{"id":239387,"date":"2016-06-16T20:10:17","date_gmt":"2016-06-17T03:10:17","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-project&#038;p=239387"},"modified":"2024-08-29T22:15:59","modified_gmt":"2024-08-30T05:15:59","slug":"farmbeats-iot-agriculture","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/farmbeats-iot-agriculture\/","title":{"rendered":"FarmBeats: AI, Edge & IoT for Agriculture"},"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\/2016\/06\/FarmBeats-hero-MCR.jpg\" class=\"attachment-full size-full\" alt=\"FarmBeats farmer checking crops in Carnation, WA\" style=\"object-position: 50% 30%\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-hero-MCR.jpg 1920w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-hero-MCR-300x113.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-hero-MCR-768x288.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-hero-MCR-1024x384.jpg 1024w\" sizes=\"(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 align-self-center\">\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\/research-for-industry\/\" class=\"icon-link icon-link--reverse mb-2\" data-bi-cN=\"Research for Industry\">\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\tResearch for Industry\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 h2\" id=\"farmbeats-ai-edge-iot-for-agriculture\">FarmBeats: AI, Edge & IoT for Agriculture<\/h1>\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<p><strong> We have transitioned the Project FarmBeats technologies to a product<\/strong>\u2014<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/azure.microsoft.com\/en-us\/products\/data-manager-for-agriculture\/\">Azure Data Manager for Agriculture<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (ADMA). The previous version, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/azure.microsoft.com\/en-us\/products\/data-manager-for-agriculture\/\" target=\"_blank\" rel=\"noreferrer noopener\">Azure FarmBeats<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, in now ADMA.<\/p>\n\n\n\n<div class=\"wp-block-media-text has-video  has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile is-vertically-aligned-top\" data-bi-an=\"media-text\"><figure class=\"wp-block-media-text__media video-wrapper\"><iframe class=\"media-text__video\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/pDgjOHY7sMI?enablejsapi=1&rel=0\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/figure><div class=\"wp-block-media-text__content\" data-bi-an=\"media-text\">\n<h2 class=\"wp-block-heading\" id=\"enabling-data-driven-farming\">Enabling data-driven farming<\/h2>\n\n\n\n<p>Several studies have demonstrated the need to significantly increase the world\u2019s food production by 2050. However, there is limited amount of additional arable land, and water levels have also been receding. Although technology could help the farmer, its adoption is limited because the farms usually do not have power, or Internet connectivity, and the farmers are typically not technology savvy. We are working towards an end-to-end approach, from sensors to the cloud, to solve the problem.<\/p>\n\n\n\n<p>Our goal is to enable data-driven farming. We believe that data, coupled with the farmer&#8217;s knowledge and intuition about his or her farm, can help increase farm productivity, and also help reduce costs. However, getting data from the farm is extremely difficult since there is often no power in the field, or Internet in the farms. As part of the FarmBeats project, we are building several unique&nbsp;solutions to solve these problems using low-cost sensors, drones, and vision and machine learning algorithms.<\/p>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"explore-more\">Explore more<\/h3>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-1 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<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<ul class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<li class=\"annotations__list-item\">\n\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Article<\/span>\n\t\t\t<a href=\"https:\/\/www.gatesnotes.com\/Development\/FarmBeats\" target=\"_blank\" class=\"annotations__link font-weight-semibold text-decoration-none\" data-bi-type=\"annotated-link\" aria-label=\"Can the Wi-Fi chip on your phone help feed the world?\" data-bi-aN=\"citation\" data-bi-cN=\"Can the Wi-Fi chip on your phone help feed the world?\">\n\t\t\t\tCan the Wi-Fi chip on your phone help feed the world?&nbsp;<span class=\"glyph-append glyph-append-share glyph-append-xsmall\"><\/span>\n\t\t\t<\/a>\n\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">Gates Notes | October 2018<\/p>\n\t\t\t\t\t<\/li>\n\t<\/ul>\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<div class=\"annotations \" data-bi-aN=\"citation\">\n\t<ul class=\"annotations__list card depth-16 bg-body p-4 \">\n\t\t<li class=\"annotations__list-item\">\n\t\t\t\t\t\t<span class=\"annotations__type d-block text-uppercase font-weight-semibold text-neutral-300 small\">Article<\/span>\n\t\t\t<a href=\"http:\/\/www.economist.com\/news\/science-and-technology\/21707242-unused-tv-spectrum-and-drones-could-help-make-smart-farms-reality-tv-dinners\" target=\"_blank\" class=\"annotations__link font-weight-semibold text-decoration-none\" data-bi-type=\"annotated-link\" aria-label=\"TV Dinners\" data-bi-aN=\"citation\" data-bi-cN=\"TV Dinners\">\n\t\t\t\tTV Dinners&nbsp;<span class=\"glyph-append glyph-append-share glyph-append-xsmall\"><\/span>\n\t\t\t<\/a>\n\t\t\t\t\t\t\t<p class=\"annotations__caption text-neutral-400 mt-2\">Economist | 2016<\/p>\n\t\t\t\t\t<\/li>\n\t<\/ul>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"highlights\">Highlights<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nov 4th, 2019: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/aka.ms\/AzureFarmBeats\" target=\"_blank\" rel=\"noopener\">Azure FarmBeats<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> is in Public Preview, and available on <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/azuremarketplace.microsoft.com\/en-us\/marketplace\/apps\/microsoftfarmbeats.microsoft_farmbeats?tab=Overview\" target=\"_blank\" rel=\"noopener\">Azure Marketplace<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/li>\n\n\n\n<li>Our <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/towards-low-cost-soil-sensing-using-wi-fi\/\">paper<\/a> on sensing soil using Wi-Fi won the best paper runners up award at ACM MobiCom 2019<\/li>\n\n\n\n<li>Watch the Opening Keynote at <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/infoag.org\/Program\/At-A-Glance\" target=\"_blank\" rel=\"noopener\">InfoAg 2019<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/li>\n\n\n\n<li>Our <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/low-cost-aerial-imaging-for-small-holder-farmers\/\" target=\"_blank\" rel=\"noopener\">paper<\/a> on low-cost aerial imaging won the best paper award at ACM Compass 2019<\/li>\n\n\n\n<li>FarmBeats was featured in the UN ITU AI for Good Global Summit<\/li>\n\n\n\n<li>Future Farmers of America (FFA) chapters receive Microsoft FarmBeats student kits <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.capitalpress.com\/ag_sectors\/ffa4h\/ffa-chapters-get-innovative-microsoft-gear-to-delve-deeper-into\/article_514aa1fa-44e3-11e9-8321-3f8813ce43f3.html\" target=\"_blank\" rel=\"noopener\">for high school curriculum<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>We were in a panel at the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/worldagritechusa.com\/\">World Agri Tech Summit<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> in San Francisco<\/li>\n\n\n\n<li>At the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/iotforearthsummit.com\/\" target=\"_blank\" rel=\"noopener\">IoT for Earth<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> event in Jan&#8217;19 we announced Microsoft FarmBeats is in Private Preview.<\/li>\n\n\n\n<li>Join us at the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/convention.ffa.org\/planning\/the-blue-room\/feeding-the-world\/\" target=\"_blank\" rel=\"noopener\">Future Farmers of America (FFA) Conference<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> on October 26th, 2018<\/li>\n\n\n\n<li>Bill Gates <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.gatesnotes.com\/Development\/FarmBeats\" target=\"_blank\" rel=\"noopener\">wrote about FarmBeats<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> in GatesNotes. See the video <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.youtube.com\/watch?time_continue=8&v=BCIohEJYxdY\" target=\"_blank\" rel=\"noopener\">here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/transform\/farmings-most-important-crop-may-be-the-knowledge-harvested-by-drones-and-the-intelligent-edge\/\" target=\"_blank\" rel=\"noopener\">Learn more<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> about how we are partnering with DJI to improve farm productivity<\/li>\n\n\n\n<li>EY showcases FarmBeats with our partners DJI and Slantrange at HMI 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.nrcs.usda.gov\/wps\/portal\/nrcs\/eventdetail\/or\/newsroom\/events\/?cid=NRCSEPRD1390059\" target=\"_blank\" rel=\"noopener\">USDA National Webinar<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> on FarmBeats, hosted by NRCS. April 2018<\/li>\n\n\n\n<li>Received Geospatial World Excellence Award for FarmBeats in January, 2018<\/li>\n\n\n\n<li>Highlighted by <a href=\"https:\/\/www.microsoft.com\/en-us\/garage\/wall-of-fame\/farmbeats\/\" target=\"_blank\" rel=\"noopener\">Microsoft Garage Wall of Fame<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.linkedin.com\/pulse\/people-projects-inspired-me-2017-satya-nadella\/\" target=\"_blank\" rel=\"noopener\">Highlighted<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> by Satya Nadella as one of 10 projects that inspired him in 2017<\/li>\n\n\n\n<li>Awarded Outstanding Technical Achievement Award by the Microsoft AI School 2017<\/li>\n\n\n\n<li>Featured at <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/myenvision.microsoft.com\/speaker\/238786\" target=\"_blank\" rel=\"noopener\">Microsoft Envision<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> 2017 & <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.precisionagvision.com\/agenda-2017\/\" target=\"_blank\" rel=\"noopener\">Precision Ag Vision Conference<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> 2017<\/li>\n\n\n\n<li>Microsoft&#8217;s President Brad Smith talks about FarmBeats at the launch of Microsoft&#8217;s Rural Broadband Initiative (<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.facebook.com\/Microsoft\/videos\/10154888284113721\/\" target=\"_blank\" rel=\"noopener\">Video<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, FarmBeats @ 1hr 7min)<\/li>\n\n\n\n<li>Featured on <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.voanews.com\/a\/agriculture-technology-small-farms-big-data\/3918239.html\" target=\"_blank\" rel=\"noopener\">Voice of America<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> and <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.youtube.com\/watch?v=jnOjJMbEODA\">BBC Newsnight<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>Showcased as one of 5 <a href=\"https:\/\/www.microsoft.com\/en-us\/WindowsForBusiness\/windows-iot\" target=\"_blank\" rel=\"noopener\">Windows IoT Innovative solutions<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.realwire.com\/releases\/Dynamic-Spectrum-Alliance-Awards-Recognise-Innovations\" target=\"_blank\" rel=\"noopener\">Award for Internet of Things Innovation<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> by the Dynamic Spectrum Alliance<\/li>\n\n\n\n<li>FarmBeats selected as a demo in Microsoft Build 2017<\/li>\n\n\n\n<li>Watch the FarmBeats Keynote at MidWest Big Data Hub<\/li>\n\n\n\n<li>Research paper & poster accepted in <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.usenix.org\/conference\/nsdi17\" target=\"_blank\" rel=\"noopener\">USENIX NSDI&#8217;17<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/li>\n\n\n\n<li>Featured in The Economist story in September 2016: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.economist.com\/news\/science-and-technology\/21707242-unused-tv-spectrum-and-drones-could-help-make-smart-farms-reality-tv-dinners\" target=\"_blank\" rel=\"noopener\">TV Dinners<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>Winner of Industries Category of Microsoft Hackathon at \/\/Oneweek 2016<\/li>\n\n\n\n<li>Participated in the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.youtube.com\/playlist?list=PLClCBn7ebwvs_ZP_n8nNbc4GEjUOSUmKC\" target=\"_blank\" rel=\"noopener\">Emerging Tech Virtual Summit <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>session on &#8220;Increasing Farm Production using IoT&#8221; (10,000+ virtual participants)<\/li>\n\n\n\n<li>Featured in the Microsoft story on the <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/news.microsoft.com\/stories\/invisible-revolution\/\" target=\"_blank\" rel=\"noopener\">Invisible Revolution<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\n\n\n\n\n<p>We are building an end-to-end system that combines sensors and drones. Some of our research contributions include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Techniques to merge drone imagery with ground sensor data<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/research.microsoft.com\/knows\">TV White Spaces<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;based long range sensor networks in the farms<\/li>\n\n\n\n<li>Automation of drone flights in the farms<\/li>\n\n\n\n<li>Improving drone&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/research.microsoft.com\/battery\">battery life<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li>An IoT gateway device for Agriculture<\/li>\n\n\n\n<li>Cloud support and ML services that are useful for Agriculture<\/li>\n<\/ul>\n\n\n\n\n\n<h3 class=\"wp-block-heading\" id=\"interns-and-collaborators\">Interns&nbsp;and collaborators<\/h3>\n\n\n\n<p>In the US & India<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Heping Shi: 2017 onwards<\/li>\n\n\n\n<li>Tusher Chakraborty (BUET): 2017 onwards<\/li>\n\n\n\n<li>Prasad Pillai<\/li>\n\n\n\n<li>Parag Pandit<\/li>\n\n\n\n<li>Jerry Neal<\/li>\n\n\n\n<li>Michael Toelle<\/li>\n<\/ul>\n\n\n\n<p>Farmers<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>David Andrews (<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.snovalleytilth.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sno Valley Tilth<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li>\n\n\n\n<li>Sean Stratman (<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.dancingcrow.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dancing Crow Farm<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li>\n\n\n\n<li>Mark Kimball (<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.essexfarmcsa.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Essex Farms<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li>\n\n\n\n<li>Andrew Nelson (Nelson Wheat)<\/li>\n<\/ul>\n\n\n\n<p><strong>Alumni:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/engineering.purdue.edu\/HIVELab\/wiki\/pmwiki.php\/JonghoWon\" target=\"_blank\" rel=\"noreferrer noopener\">JongHo Won<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;(Purdue): summer 2015<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/cseweb.ucsd.edu\/~x7jin\/\" target=\"_blank\" rel=\"noreferrer noopener\">Xinxin Jin<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;(UCSD): summer 2015<\/li>\n\n\n\n<li>Madhusudan Sudarshan (Microsoft): 2015 to 2016<\/li>\n\n\n\n<li>Akshit Kumar (IIT Madras): 2016<\/li>\n\n\n\n<li>Akash Devgun (UC Boulder): 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.cc.gatech.edu\/grads\/j\/jdong37\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jing Dong<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;(Georgia Tech): 2017<\/li>\n\n\n\n<li>Michael Grant (WSU): 2017<\/li>\n\n\n\n<li>Sailaja Malladi (Microsoft): 2015 to 2017<\/li>\n\n\n\n<li>Rohit Patil (PES University, Bangalore): 2016, 2017<\/li>\n\n\n\n<li>Cameron Philips: 2017<\/li>\n\n\n\n<li>Rahul Sharma (Microsoft): 2016 onwards<\/li>\n\n\n\n<li>Aditya Jain (IIIT Delhi): 2017<\/li>\n\n\n\n<li>Binh Vu: 2017<\/li>\n\n\n\n<li>Sailaja Malladi: 2016, 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/people.eecs.berkeley.edu\/~vasuki\/\" target=\"_blank\" rel=\"noreferrer noopener\">Vasuki Narasimha Swamy&nbsp;<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(UC Berkeley): 2016 onwards<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/people.csail.mit.edu\/deepak\/\">Deepak Vasisht<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;(MIT): 2015 onwards<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.linkedin.com\/in\/zerina-kapetanovic-14aa3a81\" target=\"_blank\" rel=\"noreferrer noopener\">Zerina Kapetanovic<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;(University of Washington): 2015 onwards<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.owlnet.rice.edu\/~jianding\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jian Ding<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>: 2017<\/li>\n\n\n\n<li>Suraj Jog: 2018 (UIUC)<\/li>\n\n\n\n<li>Colleen Josephson: 2018 (Stanford)<\/li>\n\n\n\n<li>Jing Dong: 2017 (Georgia Tech)<\/li>\n\n\n\n<li>Mingmin Zhao: 2019 (MIT)<\/li>\n\n\n\n<li>Sagar Jha: 2019 (Cornell)<\/li>\n\n\n\n<li>Youjie Li: 2019 (UIUC)<\/li>\n\n\n\n<li>Ali Kiaghadi: 2019 (UMass)<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column 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=\"683\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/A81I1885-1024x683.jpg\" alt=\"Bill Gates visits FarmBeats in Carnation WA\" class=\"wp-image-565875\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/A81I1885-1024x683.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/A81I1885-300x200.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/A81I1885-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Bill Gates visits FarmBeats in Carnation WA<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column 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=\"616\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/fspb9412-1024x616.jpg\" alt=\"FarmBeats - The 2015 Ag Interns, from left to right: Xinxin, Zerina, and Deepak. Missing from the picture: JongHo.\" class=\"wp-image-239405\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/fspb9412-1024x616.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/fspb9412-300x180.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/fspb9412-768x462.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">The 2015 Ag Interns, from left to right: Xinxin, Zerina, and Deepak. Missing from the picture: JongHo.<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-3 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column 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=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/FarmBeats-US-1024x768.jpg\" alt=\"Ranveer Chandra et al. standing in a room\" class=\"wp-image-341099\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-US-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-US-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-US-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-US-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-US.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">FarmBeats Hackathon team (US)<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column 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=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2016\/06\/FarmBeats-India-1024x768.jpg\" alt=\"Swami Manohar, Krishna Kumar Palepu posing for a photo\" class=\"wp-image-341096\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-India-1024x768.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-India-300x225.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-India-768x576.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-India-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2016\/06\/FarmBeats-India.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">FarmBeats Hackathon team (India)<\/figcaption><\/figure>\n<\/div>\n<\/div>\n\n\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.producer.com\/2019\/08\/microsoft-catches-the-beat-of-the-farm\/\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft catches the beat of the farm<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Robin Booker, The Western Producer, August 2019<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.agdaily.com\/ffa\/ffa-microsoft-solution-dive-ag\/\" target=\"_blank\" rel=\"noreferrer noopener\">FFA uses innovative Microsoft solution to dive deeper into ag<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, AgDaily, March 2019<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.infoworld.com\/article\/3274550\/internet-of-things\/data-driven-agriculture-how-iot-could-change-farming.html\" target=\"_blank\" rel=\"noreferrer noopener\">Data-driven agriculture: How IoT could change farming<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Simon Bisson, InfoWorld, May 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/news.microsoft.com\/transform\/farmings-most-important-crop-may-be-the-knowledge-harvested-by-drones-and-the-intelligent-edge\/\" target=\"_blank\" rel=\"noreferrer noopener\">Farming\u2019s most important crop may be the knowledge harvested by drones and the intelligent edge<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Suzanne Choney, Microsoft News, May 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/aibusiness.com\/farmbeats-agriculture-ai-iiot\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Farming: Building Precision Agriculture With AI, IIoT, and Microsoft FarmBeats<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Ciaran Daly, AI Business, March 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.forbes.com\/sites\/ronaldholden\/2018\/01\/24\/data-driven-farming-is-keeping-us-all-well-fed\/#133d646069e4\" target=\"_blank\" rel=\"noreferrer noopener\">Data-Driven Farming Is Keeping Us All Well Fed<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Ronald Holden, Forbes, Jan 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.aginfo.net\/index.cfm\/event\/report\/id\/Fruit-Grower-Report-38716\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft FarmBeats<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Bob Larson, Fruit Grower Report, December 5, 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.theglobeandmail.com\/report-on-business\/soil-sensors-drones-and-data-analytics-are-the-new-tools-for-farmers\/article37092006\/\" target=\"_blank\" rel=\"noreferrer noopener\">Soil sensors, drones and data analytics are the new tools for farmers<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Peter Nowak, The Globe and Mail, November 27, 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.valleyrecord.com\/news\/delbene-tours-dancing-crow-farm-and-microsft-farmbeats-project-calls-for-innovative-investments-to-modernize-u-s-infrastructure\/\" target=\"_blank\" rel=\"noreferrer noopener\">DelBene tours Dancing Crow Farm and Microsoft FarmBeats project, calls for innovative investments to modernize U.S. infrastructure<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Snoqualmie Valley Record, August 31, 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.stuff.co.nz\/business\/farming\/89962381\/microsoft-drives-technology-on-farms-to-solve-problems\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft drives technology on farms to solve problems<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;Sam Kilmister, NZFarmer, Stuff.co.nz, March 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.stuff.co.nz\/business\/farming\/agribusiness\/89764101\/artificial-intelligence-advances-to-make-farming-smarter\" target=\"_blank\" rel=\"noreferrer noopener\">Artificial intelligence advances to make farming smarter<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;Tim Cronshaw, NZFarmer, Stuff.co.nz, February 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.nzherald.co.nz\/the-country\/news\/article.cfm?c_id=16&objectid=11805460\" target=\"_blank\" rel=\"noreferrer noopener\">The Country Today<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;New Zealand Herald, February 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.economist.com\/news\/science-and-technology\/21707242-unused-tv-spectrum-and-drones-could-help-make-smart-farms-reality-tv-dinners\" target=\"_blank\" rel=\"noreferrer noopener\">TV Dinners: Unused spectrum and drones could make smart farms a reality<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>,&nbsp;Mark Harris, The Economist, September 17, 2016<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.fiercewireless.com\/tech\/microsoft-seeks-sta-from-fcc-to-test-tv-white-space-for-agriculture-apps\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft seeks STA from FCC to test TV white space for agriculture apps<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Monica Alleven, FierceWireless, June 20, 2016<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/news.microsoft.com\/stories\/invisible-revolution\/\" target=\"_blank\" rel=\"noreferrer noopener\">The Invisible Revolution<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Allison Linn, Microsoft Stories, April 2016<\/li>\n<\/ul>\n\n\n\n\n\n<ul class=\"wp-block-list\">\n<li>Plenary talk at&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/bigdata.cgiar.org\/event\/cgiar-platform-for-big-data-in-agriculture-convention-2018-nairobi-kenya\/\" target=\"_blank\" rel=\"noreferrer noopener\">CGIAR Big Data Conference<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Nairobi, October 5, 2018<\/li>\n\n\n\n<li><strong>Keynote<\/strong>&nbsp;at&nbsp;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.wga.com\/blog\/ranveer-chandra-microsoft-keynote-agtechx-summit-next-week\" target=\"_blank\" rel=\"noreferrer noopener\">Western Growers Association AgTechX<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, September 18, 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/onlinexperiences.com\/scripts\/Server.nxp?LASCmd=AI:4;F:APIUTILS!51004&PageID=5C50D297-A2D3-4F6F-BD15-B252C12A0D7C\" target=\"_blank\" rel=\"noreferrer noopener\">IoT in Action<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;Series Webinar, August 2018<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/2017ict4dconference.sched.com\/speaker\/ranveer1\" target=\"_blank\" rel=\"noreferrer noopener\">FarmBeats: AI & IoT for Data-Driven Agriculture<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, ICT4D Conference, Hyderabad, May 2017<\/li>\n\n\n\n<li><strong>Keynote&nbsp;<\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/publish.illinois.edu\/machine-learning-farm-to-table-workshop\/\" target=\"_blank\" rel=\"noreferrer noopener\">FarmBeats: AI & IoT for Data-Driven Agriculture<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Farm to Table Workshop, UIUC, April 2017<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.usenix.org\/conference\/nsdi17\/technical-sessions\" target=\"_blank\" rel=\"noreferrer noopener\">FarmBeats: An IoT Platform for Data-Driven Agriculture<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, USENIX NSDI Conference, March 2017<\/li>\n\n\n\n<li><strong>Keynote&nbsp;<\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.eresearchnzconference.org.nz\/\" target=\"_blank\" rel=\"noreferrer noopener\">FarmBeats: An IoT Platform for Data-driven Agriculture\u201d<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, eResearchNZ Conference, February 2017, Queenstown, NZ<\/li>\n\n\n\n<li><strong>Keynote&nbsp;<\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/business.scoop.co.nz\/2017\/02\/21\/microsoft-hackathon-information-night-this-friday\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI & IoT for Agriculture<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>&nbsp;Microsoft AgTech Hackathon, February 2017, launch event in Palmerston North, New Zealand<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/conferences.oreilly.com\/strata\/hadoop-big-data-sg\/public\/schedule\/detail\/53941\" target=\"_blank\" rel=\"noreferrer noopener\">Dancing with intelligent dragon drones<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Strata+Hadoop World, December 6-8, Singapore<\/li>\n\n\n\n<li>FarmBeats: An IoT Platform for Data-driven Agriculture, ARPA-E Terra Review, November 2016, Phoenix<\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/events.now100fm.cbslocal.com\/davis\/events\/farmbeats-iot-agriculture-\/E0-001-097275425-2\" target=\"_blank\" rel=\"noreferrer noopener\">FarmBeats: IoT for Agriculture<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Distinguished Speaker at ECE, UC Davis, October 28th, 2016<\/li>\n\n\n\n<li>IoT solutions for Agriculture, MSR India Summer School, June 2016<\/li>\n<\/ul>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>Our goal is to enable data-driven farming. We believe that data, coupled with the farmer&#8217;s knowledge and intuition about his or her farm, can help increase farm productivity, and also help reduce costs. However, getting data from the farm is extremely difficult since there is often no power in the field, or Internet in the farms.<\/p>\n","protected":false},"featured_media":399995,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13556,13552,13547,13568],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-239387","msr-project","type-msr-project","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-hardware-devices","msr-research-area-systems-and-networking","msr-research-area-technology-for-emerging-markets","msr-locale-en_us","msr-archive-status-complete"],"msr_project_start":"2015-05-01","related-publications":[602844,602859,596497,551259,549729,551310,509966,504062,500201,467562,474747,374810,341108,168696,157612,651174,745048,798862,881352,901758],"related-downloads":[565887],"related-videos":[],"related-groups":[],"related-events":[],"related-opportunities":[],"related-posts":[],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[{"type":"user_nicename","display_name":"Ranveer Chandra","user_id":33344,"people_section":"Group 1","alias":"ranveer"},{"type":"user_nicename","display_name":"Manohar Swaminathan","user_id":35356,"people_section":"Group 1","alias":"swmanoh@microsoft.com"},{"type":"user_nicename","display_name":"Jennifer Marsman","user_id":43419,"people_section":"Group 1","alias":"jennmar"},{"type":"user_nicename","display_name":"Sudipta Sinha","user_id":33748,"people_section":"Group 1","alias":"sudipsin"},{"type":"user_nicename","display_name":"Akshay Nambi","user_id":38169,"people_section":"Group 1","alias":"akshayn"},{"type":"user_nicename","display_name":"Chetan Bansal","user_id":31394,"people_section":"Group 1","alias":"chetanb"},{"type":"guest","display_name":"Zerina Kapetanovic","user_id":448791,"people_section":"Group 1","alias":""},{"type":"guest","display_name":"Deepak Vasisht","user_id":448794,"people_section":"Group 1","alias":""},{"type":"user_nicename","display_name":"Riyaz Pishori","user_id":42312,"people_section":"Group 1","alias":"riyazp"}],"msr_research_lab":[199562,199565],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/239387"}],"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":66,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/239387\/revisions"}],"predecessor-version":[{"id":1081341,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/239387\/revisions\/1081341"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/399995"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=239387"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=239387"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=239387"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=239387"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=239387"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}