{"id":3761,"date":"2023-03-22T23:09:06","date_gmt":"2023-03-22T23:09:06","guid":{"rendered":"https:\/\/ieeecscai.wpengine.com\/2023\/?page_id=3761"},"modified":"2023-05-18T05:57:52","modified_gmt":"2023-05-18T05:57:52","slug":"bharath-ramsundar","status":"publish","type":"page","link":"https:\/\/cai.ieee.org\/2023\/bharath-ramsundar\/","title":{"rendered":"Bharath Ramsundar"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"3761\" class=\"elementor elementor-3761\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-67d0c346 elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"67d0c346\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:&quot;1119&quot;,&quot;url&quot;:&quot;https:\\\/\\\/ieeecscai.wpengine.com\\\/2023\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2022\\\/02\\\/bannerimage.png&quot;}],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-73b30dd0\" data-id=\"73b30dd0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6fa0a24f elementor-widget elementor-widget-heading\" data-id=\"6fa0a24f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Bharath Ramsundar<br>\nChief Executive Officer, Deep Forest Sciences<br><br>\nAI in Healthcare<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-4e46094d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e46094d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-56e06e7f\" data-id=\"56e06e7f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-704bbb7 elementor-widget elementor-widget-text-editor\" data-id=\"704bbb7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignleft wp-image-3763 size-full\" src=\"https:\/\/ieeecscai.wpengine.com\/2023\/wp-content\/uploads\/sites\/2\/2023\/03\/ramsundar.jpg\" alt=\"\" width=\"285\" height=\"285\" srcset=\"https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/03\/ramsundar.jpg 285w, https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/03\/ramsundar-150x150.jpg 150w\" sizes=\"(max-width: 285px) 100vw, 285px\" \/><\/p><h5>June 6, 10:00am<br \/>Location: Santa Clara I<\/h5><h4><span lang=\"EN\">Can Self-supervised Models Make a Difference in Real-world Drug Discovery?<br \/><\/span><\/h4><p>When starting a drug discovery project, there often isn&#8217;t much data available. How can we bootstrap machine learning approaches to drug discovery in the presence of limited data? Self-supervised approaches provide a systematic methodology to solve the low data problem in real world drug discovery. I will explore a variety of different self-supervised strategies to learn in the absence of experimental data, including some very recent work leveraging large language models such as GPT3 for chemistry. I will share some results from past and on-going work at Deep Forest Sciences working to extend self-supervision to real-world drug discovery.<\/p><p><a href=\"https:\/\/www.linkedin.com\/in\/bharath-ramsundar-13275230\/\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"alignleft wp-image-2886\" src=\"https:\/\/ieeecscai.wpengine.com\/2023\/wp-content\/uploads\/sites\/2\/2023\/02\/linkedin-150x150.png\" alt=\"\" width=\"35\" height=\"35\" srcset=\"https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/02\/linkedin-150x150.png 150w, https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/02\/linkedin-300x300.png 300w, https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/02\/linkedin.png 512w\" sizes=\"(max-width: 35px) 100vw, 35px\" \/><\/a><strong>Bharath<\/strong> is the founder and CEO of Deep Forest Sciences, a startup building an AI platform, Chiron, that brings cutting edge AI tools to real world discovery teams. He is also the founder and lead developer of the DeepChem open source project, one of the most popular open source frameworks for deep learning in drug discovery. Bharath founded DeepChem while doing his PhD at Stanford university, where he was supported by a Hertz Fellowship. Bharath received his BA and BS from UC Berkeley in EECS and Mathematics and was valedictorian of his graduating class in mathematics. Bharath is the lead author of \u201cTensorFlow for Deep Learning: From Linear Regression to Reinforcement Learning\u201d, and \u201cDeep Learning for the Life Sciences\u201d with O&#8217;Reilly Media.<\/p><p><img decoding=\"async\" class=\"alignnone size-medium wp-image-4272\" src=\"https:\/\/ieeecscai.wpengine.com\/2023\/wp-content\/uploads\/sites\/2\/2023\/04\/deepforest_logo-300x71.png\" alt=\"\" width=\"300\" height=\"71\" srcset=\"https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/04\/deepforest_logo-300x71.png 300w, https:\/\/cai.ieee.org\/2023\/wp-content\/uploads\/sites\/2\/2023\/04\/deepforest_logo.png 512w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Bharath Ramsundar Chief Executive Officer, Deep Forest Sciences AI in Healthcare June 6, 10:00amLocation: Santa Clara I Can Self-supervised Models Make a Difference in Real-world Drug Discovery? When starting a drug discovery project, there often isn&#8217;t much data available. How can we bootstrap machine learning approaches to drug discovery in the presence of limited data? [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_members_access_role":[],"_members_access_error":""},"class_list":["post-3761","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/pages\/3761","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/comments?post=3761"}],"version-history":[{"count":0,"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/pages\/3761\/revisions"}],"wp:attachment":[{"href":"https:\/\/cai.ieee.org\/2023\/wp-json\/wp\/v2\/media?parent=3761"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}