{"id":1016418,"date":"2024-04-02T08:57:43","date_gmt":"2024-04-02T15:57:43","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=1016418"},"modified":"2024-11-27T10:34:16","modified_gmt":"2024-11-27T18:34:16","slug":"advance-sustainability-ai-for-good","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/advance-sustainability-ai-for-good\/","title":{"rendered":"Advance Sustainability &#8211; AI for Good"},"content":{"rendered":"<section class=\"mb-3 moray-highlight\">\n\t<div class=\"card-img-overlay mx-lg-0\">\n\t\t<div class=\"card-background  has-background- card-background--full-bleed\">\n\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"720\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2.jpg\" class=\"attachment-full size-full\" alt=\"A body of water with a mountain in the background\" style=\"object-position: 76% 53%\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2-1024x384.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2-768x288.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2-1536x576.jpg 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2-1600x600.jpg 1600w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/04\/AI4Good-Advance_Sustainability_1920x720-2-240x90.jpg 240w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/>\t\t<\/div>\n\t\t<!-- Foreground -->\n\t\t<div class=\"card-foreground d-flex mt-md-n5 my-lg-5 px-g px-lg-0\">\n\t\t\t<!-- Container -->\n\t\t\t<div class=\"container d-flex mt-md-n5 my-lg-5 \">\n\t\t\t\t<!-- Card wrapper -->\n\t\t\t\t<div class=\"w-100 w-lg-col-5\">\n\t\t\t\t\t<!-- Card -->\n\t\t\t\t\t<div class=\"card material-md-card py-5 px-md-5\">\n\t\t\t\t\t\t<div class=\"card-body \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/group\/ai-for-good-research-lab\/\" class=\"icon-link icon-link--reverse mb-2\" data-bi-cN=\"AI for Good Lab\">\n\t\t\t\t\t\t\t\t\t<span class=\"c-glyph glyph-chevron-left\" aria-hidden=\"true\"><\/span>\n\t\t\t\t\t\t\t\t\tAI for Good Lab\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\n\n<h1 class=\"wp-block-heading\" id=\"advance-sustainability\">Advance sustainability<\/h1>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-button is-style-fill\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/corporate-responsibility\/sustainability\" target=\"_blank\" rel=\"noreferrer noopener\">Learn more<\/a><\/div>\n\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n\n\n<div class=\"wp-block-media-text has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:40% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-1024x576.jpg\" alt=\"River flowing through the Amazon\" class=\"wp-image-1017894 size-full\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI-to-protect-Amazon.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<h2 class=\"wp-block-heading\" id=\"accelerating-sustainability-with-ai\">Accelerating sustainability with AI<\/h2>\n\n\n\n<p>Climate change stands as the defining challenge of our era, demanding bold and immediate action. In step with the UN Sustainable Development Goals, we empower decision-makers with reliable climate data, accelerating the clean energy revolution by mapping solar and wind installations. Meanwhile, the crisis of <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.linkedin.com\/posts\/bradsmi_according-to-the-world-wildlife-fund-since-activity-7267279247650574338-BsYo?utm_source=share&utm_medium=member_desktop\" target=\"_blank\" rel=\"noopener noreferrer\">biodiversity loss<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> looms just as large\u2014wildlife populations have plummeted by 70% since 1970, according to the World Wildlife Fund. In the Amazon, deforestation endangers countless species. Harnessing the power of AI, we analyze satellite images, track animal behavior, and decode forest sounds to arm scientists with the tools to protect biodiversity more effectively. By sharing our innovations and insights, we strive to pave the way for a sustainable, thriving planet for generations to come.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2024\/10\/21\/advancing-biodiversity-with-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Leveraging AI to boost biodiversity<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<h2 class=\"wp-block-heading\" id=\"empower-communities-to-take-anticipatory-action-with-early-warnings\">Innovations in measurements and action<\/h2>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-1024x576.jpg\" alt=\"AI for Good - wind farm at sunrise\" class=\"wp-image-1016451\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-3-Mapping-energy_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Mapping the planet to clean energy<\/h4>\n\n\n\n<p>Global renewable energy transition requires accurate data on solar and wind installations. In collaboration with Partnerships: Planet and The Nature Conservancy, the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.globalrenewableswatch.org\/\">Global Renewables Watch<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> is a living atlas using AI and satellite imagery to map utility-scale solar and wind installations worldwide.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/video\/global-renewables-watch-ai-for-good-lab-geospatial\/\" target=\"_blank\" rel=\"noreferrer noopener\">Video<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/github.com\/microsoft\/solar-farms-mapping\" target=\"_blank\" rel=\"noreferrer noopener\">Github<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-1024x576.jpg\" alt=\"AI for Good - solar panels on the side of a hill\" class=\"wp-image-1016454\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-4-Forecasting-solar-panels_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Forecasting solar panel efficiency with AI<\/h4>\n\n\n\n<p>Solar energy is a vital tool for sustainability, with panels converting sunlight into stored energy. However, photovoltaic degradation happens over time challenging solar energy development. AI for Good Lab with partners at MIT developed AI tools to help forecast, advance, and maximize efficiency.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/chemrxiv.org\/engage\/chemrxiv\/article-details\/641fb58762fecd2a837019bc\" target=\"_blank\" rel=\"noreferrer noopener\">Publication<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-1024x576.jpg\" alt=\"AI for Good - a view of a snow-covered mountain behind a glacial lake\" class=\"wp-image-1016460\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-5-Tracking-glacier-lakes_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">AI maps and tracks glacier lakes <\/h4>\n\n\n\n<p>Understanding climate change in regions sensitive to environmental shifts is crucial. Glacial lakes, formed by glacier retreat, pose threats when excessive melting leads to floods downstream. The AI for Good Lab collaborated with ICIMOD to leverage mapping and automation to enhance flood risk.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/glacier-mapping\/\" target=\"_blank\" rel=\"noreferrer noopener\">Publication<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/x.com\/MSFTIssues\/status\/1355206409487589377\" target=\"_blank\" rel=\"noreferrer noopener\">Video<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/news.microsoft.com\/on-the-issues\/2021\/01\/12\/ai-open-data-glacial-melt-himalaya\/\" target=\"_blank\" rel=\"noreferrer noopener\">Article<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper col-lg-11 col-xl-9 px-0 m-auto\">\n\t\t\t<blockquote class=\"wp-block-quote is-style-spectrum--blue-green is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;You can\u2019t solve a problem if you can\u2019t measure it. Using AI tools, we can actually start measuring the problem.\u201d<\/p>\n<cite>\u2013 Juan M. Lavista Ferres, CVP and Chief Data Scientist, Microsoft<\/cite><\/blockquote>\n\n\n\n<p><\/p>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<h2 class=\"wp-block-heading\" id=\"empower-communities-to-take-anticipatory-action-with-early-warnings\">A collective responsibility to protecting our planet<\/h2>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-1024x576.jpg\" alt=\"AI for Good - a green frog peering out from behind a dark green leaf\" class=\"wp-image-1016463\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-6-Amazon_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">AI-powered conservation for the Amazon<\/h4>\n\n\n\n<p>Deforestation threatens the health of our planet, with the Amazon losing nearly 2 million hectares in 2022 alone. Project Guacamaya, in partnership with Humboldt Institute, uses AI solutions: satellite analysis detects illegal deforestation, camera traps streamline wildlife monitoring, and bioacoustics aid species identification.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/unlocked.microsoft.com\/collections\/the-intersection\/\" target=\"_blank\" rel=\"noreferrer noopener\">Article<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/news.microsoft.com\/source\/latam\/features\/ai\/amazon-ai-rainforest-deforestation\/?lang=en&msockid=2507d5ef22ca6e070a40c0c123e76f3e\" target=\"_blank\" rel=\"noreferrer noopener\">Blog<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-1024x576.jpg\" alt=\"AI for Good - a group of four male goat herders in rural Africa\" class=\"wp-image-1016466\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-7-Conflict-resolution_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Human needs & wildlife conservation<\/h4>\n\n\n\n<p>In Kenya\u2019s Maasai Mara, population expansion and resource scarcity threaten the delicate balance of biodiversity. Accurate mapping of conflict zones is crucial for targeted interventions. With AI and expertise from Smithsonian and Kenya Wildlife Trust, sustainable coexistence is achievable.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/arxiv.org\/pdf\/2403.02736.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Publication<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-1024x576.jpg\" alt=\"AI for Good - two snorkelers floating in a brilliant blue lagoon\" class=\"wp-image-1016469\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-8-Eco-tourism_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Sustainable tourism with AI<\/h4>\n\n\n\n<p>Amidst climate change, island nations turn to the blue economy for sustainable ocean resource management. With The Nature Institute our AI-driven approach in the Eastern Caribbean maps tourist activities, turning tourism into a sustainable economic driver while preserving natural resources.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S030147972300484X?via%3Dihub\" target=\"_blank\" rel=\"noreferrer noopener\">Publication<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/blog.nature.org\/2023\/04\/06\/the-value-of-words-pictures\/\" target=\"_blank\" rel=\"noreferrer noopener\">Blog<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper col-lg-11 col-xl-9 px-0 m-auto\">\n\t\t\t<blockquote class=\"wp-block-quote is-style-spectrum--blue-green is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8220;We need to be using technology and innovation to think outside of the box, we have powerful tools at hand to promote change in society.&#8221;<\/p>\n<cite>\u2013 Diego Ochoa, Alexander von Humboldt Institute<\/cite><\/blockquote>\n\n\n\n<p><\/p>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n\n<div style=\"padding-bottom:0; padding-top:0\" class=\"wp-block-msr-immersive-section alignfull row wp-block-msr-immersive-section\">\n\t\n\t<div class=\"container\">\n\t\t<div class=\"wp-block-msr-immersive-section__wrapper\">\n\t\t\t<h2 class=\"wp-block-heading\" id=\"empower-communities-to-take-anticipatory-action-with-early-warnings\">Preserving our natural heritage through wildlife conservation<\/h2>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-1024x576.jpg\" alt=\"AI for Good - two giraffes at sunset\" class=\"wp-image-1016472\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-9-Giraffe-social-networks_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Giraffe social dynamics in the face of change<\/h4>\n\n\n\n<p>Environmental changes affect animal habitats and behaviors, impacting reproductive success. Our collaboration with Wild Nature Institute uncovers male giraffe dispersal patterns and social structures shaped by landscape features, crucial for assessing endangered Masai giraffe populations.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-497c4cc1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/social-connectedness-and-movements-among-communities-of-giraffes-vary-by-sex-and-age-class\/\" target=\"_blank\" rel=\"noreferrer noopener\">Publication<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.psu.edu\/news\/research\/story\/male-giraffes-are-more-socially-connected-females\/\" target=\"_blank\" rel=\"noreferrer noopener\">Article<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-1024x576.jpg\" alt=\"AI for Good - aerial view of a mother whale with a calf swimming side by side at the surface\" class=\"wp-image-1016475\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-10-Whale-satellites_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Monitoring whale populations with satellites<\/h4>\n\n\n\n<p>Climate change and human impacts threaten marine biodiversity, with whales serving as vital indicators of ocean health. The Geospatial Artificial Intelligence for Animals (GAIA) initiative uses high-resolution satellite imagery and an active learning process to identify whale species efficiently.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.mdpi.com\/2077-1312\/11\/3\/595\" target=\"_blank\" rel=\"noreferrer noopener\">Publication<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-1024x576.jpg\" alt=\"AI for Good - spotted cat against dark green vegetation background\" class=\"wp-image-1016445\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-1024x576.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-300x169.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-768x432.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-1066x600.jpg 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-655x368.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-240x135.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-640x360.jpg 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-960x540.jpg 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788-1280x720.jpg 1280w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/03\/AI4Good_I-11-Pytorch_1400x788.jpg 1400w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"population-mapping-protects-vulnerable-communities\">Pytorch-Wildlife empowers collaboration<\/h4>\n\n\n\n<p>Pytorch-Wildlife serves as a versatile platform for developing and sharing AI conservation models, from camera traps and overhead images to bioacoustics. Achieving meaningful progress in conservation demands collective action and engagement.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-container-core-buttons-is-layout-a74382ec wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/github.com\/microsoft\/CameraTraps\" target=\"_blank\" rel=\"noreferrer noopener\">Github<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-cta\"><a data-bi-type=\"button\" class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/arxiv.org\/pdf\/2405.12930\">Publication<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Climate change requires swift, collective action and technological innovation. We are committed to meeting our own goals while enabling others to do the same.<\/p>\n","protected":false},"featured_media":1033224,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556,198583],"msr-locale":[268875],"msr-impact-theme":[261670],"msr-pillar":[],"class_list":["post-1016418","msr-project","type-msr-project","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-ecology-environment","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"","related-publications":[1024761,927099,933654,967266,984414,998526,1001364,1001379,1020171,1020198,899175,1024818,1078149,1090482,1115781,1115796,1115802,1115814,1133488,787663,696769,696796,726268,757309,757414,769912,771049,787402,696730,808792,808822,809149,820732,825844,825892,825907,897240],"related-downloads":[],"related-videos":[908064],"related-groups":[696544],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[],"msr_research_lab":[],"msr_impact_theme":["Resilience"],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/1016418","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":44,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/1016418\/revisions"}],"predecessor-version":[{"id":1107837,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/1016418\/revisions\/1107837"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1033224"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1016418"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1016418"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1016418"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=1016418"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=1016418"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}