tab_4_Manage" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbd2" href="https://www.microsoft.com/en-us/security/business/cloud-security/microsoft-defender-cloud" data-bi-sn="2" aria-label="Learn more about Microsoft Defender for Cloud: a comprehensive solution for multicloud and hybrid security." data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Microsoft SEAL</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Microsoft SEAL</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Perform computations directly on encrypted data with this open-source homomorphic encryption library. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Microsoft SEAL" data-bi-tags="{"BiLinkName":"learnmore22"}" tabindex="0" data-bi-hn="Microsoft SEAL" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_4_Manage" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbd3" href="https://go.microsoft.com/fwlink/?linkid=2272807&clcid=0x409&culture=en-us&country=us" data-bi-sn="3" aria-label="Learn more about Microsoft SEAL, an easy-to-use and powerful homomorphic encryption library." data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Presidio</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Presidio</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Protect sensitive data with customizable, context-aware de-identification features for text and images. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Presidio" data-bi-tags="{"BiLinkName":"learnmore23"}" tabindex="0" data-bi-hn="Presidio" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" data-regenerate-fwlink="true" target="_blank" data-bi-an="Tab_4_Manage" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbd4" href="https://go.microsoft.com/fwlink/?linkid=2272459&clcid=0x409&culture=en-us&country=us" data-bi-sn="4" aria-label="Learn more about the context aware, pluggable and customizable data protection and de-identification SDK for text and images by Microsoft/presidio" data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div ocr-component-name="card" data-component-id="2da121e2913e674ad2851c7c98030a80" class="card h-100 rounded-l"> <div class="card__content"> <div ocr-component-name="block-feature" data-component-id="9290bbb697f35c37e989109584e9d258" class="block-feature d-flex align-items-start block-feature--xs"> <div class="block-feature__top d-flex flex-row align-items-start" data-en-title="<h4>Azure AI</h4> "> <div class="block-feature__headings d-flex flex-column align-items-start"> <div class="block-feature__eyebrow"> </div> <div class=" block-feature__title"> <div data-oc-token-text> <h4><span class="d-block h5">Azure AI</span></h4> </div> </div> </div> </div> <div class="block-feature__body d-flex flex-column align-items-start"> <div class=" base block-feature__paragraph"> <div data-oc-token-text> Responsibly build intelligent apps at enterprise scale with the Azure AI portfolio. </div> </div> </div> </div> <div ocr-component-name="block-slim" class="block-slim" data-component-id="b5cd651a36e54e9fc71a183b4ad18be8"> <div ocr-component-name="action" data-component-id="467e35e809075d121962a1d239c316b2" class="action d-contents"> <a class="link link-inline " data-bi-ecn="Learn more" data-bi-ehn="Azure AI" data-bi-tags="{"BiLinkName":"learnmore24"}" tabindex="0" data-bi-hn="Azure AI" data-bi-bhvr="231" data-bi-cn="Learn more" data-bi-compnm="Card Grid - Filtered" target="_blank" data-bi-an="Tab_4_Manage" data-oc="ocdb4a" data-bi-ct="Card Link" id="action-ocdbd5" href="https://azure.microsoft.com/en-us/solutions/ai/" data-bi-sn="5" aria-label="Learn more about creating applications with Azure AI for machine translation, conversational AI, and document processing." data-bi-view="Get started | Featured tools and processes"> <span class="link__text">Learn more</span> </a> </div> </div> </div> </div> </div> <div class="layout__col"> <div 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data-oc-token-text> <h3><span class="d-block h4">Swift innovates with Azure confidential computing to help secure global financial transactions</span></h3> </div> <div data-oc-token-text> See how Swift uses Azure AI to keep your financial data secure. </div> </div> <div class="testimonial-card__footer"> <div><div ocr-component-name="action-group" data-component-id="e44de352c999ca6efd7a58dc4a5d7a5b" class="button-group"> <a class="btn btn--md " data-bi-ecn="Read the story" data-bi-ehn="Swift innovates with Azure confidential computing to help secure global financial transactions" data-bi-tags="{"BiLinkName":"readthestory2"}" tabindex="0" data-bi-hn="Swift innovates with Azure confidential computing to help secure global financial transactions" data-bi-bhvr="231" data-bi-cn="Read the story" data-bi-compnm="Carousel" data-regenerate-fwlink="true" target="_blank" data-bi-an="Swift Logo" data-oc="oce4c8" data-bi-ct="Card Button" id="action-oce4c8" 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srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/Logo-Government-of-South-Australia-ai-420x180?resMode=sharp2&op_usm=1.5,0.65,15,0&wid=160&hei=69&qlt=100&fit=constrain, https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/Logo-Government-of-South-Australia-ai-420x180?resMode=sharp2&op_usm=1.5,0.65,15,0&wid=320&hei=138&qlt=100&fit=constrain 2x" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/Logo-Government-of-South-Australia-ai-420x180?resMode=sharp2&op_usm=1.5,0.65,15,0&wid=160&hei=69&qlt=100&fit=constrain" class=" " alt="Government of South Australia Logo" loading="lazy"/> </picture> </div> </div> </div> <div data-oc-token-text> <h3><span class="d-block h4">South Australia’s Department for Education is empowering students and teachers with AI in the classroom</span></h3> </div> <div data-oc-token-text> Learn how AI chatbots support creativity and critical thinking. </div> </div> <div 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