{"id":394526,"date":"2017-06-28T16:21:04","date_gmt":"2017-06-28T23:21:04","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-group&#038;p=394526"},"modified":"2022-04-25T09:28:39","modified_gmt":"2022-04-25T16:28:39","slug":"deep-learning-foundation-group","status":"publish","type":"msr-group","link":"https:\/\/www.microsoft.com\/en-us\/research\/group\/deep-learning-foundation-group\/","title":{"rendered":"Deep Learning Foundations Group"},"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-grey card-background--full-bleed\">\n\t\t\t\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\n\t\t\t\t\t\t\t\n\n<h1 id=\"deep-learning-foundations-group\" class=\"h2\">Deep Learning Foundations Group<\/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 class=\"has-text-align-left\">The Deep Learning Foundations Group pursues basic research in deep learning. We develop deep learning models, algorithms, and systems that move toward general machine intelligence. Using principles and techniques from statistical inference, probability theory, optimization theory, mathematical logic, and computer science, we also draw inspiration from cognitive and biological sciences. We apply our methods to various tasks, from simulated environments such as video games, to real-world applications such as machine translation, dialogue, program synthesis and health.<\/p>\n\n\n\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n","protected":false},"excerpt":{"rendered":"<p>The Deep Learning Foundations Group pursues basic research in deep learning. We develop deep learning models, algorithms, and systems that move toward general machine intelligence. Using principles and techniques from statistical inference, probability theory, optimization theory, mathematical logic, and computer science, we also draw inspiration from cognitive and biological sciences. We apply our methods to [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"msr_group_start":"2016-04-01","footnotes":""},"research-area":[13556],"msr-group-type":[243694],"msr-locale":[268875],"msr-impact-theme":[],"class_list":["post-394526","msr-group","type-msr-group","status-publish","hentry","msr-research-area-artificial-intelligence","msr-group-type-group","msr-locale-en_us"],"msr_group_start":"2016-04-01","msr_detailed_description":"","msr_further_details":"","msr_hero_images":[],"msr_research_lab":[],"related-researchers":[{"type":"user_nicename","display_name":"Rich Caruana","user_id":33365,"people_section":"Researchers","alias":"rcaruana"},{"type":"guest","display_name":"Qiang  Liu","user_id":387434,"people_section":"Visiting Researcher","alias":""},{"type":"guest","display_name":"Chengtao  Li","user_id":387428,"people_section":"Current & Past Interns","alias":""},{"type":"guest","display_name":"Ashwin  Pananjady","user_id":387389,"people_section":"Current & Past Interns","alias":""},{"type":"guest","display_name":"Yining  Wang","user_id":387380,"people_section":"Current & Past Interns","alias":""}],"related-publications":[294695,369965,374186,393209,394586,435126,481140,495689,495725,238331],"related-downloads":[],"related-videos":[],"related-projects":[],"related-events":[],"related-opportunities":[],"related-posts":[],"tab-content":[],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/394526"}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-group"}],"version-history":[{"count":13,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/394526\/revisions"}],"predecessor-version":[{"id":839125,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group\/394526\/revisions\/839125"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=394526"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=394526"},{"taxonomy":"msr-group-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-group-type?post=394526"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=394526"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=394526"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}