Open Data Collaboration and Sharing

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type="button" f-multi-parent="true" aria-expanded="false" data-m='{"id":"nn2c12c2c1c9c3m1r1a1","sN":2,"aN":"c12c2c1c9c3m1r1a1"}'>Entertainment</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-shellmenu_26-span"> <li class="js-nav-menu single-link" data-m='{"cN":"More_Entertainment_XboxGamePassUltimate_cont","cT":"Container","id":"c3c12c2c1c9c3m1r1a1","sN":3,"aN":"c12c2c1c9c3m1r1a1"}'> <a id="shellmenu_27" class="js-subm-uhf-nav-link" href="https://www.xbox.com/en-us/games/store/xbox-game-pass-ultimate/cfq7ttc0khs0?icid=CNavAllXboxGamePassUltimate" data-m='{"cN":"GlobalNav_More_Entertainment_XboxGamePassUltimate_nav","id":"n1c3c12c2c1c9c3m1r1a1","sN":1,"aN":"c3c12c2c1c9c3m1r1a1"}'>Xbox Game Pass Ultimate</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Entertainment_PC_Game_Pass_cont","cT":"Container","id":"c4c12c2c1c9c3m1r1a1","sN":4,"aN":"c12c2c1c9c3m1r1a1"}'> <a id="shellmenu_28" class="js-subm-uhf-nav-link" href="https://www.xbox.com/en-us/games/store/pc-game-pass/cfq7ttc0kgq8?icid=CNavAllPCGamePass" data-m='{"cN":"GlobalNav_More_Entertainment_PC_Game_Pass_nav","id":"n1c4c12c2c1c9c3m1r1a1","sN":1,"aN":"c4c12c2c1c9c3m1r1a1"}'>PC Game Pass</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Entertainment_XboxGames_cont","cT":"Container","id":"c5c12c2c1c9c3m1r1a1","sN":5,"aN":"c12c2c1c9c3m1r1a1"}'> <a id="shellmenu_29" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/store/b/xboxgames?icid=CNavGamesXboxGames" data-m='{"cN":"GlobalNav_More_Entertainment_XboxGames_nav","id":"n1c5c12c2c1c9c3m1r1a1","sN":1,"aN":"c5c12c2c1c9c3m1r1a1"}'>Xbox games</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"More_Entertainment_PCGames_cont","cT":"Container","id":"c6c12c2c1c9c3m1r1a1","sN":6,"aN":"c12c2c1c9c3m1r1a1"}'> <a id="shellmenu_30" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/store/games/windows?icid=CNavGamesWindowsGames" 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</div> <div class="card-foreground " data-automation-test-id="HighlightAlignment-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> <div class="container" data-automation-test-id="HighlightContainer-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> <div class="d-flex mt-md-n5 my-lg-5 " data-automation-test-id="HighlightFlexWrapper-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> <div class="w-100 w-lg-col-5 " data-automation-test-id="HighlightCardWrapper-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> <div class="card material-md-card px-g px-md-5 pt-4 pb-3 py-md-5 " data-automation-test-id="HighlightCard-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> <div id="card-body-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27" class="card-body " data-highlight-compname="Highlight" data-automation-test-id="HighlightCardBody-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> <div style="color:"> <h1 data-automation-test-id="HighlightCardHeading-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27" class=" h3 " id="HighlightCardHeading-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> Advancing open data </h1> </div> <div class="mb-4 " data-automation-test-id="HighlightDescription-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27"> Microsoft aims to close the data divide and help organizations of all sizes to realize the benefits of data and the new technologies it powers. </div> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Watch the open data opportunity video" data-bi-ecn="Watch the open data opportunity video" data-bi-ct="button" data-bi-pa="body" class=" btn btn-dark modal-trigger" data-target-uri="#modal02" data-bi-bhvr="0" data-automation-test-id="button1-highlight-7b59094c-0c6c-4bd7-83dc-fff03da93b27" data-original-text="Watch the open data opportunity video" role="button" data-target="#modal02" aria-label="Watch the open data opportunity video, opens in a new tab" target="_self" href="#modal02"> Watch the open data opportunity video </a> </div> 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imagesrcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-OpenData-Hero-D4S-1600x600:VP2-859x540" media="(max-width: 859px)" data-automation-test-id="EnableFetchPriorityImgSmall-highlight-11fb2d50-51c5-4034-bf16-07995886d01b"/> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-OpenData-Hero-D4S-1600x600:VP5-1920x600" media="(min-width: 1400px)" data-automation-test-id="HighlightImgSrcXLarge-highlight-11fb2d50-51c5-4034-bf16-07995886d01b"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-OpenData-Hero-D4S-1600x600:VP4-1399x600" media="(min-width: 1084px)" data-automation-test-id="HighlightImgSrcLarge-highlight-11fb2d50-51c5-4034-bf16-07995886d01b"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-OpenData-Hero-D4S-1600x600:VP3-1083x600" media="(min-width: 860px)" data-automation-test-id="HighlightImgSrcMedium-highlight-11fb2d50-51c5-4034-bf16-07995886d01b"/> <source 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data-automation-test-id="AreaheadingDesctext-areaheading-85836d10-2bde-43e2-b6e5-fb001596dad3"> Microsoft believes everyone can benefit with collaboration around open and available data. </div> </div> </div> </div> </div> </div> </div></div> <div class="layout-container responsivegrid my-4 aem-GridColumn aem-GridColumn--default--12" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uid968b heading-bg-color-layout-container-uid968b" data-automation-test-id="layout-container-uid968b"> <style data-automation-test-id="headingColor-layout-container-uid968b"> .heading-bg-color-layout-container-uid968b{ background-color: !important; } </style> <div class="container" id="layout-container-uid968b" data-componentName="layout-container-uid968b"> <div class="content-card carouselbase carousel aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script 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clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://blogs.microsoft.com/on-the-issues/2023/02/16/responsible-ai-ip-principles-future-innovation/" data-bi-ecN="Learn how we’re making intellectual property a force enabler" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Enable open innovation" data-bi-bhvr="0" data-bi-hN="Enable open innovation" data-bi-compNm="Content card vertical 3 up - noDepth" data-bi-cN="Learn how we’re making intellectual property a force enabler"> <picture> <source media="(min-width: 1400px)"/> <source srcset=" " media="(min-width: 1084px)"/> <source media="(min-width: 860px)"/> <source media="(min-width: 540px)"/> <img loading="lazy" class="card-img" alt/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Enable open innovation </h3> <div> We’re working to promote open innovation and data governance approaches that empower data users and providers to collaborate and create value. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Learn how we’re making intellectual property a force enabler" data-bi-ecn="Learn how we’re making intellectual property a force enabler" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://blogs.microsoft.com/on-the-issues/2023/02/16/responsible-ai-ip-principles-future-innovation/" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Enable open innovation" data-bi-hn="Enable open innovation" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Learn how we’re making intellectual property a force enabler" role=" " aria-label="Learn how we’re making intellectual property a force enabler on the Microsoft on the Issues blog, opens in a new tab" target="_blank" href="https://blogs.microsoft.com/on-the-issues/2023/02/16/responsible-ai-ip-principles-future-innovation/"> Learn how we’re making intellectual property a force 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class="card-img" alt/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Build partnerships for greater impact </h3> <div> We believe success requires partners—industry, government, and civil society around the world. Together, we promote greater access to data to benefit society and bridge the data gap. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="About the Open Data Institute" data-bi-ecn="About the Open Data Institute" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://theodi.org/project/microsoft-and-the-odi-helping-bridge-the-data-divide" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Build partnerships for greater impact" data-bi-hn="Build partnerships for greater impact" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="About the Open Data Institute" role=" " aria-label="Read about the Open Data Institute, opens in a new tab" target="_blank" href="https://theodi.org/project/microsoft-and-the-odi-helping-bridge-the-data-divide"> About the Open Data Institute <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Explore the Open Data Policy Lab" data-bi-ecn="Explore the Open Data Policy Lab" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://opendatapolicylab.org/" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Build partnerships for greater impact" data-bi-hn="Build partnerships for greater impact" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore the Open Data Policy Lab" role=" " aria-label="Explore the Open Data Policy Lab, opens in a new tab" target="_blank" href="https://opendatapolicylab.org/"> Explore the Open Data Policy Lab <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Make data sharing easier" data-bi-bhvr="0" data-bi-hN="Make data sharing easier" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source media="(min-width: 1400px)"/> <source srcset=" " media="(min-width: 1084px)"/> <source media="(min-width: 860px)"/> <source media="(min-width: 540px)"/> <img loading="lazy" class="card-img" alt/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Make data sharing easier </h3> <div> We're committed to investing in the essential assets that will make data sharing easier, including the necessary tools; frameworks; and templates. This is especially important when it comes to opening and collaborating around data to solve important societal issues. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore the Data for Society resource center" data-bi-ecn="Explore the Data for Society resource center" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://microsoft.github.io/data-for-society" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Make data sharing easier" data-bi-hn="Make data sharing easier" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore the Data for Society resource center" role=" " aria-label="Explore the Data for Society resource center, opens in a new tab" target="_blank" href="https://microsoft.github.io/data-for-society"> Explore the Data for Society resource center <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read the Open Data for Social Impact Framework" data-bi-ecn="Read the Open Data for Social Impact Framework" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://aka.ms/ODSIFramework" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Make data sharing easier" data-bi-hn="Make data sharing easier" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read the Open Data for Social Impact Framework" role=" " aria-label="Read the Open Data for Social Impact Framework, opens in a new tab" target="_blank" href="https://aka.ms/ODSIFramework"> Read the Open Data for Social Impact Framework <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" 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</div></div> <div class="layout-container responsivegrid my-4 aem-GridColumn aem-GridColumn--default--12" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uid0481 heading-bg-color-layout-container-uid0481" data-automation-test-id="layout-container-uid0481"> <style data-automation-test-id="headingColor-layout-container-uid0481"> .heading-bg-color-layout-container-uid0481{ background-color: !important; } </style> <div class="container" id="layout-container-uid0481" data-componentName="layout-container-uid0481"> <div class="areaheading dynamic-price-container aem-GridColumn aem-GridColumn--default--12" data-component-id="60bf9066c3eebdbf5a6e3f039c9b54ab">  <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/areaheading/v1/areaheading/clientlibs/site.min.ACSHASH6fc8affca0d3b2c5bdc78e27c9425bce.js" defer></script> <div id="areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf" data-componentName="areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf" class="area-heading text-md-center " data-automation-test-id="Areaheading-areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf" style="background-color: null"> <div class="row"> <div class="col-12 col-md-8 mx-auto" data-automation-test-id="AreaheadingHeadingText-areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf" style="color:"> <h2 data-automation-test-id="heading-areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf" class="component-heading h1 " id="heading-areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf"> <p>Accelerating access to data</p> </h2> </div> <div class="col-12 col-md-8 col-xl-6 mx-auto" data-automation-test-id="AreaheadingSubtext-areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf"> <div class=" " data-automation-test-id="AreaheadingDesctext-areaheading-4c52debd-b09f-48f0-b1a3-2bc1db62c8cf"> Access to data is a big challenge. We partner with industry and open data leaders to advance open data access and private sector data sharing for societal benefit. </div> </div> </div> </div> </div> </div> </div></div> <div class="layout-container responsivegrid mb-4 mt-4 aem-GridColumn aem-GridColumn--default--12" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uidd2ae heading-bg-color-layout-container-uidd2ae" data-automation-test-id="layout-container-uidd2ae"> <style data-automation-test-id="headingColor-layout-container-uidd2ae"> .heading-bg-color-layout-container-uidd2ae{ background-color: !important; } </style> <div class="container" id="layout-container-uidd2ae" data-componentName="layout-container-uidd2ae"> <div class="content-card carouselbase carousel aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" 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https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes3UP-Item2-570x570-V1?wid=570&hei=570" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes3UP-Item2-570x570-V1?wid=570&hei=570" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes3UP-Item2-570x570-V1?wid=570&hei=570" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes3UP-Item2-570x570-V1?wid=570&hei=570" loading="lazy" class="card-img" alt="Line drawing of a neighborhood connected to a cloud with lines."/> </picture>  <div class="card-body px-4 pt-4"> <h3 class="component-heading h5 "> The open data opportunity </h3> <div> The importance behind data sharing explained. </div> </div> <div class="card-footer pt-3 px-4 pb-4"> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Watch the video" data-bi-ecn="Watch the video" data-bi-ct="cta" data-bi-pa="body" class=" cta modal-trigger" data-target-uri="#modal02" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes3UP-Item2-570x570-V1?wid=570&hei=570" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="The open data opportunity" data-bi-hn="The open data opportunity" data-bi-compnm="Content card vertical 3 up - depth" data-original-text="Watch the video" role="button" data-target="#modal02" aria-label="Watch the Open Data Opportunity video, opens in a new tab" target="_self" href="#modal02"> Watch the video <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" 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https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes-570x570-V1?wid=570&hei=570" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes-570x570-V1?wid=570&hei=570" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes-570x570-V1?wid=570&hei=570" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes-570x570-V1?wid=570&hei=570" loading="lazy" class="card-img" alt="Aerial view of people walking on a street."/> </picture>  <div class="card-body px-4 pt-4"> <h3 class="component-heading h5 "> Industry Data for Society Partnership </h3> <div> Working across industry to make private sector data more open and accessible for societal good. </div> </div> <div class="card-footer pt-3 px-4 pb-4"> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Learn about the partnership" data-bi-ecn="Learn about the partnership" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.industrydataforsociety.com/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-Panes-570x570-V1?wid=570&hei=570" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Industry Data for Society Partnership" data-bi-hn="Industry Data for Society Partnership" data-bi-compnm="Content card vertical 3 up - depth" data-original-text="Learn about the partnership" role=" " aria-label="Learn about the Industry Data for Society partnership, opens in a new tab" target="_blank" href="https://www.industrydataforsociety.com/"> Learn about the partnership <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" 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srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/2023Report-IndustryDataforSocietyPartnership-570 X 570?wid=570&hei=570" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/2023Report-IndustryDataforSocietyPartnership-570 X 570?wid=570&hei=570" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/2023Report-IndustryDataforSocietyPartnership-570 X 570?wid=570&hei=570" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/2023Report-IndustryDataforSocietyPartnership-570 X 570?wid=570&hei=570" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/2023Report-IndustryDataforSocietyPartnership-570%20X%20570?wid=570&hei=570" loading="lazy" class="card-img" alt="Cover of the Industry Data for Society Partnership 2023 Year in Review Report"/> </picture>  <div class="card-body px-4 pt-4"> <h3 class="component-heading h5 "> 2023 Year in Review </h3> <div> Learn about the Industry Data for Society Partnership’s progress on advancing access to data to tackle societal challenges. </div> </div> <div class="card-footer pt-3 px-4 pb-4"> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="View the 2023 Report" data-bi-ecn="View the 2023 Report" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.industrydataforsociety.com/year-in-review-2023/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/2023Report-IndustryDataforSocietyPartnership-570 X 570?wid=570&hei=570" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="2023 Year in Review" data-bi-hn="2023 Year in Review" data-bi-compnm="Content card vertical 3 up - depth" data-original-text="View the 2023 Report" role=" " aria-label="View the 2023 Report for Industry Data for Society Partnerships, opens in a new tab" 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aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card/v1/content-card/clientlibs/site.min.ACSHASH92ba1cb9da3dd68605f38095fc34ba98.js" defer></script> <section id="content-card-40ec77f4-3e83-4fa1-9745-4a0ce14c354" data-componentName="content-card-40ec77f4-3e83-4fa1-9745-4a0ce14c354"> <div class="row row-cols-1 row-cols-sm-2 row-cols-lg-4"> <div class="col mb-5 mb-lg-0 " clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://github.com/microsoft/banknote-net" data-bi-ecN="Explore BankNote-Net on GitHub" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="BankNote-Net" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="BankNote-Net" data-bi-compNm="Content card vertical 4 up - noDepth" data-bi-cN="Explore BankNote-Net on GitHub"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Colorful banknotes from different countries."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> BankNote-Net </h3> <div> Worldwide millions of people have low or no vision. BankNote-Net was created as an open dataset for assistive universal currency recognition to help with daily tasks such as currency recognition. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore BankNote-Net on GitHub" data-bi-ecn="Explore BankNote-Net on GitHub" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/microsoft/banknote-net" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-BankNote?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="BankNote-Net" data-bi-hn="BankNote-Net" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore BankNote-Net on GitHub" role=" " aria-label="Explore BankNote-Net on GitHub, opens in a new tab" target="_blank" href="https://github.com/microsoft/banknote-net"> Explore BankNote-Net on GitHub <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-lg-0 " clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://github.com/microsoft/USBroadbandUsagePercentages" data-bi-ecN="Explore broadband data on Github" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="United States broadband usage dataset" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="United States broadband usage dataset" data-bi-compNm="Content card vertical 4 up - noDepth" data-bi-cN="Explore broadband data on Github"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Map of the United States color coded by broadband usage per county."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> United States broadband usage dataset </h3> <div> Broadband internet access is critical to providing communities with education, employment, and telecare. The broadband usage percentages dataset shows broadband access at the US county-level to help address gaps in service availability. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore broadband data on Github" data-bi-ecn="Explore broadband data on Github" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/microsoft/USBroadbandUsagePercentages" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-up-Broadband-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="United States broadband usage dataset" data-bi-hn="United States broadband usage dataset" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore broadband data on Github" role=" " aria-label="Explore broadband data on Github, opens in a new tab" target="_blank" href="https://github.com/microsoft/USBroadbandUsagePercentages"> Explore broadband data on Github <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-sm-0" clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://www.microsoft.com/en-us/research/project/ms-asl/" data-bi-ecN="Explore the ASL project" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="MS-ASL American Sign Language (ASL) dataset" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="MS-ASL American Sign Language (ASL) dataset" data-bi-compNm="Content card vertical 4 up - noDepth" data-bi-cN="Explore the ASL project"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Two young woman speak in sign language."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> MS-ASL American Sign Language (ASL) dataset </h3> <div> In the US, over 500,000 people use ASL for communication. This ASL dataset of over 25,000 annotated videos with sign and action recognition can help researchers build machine learning models to advance sign language recognition. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore the ASL project" data-bi-ecn="Explore the ASL project" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/project/ms-asl/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-MS-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="MS-ASL American Sign Language (ASL) dataset" data-bi-hn="MS-ASL American Sign Language (ASL) dataset" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore the ASL project" role=" " aria-label="Explore the American Sign Language project dataset on the Microsoft Research site, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/project/ms-asl/"> Explore the ASL project <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col " clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://www.microsoft.com/en-us/research/project/toward-realistic-hands-gesture-interface-keeping-it-simple-for-developers-and-machines/" data-bi-ecN="Explore the hand gestures project" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Tagged hands dataset" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="Tagged hands dataset" data-bi-compNm="Content card vertical 4 up - noDepth" data-bi-cN="Explore the hand gestures project"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Images of hands in different positions shown on a monitor."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Tagged hands dataset </h3> <div> Development of a rich hand-gesture-based interface is currently a tedious process. This dataset of 3,500 labeled depth frames of various hand poses and 140 gesture clips helps enable easy development of a gesture-based interface. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore the hand gestures project" data-bi-ecn="Explore the hand gestures project" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/project/toward-realistic-hands-gesture-interface-keeping-it-simple-for-developers-and-machines/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Taggedhands-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Tagged hands dataset" data-bi-hn="Tagged hands dataset" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore the hand gestures project" role=" " aria-label="Explore the hand gestures project on the Microsoft Research site, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/project/toward-realistic-hands-gesture-interface-keeping-it-simple-for-developers-and-machines/"> Explore the hand gestures project <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> </div> </section> </div> <div class="content-card carouselbase carousel aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card/v1/content-card/clientlibs/site.min.ACSHASH92ba1cb9da3dd68605f38095fc34ba98.js" defer></script> <section id="content-card-5048295b-8c80-4c8a-87a4-fc48be77fdc" data-componentName="content-card-5048295b-8c80-4c8a-87a4-fc48be77fdc"> <div class="row row-cols-1 row-cols-sm-2 row-cols-lg-4"> <div class="col mb-5 mb-lg-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Generative Neural Visual Artist (GeNeVA)" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="Generative Neural Visual Artist (GeNeVA)" data-bi-compNm="Content card vertical 4 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Collage of drawings developing progressively."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Generative Neural Visual Artist (GeNeVA) </h3> <div> Intelligent systems can generate images and video for a range of applications, from education to accessibility. This dataset has sequences of images, associated instructions and linguistic feedback, and a modified version of the Compositional Language and Elementary Visual Reasoning (CLEVR) dataset. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore the GeNeVA project" data-bi-ecn="Explore the GeNeVA project" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/project/generative-neural-visual-artist-geneva/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Generative Neural Visual Artist (GeNeVA)" data-bi-hn="Generative Neural Visual Artist (GeNeVA)" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore the GeNeVA project" role=" " aria-label="Explore the GeNeVA project on the Microsoft Research site, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/project/generative-neural-visual-artist-geneva/"> Explore the GeNeVA project <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read GeNeVA publication" data-bi-ecn="Read GeNeVA publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://arxiv.org/pdf/1811.09845.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Collage-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Generative Neural Visual Artist (GeNeVA)" data-bi-hn="Generative Neural Visual Artist (GeNeVA)" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Read GeNeVA publication" role=" " aria-label="Read GeNeVA publication PDF, opens in a new tab" target="_blank" href="https://arxiv.org/pdf/1811.09845.pdf"> Read GeNeVA publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-lg-0 " clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://www.microsoft.com/en-us/research/wp-content/uploads/2017/04/riche-chi2017.pdf" data-bi-ecN="Read pen use publication" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Learning from analog pen use to improve digital ink experiences" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="Learning from analog pen use to improve digital ink experiences" data-bi-compNm="Content card vertical 4 up - noDepth" data-bi-cN="Read pen use publication"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Collection of colorful pens on a shelf."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Learning from analog pen use to improve digital ink experiences </h3> <div> To help researchers understand the gaps between analog versus digital pens and improve digital experiences, this dataset contains 493 entries of a diary study with 26 participants using analog pens and 178 entries from 30 participants using digital pens. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Read pen use publication" data-bi-ecn="Read pen use publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/wp-content/uploads/2017/04/riche-chi2017.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Colorful-pens-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Learning from analog pen use to improve digital ink experiences" data-bi-hn="Learning from analog pen use to improve digital ink experiences" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Read pen use publication" role=" " aria-label="Read pen use publication PDF on Microsoft Research, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/wp-content/uploads/2017/04/riche-chi2017.pdf"> Read pen use publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-sm-0" clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Microsoft Machine Reading Comprehension (MS MARCO)" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="Microsoft Machine Reading Comprehension (MS MARCO)" data-bi-compNm="Content card vertical 4 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Collage of colorful question marks on speech bubbles."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Microsoft Machine Reading Comprehension (MS MARCO) </h3> <div> AI and automated assistants need strong machine reading comprehension (MRC) and question answering (QA) capabilities to understand real-world dialog. This dataset contains 1,010,916 questions and 182,669 answers to improve QA and MRC. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore the MS MARCO project" data-bi-ecn="Explore the MS MARCO project" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/project/machine-reading-comprehension/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Microsoft Machine Reading Comprehension (MS MARCO)" data-bi-hn="Microsoft Machine Reading Comprehension (MS MARCO)" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore the MS MARCO project" role=" " aria-label="Explore the Microsoft Machine Reading Comprehension project on the Microsoft Research site, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/project/machine-reading-comprehension/"> Explore the MS MARCO project <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read MS MARCO publication" data-bi-ecn="Read MS MARCO publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://arxiv.org/pdf/1611.09268.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Speech-bubble-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Microsoft Machine Reading Comprehension (MS MARCO)" data-bi-hn="Microsoft Machine Reading Comprehension (MS MARCO)" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Read MS MARCO publication" role=" " aria-label="Read the Microsoft Machine Reading Comprehension publication PDF, opens in a new tab" target="_blank" href="https://arxiv.org/pdf/1611.09268.pdf"> Read MS MARCO publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col " clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://github.com/MeganMO/Microsoft_Online_Experiences--TeenAge_Girls_and_Women_Data" data-bi-ecN="Explore gender equality dataset on GitHub" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Digital Civility Gender Equality Dataset" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=515&hei=293&fit=crop" data-bi-bhvr="0" data-bi-hN="Digital Civility Gender Equality Dataset" data-bi-compNm="Content card vertical 4 up - noDepth" data-bi-cN="Explore gender equality dataset on GitHub"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=380&hei=213&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=297&hei=167&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=517&hei=293&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=406&hei=230&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=406&hei=230&fit=crop" loading="lazy" class="card-img" alt="Graphic of "Online risks experienced vary by gender: Total, 2016-2021 average"."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Digital Civility Gender Equality Dataset </h3> <div> Microsoft recognizes the importance of advocating for and advancing the release of gender disaggregated data to realize gender equality and to close the data divide. This dataset can be leverage by researchers and organizations to advance better gender data policies and solutions. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore gender equality dataset on GitHub" data-bi-ecn="Explore gender equality dataset on GitHub" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/MeganMO/Microsoft_Online_Experiences--TeenAge_Girls_and_Women_Data" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-Risksbygender-740x417?wid=515&hei=293&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Digital Civility Gender Equality Dataset" data-bi-hn="Digital Civility Gender Equality Dataset" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Explore gender equality dataset on GitHub" role=" " aria-label="Explore gender equality dataset on GitHub, opens in a new tab" target="_blank" href="https://github.com/MeganMO/Microsoft_Online_Experiences--TeenAge_Girls_and_Women_Data"> Explore gender equality dataset on GitHub <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> </div> </section> </div> </div> </div></div> </div> <div role="tabpanel" tabindex="0" class="tab-panel fade cmp-tabs__tabpanel" data-cmp-hook-tabs="tabpanel" id="Sustainability" aria-labelledby="Sustainability" data-automation-test-id="StickyTabPanelItem1-db89040e-39c0-4c8c-b4ed-26fa4b436caf"><div class="layout-container responsivegrid" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uid4183 heading-bg-color-layout-container-uid4183" data-automation-test-id="layout-container-uid4183"> <style data-automation-test-id="headingColor-layout-container-uid4183"> .heading-bg-color-layout-container-uid4183{ background-color: !important; } </style> <div class="container" id="layout-container-uid4183" data-componentName="layout-container-uid4183"> <div class="content-card carouselbase carousel mb-3 aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card/v1/content-card/clientlibs/site.min.ACSHASH92ba1cb9da3dd68605f38095fc34ba98.js" defer></script> <section id="content-card-7379d42d-667b-486e-914e-c3128bea71d" data-componentName="content-card-7379d42d-667b-486e-914e-c3128bea71d"> <div class="row row-cols-1 row-cols-md-3 "> <div class="col mb-5 mb-md-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Solar farms mapping" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="Solar farms mapping" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="Field with rows of solar panels."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Solar farms mapping </h3> <div> The solar farms mapping data can help researchers identify factors driving land suitability for solar projects and help public agencies better plan siting of solar energy development in India. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore solar farms on GitHub" data-bi-ecn="Explore solar farms on GitHub" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/microsoft/solar-farms-mapping" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Solar farms mapping" data-bi-hn="Solar farms mapping" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore solar farms on GitHub" role=" " aria-label="Explore solar farms on GitHub, opens in a new tab" target="_blank" href="https://github.com/microsoft/solar-farms-mapping"> Explore solar farms on GitHub <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read solar farms publication" data-bi-ecn="Read solar farms publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://arxiv.org/abs/2202.01340" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-2-Up-Solar-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Solar farms mapping" data-bi-hn="Solar farms mapping" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read solar farms publication" role=" " aria-label="Read solar farms publication PDF, opens in a new tab" target="_blank" href="https://arxiv.org/abs/2202.01340"> Read solar farms publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-md-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="HKH glacier mapping" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="HKH glacier mapping" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="Aerial view of glaciers."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> HKH glacier mapping </h3> <div> Glacier mapping is key to ecological monitoring in the Hindu Kush Himalaya (HKH) region, climate change poses a risk to those dependent on the health of glacier ecosystems. The (HKH) glacier mapping dataset includes imagery with locations of glaciers. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore on glacier mapping LILA BC" data-bi-ecn="Explore on glacier mapping LILA BC" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://lila.science/datasets/hkh-glacier-mapping" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="HKH glacier mapping" data-bi-hn="HKH glacier mapping" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore on glacier mapping LILA BC" role=" " aria-label="Explore on glacier mapping project on the Labeled Information Library of Alexandria, Biology and Conservation site, opens in a new tab" target="_blank" href="https://lila.science/datasets/hkh-glacier-mapping"> Explore on glacier mapping LILA BC <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read HKH glacier publication" data-bi-ecn="Read HKH glacier publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://arxiv.org/abs/2012.05013" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-HIK-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="HKH glacier mapping" data-bi-hn="HKH glacier mapping" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read HKH glacier publication" role=" " aria-label="Read the Machine Learning for Glacier Monitoring in the Hindu Kush Himalaya publication opens in a new tab" target="_blank" href="https://arxiv.org/abs/2012.05013"> Read HKH glacier publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Chesapeake land cover" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="Chesapeake land cover" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="Satellite view of a city with color coding to show land cover."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Chesapeake land cover </h3> <div> The Chesapeake Conservancy created a landcover dataset for conservation efforts, this same data containing high-resolution aerial imagery and land cover labels can be used to train ML models to map an even wider area of land cover. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore Chesapeake land cover data on LILA BC" data-bi-ecn="Explore Chesapeake land cover data on LILA BC" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://lila.science/datasets/chesapeakelandcover" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Chesapeake land cover" data-bi-hn="Chesapeake land cover" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore Chesapeake land cover data on LILA BC" role=" " aria-label="Explore Chesapeake land cover data on Labeled Information Library of Alexandria, Biology and Conservation site, opens in a new tab" target="_blank" href="https://lila.science/datasets/chesapeakelandcover"> Explore Chesapeake land cover data on LILA BC <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read land cover publication" data-bi-ecn="Read land cover publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.cais.usc.edu/wp-content/uploads/2019/04/cvpr2019-land-cover-mapping.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-3Up-Chesapeake-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Chesapeake land cover" data-bi-hn="Chesapeake land cover" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read land cover publication" role=" " aria-label="Read the Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data publication PDF, opens in a new tab" target="_blank" href="https://www.cais.usc.edu/wp-content/uploads/2019/04/cvpr2019-land-cover-mapping.pdf"> Read land cover publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> </div> </section> </div> <div class="content-card carouselbase carousel aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card/v1/content-card/clientlibs/site.min.ACSHASH92ba1cb9da3dd68605f38095fc34ba98.js" defer></script> <section id="content-card-98d771e8-94f4-4220-a6c8-06ab717a691" data-componentName="content-card-98d771e8-94f4-4220-a6c8-06ab717a691"> <div class="row row-cols-1 row-cols-md-3 "> <div class="col mb-5 mb-md-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Concentrated Animal Feeding Operations (CAFO)" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="Concentrated Animal Feeding Operations (CAFO)" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="Barn in a field against a blue sky."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Concentrated Animal Feeding Operations (CAFO) </h3> <div> The poultry CAFO GitHub repository contains US-wide datasets of predicted poultry barn locations to help researchers identify CAFOs for conservation groups to address water and air quality issues. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore CAFO data on GitHub" data-bi-ecn="Explore CAFO data on GitHub" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/microsoft/poultry-cafos" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Concentrated Animal Feeding Operations (CAFO)" data-bi-hn="Concentrated Animal Feeding Operations (CAFO)" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore CAFO data on GitHub" role=" " aria-label="Explore Concentrated Animal Feeding Operations data on GitHub, opens in a new tab" target="_blank" href="https://github.com/microsoft/poultry-cafos"> Explore CAFO data on GitHub <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read CAFO publication" data-bi-ecn="Read CAFO publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://arxiv.org/pdf/2112.10988.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/RWSKce?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Concentrated Animal Feeding Operations (CAFO)" data-bi-hn="Concentrated Animal Feeding Operations (CAFO)" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read CAFO publication" role=" " aria-label="Read Concentrated Animal Feeding Operations publication PDF, opens in a new tab" target="_blank" href="https://arxiv.org/pdf/2112.10988.pdf"> Read CAFO publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-md-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="TorchGeo" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Technical-Resources-CP-XboxWirelessController-Gears5KaitDiazLimitedEdition-UP-Classifying-Land-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="TorchGeo" data-bi-compNm="Content card vertical 3 up - 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noDepth" data-original-text="Explore TorchGeo on GitHub" role=" " aria-label="Explore TorchGeo on GitHub, opens in a new tab" target="_blank" href="https://github.com/microsoft/torchgeo"> Explore TorchGeo on GitHub <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read TorchGeo publication" data-bi-ecn="Read TorchGeo publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://arxiv.org/pdf/2111.08872.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Technical-Resources-CP-XboxWirelessController-Gears5KaitDiazLimitedEdition-UP-Classifying-Land-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="TorchGeo" data-bi-hn="TorchGeo" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read TorchGeo publication" role=" " aria-label="Read TorchGeo publication PDF, opens in a new tab" target="_blank" href="https://arxiv.org/pdf/2111.08872.pdf"> Read TorchGeo publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> </div> </section> </div> </div> </div></div> </div> <div role="tabpanel" tabindex="0" class="tab-panel fade cmp-tabs__tabpanel" data-cmp-hook-tabs="tabpanel" id="Health" aria-labelledby="Health" data-automation-test-id="StickyTabPanelItem2-db89040e-39c0-4c8c-b4ed-26fa4b436caf"><div class="layout-container responsivegrid" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uidf8ae heading-bg-color-layout-container-uidf8ae" data-automation-test-id="layout-container-uidf8ae"> <style data-automation-test-id="headingColor-layout-container-uidf8ae"> .heading-bg-color-layout-container-uidf8ae{ background-color: !important; } </style> <div class="container" id="layout-container-uidf8ae" data-componentName="layout-container-uidf8ae"> <div class="content-card carouselbase carousel aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card/v1/content-card/clientlibs/site.min.ACSHASH92ba1cb9da3dd68605f38095fc34ba98.js" defer></script> <section id="content-card-38d3042b-372b-4315-8100-518aaacad8d" data-componentName="content-card-38d3042b-372b-4315-8100-518aaacad8d"> <div class="row row-cols-1 row-cols-md-3 "> <div class="col mb-5 mb-md-0 " clickgroup-telemetry-enabled> <div class="card " data-target-uri="https://docs.microsoft.com/en-us/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage" data-bi-ecN="Explore Bing COVID-19 data" data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Bing COVID-19 data" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="Bing COVID-19 data" data-bi-compNm="Content card vertical 3 up - noDepth" data-bi-cN="Explore Bing COVID-19 data"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="World map showing spread analysis by country/region.."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Bing COVID-19 data </h3> <div> Bing COVID-19 data includes confirmed, fatal, and recovered cases from all regions, updated daily from multiple reliable sources. This data is reflected in the Bing COVID-19 Tracker. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore Bing COVID-19 data" data-bi-ecn="Explore Bing COVID-19 data" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://docs.microsoft.com/en-us/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-Map-CP-Spread-Analysis-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Bing COVID-19 data" data-bi-hn="Bing COVID-19 data" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore Bing COVID-19 data" role=" " aria-label="Explore Bing COVID-19 data on Microsoft Learn, opens in a new tab" target="_blank" href="https://docs.microsoft.com/en-us/azure/open-datasets/dataset-bing-covid-19?tabs=azure-storage"> Explore Bing COVID-19 data <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-md-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="NCI-PID-PubMed Genomics KB" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="NCI-PID-PubMed Genomics KB" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="Scientist holding DNA gel in laboratory."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> NCI-PID-PubMed Genomics KB </h3> <div> NCI-PID-PubMed Genomics Knowledge Base Completion Dataset is derived from the National Cancer Institute Pathway Interaction Database, and contains textual mentions extracted from cooccurring pairs of genes in PubMed abstracts, to help support the cancer research community and others interested in cellular pathways. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore the NCI-PID data" data-bi-ecn="Explore the NCI-PID data" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://aka.ms/NCI-PID-Data" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="NCI-PID-PubMed Genomics KB" data-bi-hn="NCI-PID-PubMed Genomics KB" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore the NCI-PID data" role=" " aria-label="Explore the National Cancer Institute - Pathway Interaction Database data on the Microsoft Research site, opens in a new tab" target="_blank" href="https://aka.ms/NCI-PID-Data"> Explore the NCI-PID data <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read NCI-PID publication" data-bi-ecn="Read NCI-PID publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://aclanthology.org/P16-1136/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-D4S-NCI-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="NCI-PID-PubMed Genomics KB" data-bi-hn="NCI-PID-PubMed Genomics KB" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read NCI-PID publication" role=" " aria-label="Read NCI-PID publication PDF, opens in a new tab" target="_blank" href="https://aclanthology.org/P16-1136/"> Read NCI-PID publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="Exercise recognition from wearable sensors" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=517&hei=291&fit=crop" data-bi-bhvr="0" data-bi-hN="Exercise recognition from wearable sensors" data-bi-compNm="Content card vertical 3 up - noDepth"> <picture> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=517&hei=291&fit=crop" media="(min-width: 1400px)"/> <source srcset=" https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=404&hei=228&fit=crop" media="(min-width: 1084px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=337&hei=190&fit=crop" media="(min-width: 860px)"/> <source srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=834&hei=470&fit=crop" media="(min-width: 540px)"/> <img src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=834&hei=470&fit=crop" loading="lazy" class="card-img" alt="Athletes working out inside and outside a gym."/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> Exercise recognition from wearable sensors </h3> <div> Exercise is an important part of maintaining good health. This data set contains accelerometer and gyroscope recordings from over 200 participants performing various gym exercises that can be leveraged by researchers developing exercise devices. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Explore exercise data project" data-bi-ecn="Explore exercise data project" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/project/workout/" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="Exercise recognition from wearable sensors" data-bi-hn="Exercise recognition from wearable sensors" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Explore exercise data project" role=" " aria-label="Explore exercise data project on the Microsoft Research site, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/project/workout/"> Explore exercise data project <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Read exercise data publication" data-bi-ecn="Read exercise data publication" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.microsoft.com/en-us/research/wp-content/uploads/2016/11/Morris_Workout_CHI_2014.pdf" data-bi-bhvr="0" data-bi-assetid="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/AI-DFS-CP-Athletes-740x417?wid=517&hei=291&fit=crop" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="Exercise recognition from wearable sensors" data-bi-hn="Exercise recognition from wearable sensors" data-bi-compnm="Content card vertical 3 up - noDepth" data-original-text="Read exercise data publication" role=" " aria-label="Read exercise data publication PDF, opens in a new tab" target="_blank" href="https://www.microsoft.com/en-us/research/wp-content/uploads/2016/11/Morris_Workout_CHI_2014.pdf"> Read exercise data publication <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> </div> </section> </div> </div> </div></div> </div> </div> <a class="btn btn-link sr-only-focusable" data-focus="back-to-tabs" data-automation-test-id="StickyTabContentItemBackToTabs-db89040e-39c0-4c8c-b4ed-26fa4b436caf">Back to tabs</a> </div> </div> </div> </div> <script 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data-automation-test-id="FeatureImageSourcesmXLargeImageLazyLoad-feature-7790d469-2539-4c32-b14b-44c1cdee92df" srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-FeatureStandard-NonprofitHub-1040x585-V1:VP5-800x450" media="(min-width: 1400px)"/> <source data-automation-test-id="FeatureImageSourcesmLargeImageLazyLoad-feature-7790d469-2539-4c32-b14b-44c1cdee92df" srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-FeatureStandard-NonprofitHub-1040x585-V1:VP4-630x449" media="(min-width: 1084px)"/> <source data-automation-test-id="FeatureImageSourcesmXLargeImageLazyLoad-feature-7790d469-2539-4c32-b14b-44c1cdee92df" srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-FeatureStandard-NonprofitHub-1040x585-V1:VP3-530x397" media="(min-width: 860px)"/> <source data-automation-test-id="FeatureImageSourcesmSmallImageLazyLoad-feature-7790d469-2539-4c32-b14b-44c1cdee92df" srcset="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-FeatureStandard-NonprofitHub-1040x585-V1:VP2-859x557" media="(min-width: 540px)"/> <img data-automation-test-id="FeatureImgImageLazyLoad-feature-7790d469-2539-4c32-b14b-44c1cdee92df" src="https://cdn-dynmedia-1.microsoft.com/is/image/microsoftcorp/CSR-ODC-FeatureStandard-NonprofitHub-1040x585-V1:VP1-539x349" loading="lazy" class="card-img img-object-cover" alt="Two people in a conference room talk in front of a laptop."/> </picture> </div> <div class="d-flex col-md order-last " data-automation-test-id="FeatureBaseDivDflex-feature-7790d469-2539-4c32-b14b-44c1cdee92df"> <div class="card-body align-self-center p-4 p-md-5" data-automation-test-id="FeatureBodyDiv-feature-7790d469-2539-4c32-b14b-44c1cdee92df"> <h2 data-automation-test-id="heading-feature-7790d469-2539-4c32-b14b-44c1cdee92df" class="component-heading h1 " id="heading-feature-7790d469-2539-4c32-b14b-44c1cdee92df"> Microsoft Nonprofit Innovation Hub </h2> <div data-automation-test-id="FeatureBodyText-feature-7790d469-2539-4c32-b14b-44c1cdee92df" class="mb-3 "> The Nonprofit Innovation Hub is an open-source GitHub repository with lightweight solutions that enable nonprofits to innovate. </div> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Check out the repository" data-bi-ecn="Check out the repository" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/microsoft/Nonprofits" data-bi-bhvr="0" data-automation-test-id="cta1-" data-bi-ehn="Microsoft Nonprofit Innovation Hub" data-bi-hn="Microsoft Nonprofit Innovation Hub" data-bi-compnm="Feature" data-original-text="Check out the repository" role=" " aria-label="Check out the Microsoft Nonprofit Innovation Hub repository, opens in a new tab" target="_blank" href="https://github.com/microsoft/Nonprofits"> Check out the repository <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> </div> </section> </div> </div> </div></div> <div class="layout-container responsivegrid my-4 aem-GridColumn aem-GridColumn--default--12" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uidf8d9 heading-bg-color-layout-container-uidf8d9" data-automation-test-id="layout-container-uidf8d9"> <style data-automation-test-id="headingColor-layout-container-uidf8d9"> .heading-bg-color-layout-container-uidf8d9{ background-color: !important; } </style> <div class="container" id="layout-container-uidf8d9" data-componentName="layout-container-uidf8d9"> <div class="divider-component aem-GridColumn aem-GridColumn--default--12" data-component-id="596e5fa739d15607c6adc6715f1e064e"> <div class="divider border-neutral-200"></div> </div> </div> </div></div> <div class="layout-container responsivegrid my-4 aem-GridColumn aem-GridColumn--default--12" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uiddaa6 heading-bg-color-layout-container-uiddaa6" data-automation-test-id="layout-container-uiddaa6"> <style data-automation-test-id="headingColor-layout-container-uiddaa6"> .heading-bg-color-layout-container-uiddaa6{ background-color: !important; } </style> <div class="container" id="layout-container-uiddaa6" data-componentName="layout-container-uiddaa6"> <div class="areaheading dynamic-price-container aem-GridColumn aem-GridColumn--default--12" data-component-id="60bf9066c3eebdbf5a6e3f039c9b54ab">  <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/areaheading/v1/areaheading/clientlibs/site.min.ACSHASH6fc8affca0d3b2c5bdc78e27c9425bce.js" defer></script> <div id="areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f" data-componentName="areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f" class="area-heading text-md-center " data-automation-test-id="Areaheading-areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f" style="background-color: null"> <div class="row"> <div class="col-12 col-md-8 mx-auto" data-automation-test-id="AreaheadingHeadingText-areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f" style="color:"> <h2 data-automation-test-id="heading-areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f" class="component-heading h1 " id="heading-areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f"> Legal frameworks </h2> </div> <div class="col-12 col-md-8 col-xl-6 mx-auto" data-automation-test-id="AreaheadingSubtext-areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f"> <div class=" " data-automation-test-id="AreaheadingDesctext-areaheading-da742a03-27bc-48cb-9b47-af63b9e9945f"> Data sharing agreements can take months to draw up, oftentimes deterring organizations from sharing data at all. As a first step toward building better processes and tools, we're sharing a set of data agreements to govern the sharing of data, particularly in the context of training AI models. </div> </div> </div> </div> </div> </div> </div></div> <div class="layout-container responsivegrid my-4 aem-GridColumn aem-GridColumn--default--12" data-component-id="51e927945f39700e952adb9bd3dc97e7"> <div class="aem-Grid aem-Grid--12 aem-Grid--default--12 grid-image-layout-container-uid23cd heading-bg-color-layout-container-uid23cd" data-automation-test-id="layout-container-uid23cd"> <style data-automation-test-id="headingColor-layout-container-uid23cd"> .heading-bg-color-layout-container-uid23cd{ background-color: !important; } </style> <div class="container" id="layout-container-uid23cd" data-componentName="layout-container-uid23cd"> <div class="content-card carouselbase carousel aem-GridColumn aem-GridColumn--default--12" data-component-id="e4caa97101f9f7cf8317c819b353e6ed"> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card/v1/content-card/clientlibs/site.min.ACSHASH92ba1cb9da3dd68605f38095fc34ba98.js" defer></script> <section id="content-card-892846de-911f-49eb-858c-d6afc9e0a09" data-componentName="content-card-892846de-911f-49eb-858c-d6afc9e0a09"> <div class="row row-cols-1 row-cols-sm-2 row-cols-lg-4"> <div class="col mb-5 mb-lg-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="CDLA Permissive 2.0" data-bi-bhvr="0" data-bi-hN="CDLA Permissive 2.0" data-bi-compNm="Content card vertical 4 up - noDepth"> <picture> <source media="(min-width: 1400px)"/> <source srcset=" " media="(min-width: 1084px)"/> <source media="(min-width: 860px)"/> <source media="(min-width: 540px)"/> <img loading="lazy" class="card-img" alt/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> CDLA Permissive 2.0 </h3> <div> The Community Data License Agreement (CDLA) Permissive 2.0 is an open data agreement designed to make it easier to share and collaborate with open data. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Read the CDLA" data-bi-ecn="Read the CDLA" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://cdla.dev/permissive-2-0/" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="CDLA Permissive 2.0" data-bi-hn="CDLA Permissive 2.0" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Read the CDLA" role=" " aria-label="Read the Community Data License Agreement Permissive 2.0, opens in a new tab" target="_blank" href="https://cdla.dev/permissive-2-0/"> Read the CDLA <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Get more details" data-bi-ecn="Get more details" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://www.linuxfoundation.org/press-release/enabling-easier-collaboration-on-open-data-for-ai-and-ml-with-cdla-permissive-2-0/" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="CDLA Permissive 2.0" data-bi-hn="CDLA Permissive 2.0" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Get more details" role=" " aria-label="Get more details about the CDLA Permissive 2.0, opens in a new tab" target="_blank" href="https://www.linuxfoundation.org/press-release/enabling-easier-collaboration-on-open-data-for-ai-and-ml-with-cdla-permissive-2-0/"> Get more details <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-lg-0 " clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="C-UDA 1.0" data-bi-bhvr="0" data-bi-hN="C-UDA 1.0" data-bi-compNm="Content card vertical 4 up - noDepth"> <picture> <source media="(min-width: 1400px)"/> <source srcset=" " media="(min-width: 1084px)"/> <source media="(min-width: 860px)"/> <source media="(min-width: 540px)"/> <img loading="lazy" class="card-img" alt/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> C-UDA 1.0 </h3> <div> The Computational Use of Data Agreement (C-UDA) 1.0 is intended for use with datasets that may include material not owned by the data provider, but where it may have been assembled lawfully from publicly accessible sources. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Read the C-UDA" data-bi-ecn="Read the C-UDA" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://cdla.dev/computational-use-of-data-agreement-v1-0/" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="C-UDA 1.0" data-bi-hn="C-UDA 1.0" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Read the C-UDA" role=" " aria-label="Read the Computational Use of Data Agreement 1.0, opens in a new tab" target="_blank" href="https://cdla.dev/computational-use-of-data-agreement-v1-0/"> Read the C-UDA <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="See the annotated agreement" data-bi-ecn="See the annotated agreement" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/microsoft/Computational-Use-of-Data-Agreement/blob/master/C-UDA-1.0_annotated.md" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta2-" data-bi-ehn="C-UDA 1.0" data-bi-hn="C-UDA 1.0" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="See the annotated agreement" role=" " aria-label="See the annotated Computational Use of Data Agreement, opens in a new tab" target="_blank" href="https://github.com/microsoft/Computational-Use-of-Data-Agreement/blob/master/C-UDA-1.0_annotated.md"> See the annotated agreement <span class="glyph" aria-hidden="true"></span> </a> <a data-bi-cn="Find the agreement on GitHub" data-bi-ecn="Find the agreement on GitHub" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://github.com/Community-Data-License-Agreements/Releases/blob/main/C-UDA-1.0.md" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta3-" data-bi-ehn="C-UDA 1.0" data-bi-hn="C-UDA 1.0" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Find the agreement on GitHub" role=" " aria-label="Find the Computational Use of Data Agreement 1.0 on GitHub, opens in a new tab" target="_blank" href="https://github.com/Community-Data-License-Agreements/Releases/blob/main/C-UDA-1.0.md"> Find the agreement on GitHub <span class="glyph" aria-hidden="true"></span> </a> </div> </div> </div> </div> <script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v3/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script><script type="text/javascript" src="/bravo/etc.clientlibs/microsoft/components/content/content-card-item/v1/content-card-item/clientlibs/site.min.ACSHASHd41d8cd98f00b204e9800998ecf8427e.js" defer></script> <div class="col mb-5 mb-sm-0" clickgroup-telemetry-enabled> <div class="card " data-bi-cT="Content Card" data-bi-pA="body" data-bi-ehN="DUA-OAI" data-bi-bhvr="0" data-bi-hN="DUA-OAI" data-bi-compNm="Content card vertical 4 up - noDepth"> <picture> <source media="(min-width: 1400px)"/> <source srcset=" " media="(min-width: 1084px)"/> <source media="(min-width: 860px)"/> <source media="(min-width: 540px)"/> <img loading="lazy" class="card-img" alt/> </picture>  <div class="card-body pt-3"> <h3 class="component-heading h5 "> DUA-OAI </h3> <div> The Data Use Agreement for Open AI Model Development (DUA-OAI) provides terms to govern the sharing of data by an organization with another for the purpose of allowing that second organization to use the data to train an AI model, where the trained model is open sourced. </div> </div> <div class="card-footer pt-3 "> <div class="link-group" data-automation-test-id="LinkGroupDiv-"> <a data-bi-cn="Read the DUA-OAI" data-bi-ecn="Read the DUA-OAI" data-bi-ct="cta" data-bi-pa="body" class=" cta " data-target-uri="https://query.prod.cms.rt.microsoft.com/cms/api/am/binary/RE4RlP7" data-bi-bhvr="0" data-bi-mto data-automation-test-id="cta1-" data-bi-ehn="DUA-OAI" data-bi-hn="DUA-OAI" data-bi-compnm="Content card vertical 4 up - noDepth" data-original-text="Read the DUA-OAI" role=" " 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