{"id":755749,"date":"2021-06-20T08:26:41","date_gmt":"2021-06-20T15:26:41","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&#038;p=755749"},"modified":"2021-06-20T08:26:41","modified_gmt":"2021-06-20T15:26:41","slug":"fast-and-lightweight-automl-a-brief-overview","status":"publish","type":"msr-video","link":"https:\/\/www.microsoft.com\/en-us\/research\/video\/fast-and-lightweight-automl-a-brief-overview\/","title":{"rendered":"Fast and Lightweight AutoML &#8211; a brief overview"},"content":{"rendered":"<p>FLAML is a lightweight Python library (https:\/\/github.com\/microsoft\/FLAM) that finds accurate machine learning models automatically, efficiently and economically. It frees users from selecting learners and hyperparameters for each learner. It is fast and economical. Please check it out and start using this efficient AutoML solution with just several lines of code (https:\/\/github.com\/microsoft\/FLAML\/tree\/main\/notebook).<\/p>\n<p>Publication link: https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2021\/03\/MLSys21FLAML.pdf<br \/>\nFLAML with different levels of customization: https:\/\/www.youtube.com\/watch?v=jsSdCrrv5xI&t=220s<\/p>\n","protected":false},"excerpt":{"rendered":"<p>FLAML is a lightweight Python library (https:\/\/github.com\/microsoft\/FLAM) that finds accurate machine learning models automatically, efficiently and economically. It frees users from selecting learners and hyperparameters for each learner. It is fast and economical. Please check it out and start using this efficient AutoML solution with just several lines of code (https:\/\/github.com\/microsoft\/FLAML\/tree\/main\/notebook). Publication link: https:\/\/www.microsoft.com\/en-us\/research\/uploads\/prod\/2021\/03\/MLSys21FLAML.pdf FLAML [&hellip;]<\/p>\n","protected":false},"featured_media":755752,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"footnotes":""},"research-area":[13556,13563],"msr-video-type":[],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-755749","msr-video","type-msr-video","status-publish","has-post-thumbnail","hentry","msr-research-area-artificial-intelligence","msr-research-area-data-platform-analytics","msr-locale-en_us"],"msr_download_urls":"","msr_external_url":"https:\/\/www.youtube.com\/watch?v=YRbLmDjrjsc&#038;t=5s","msr_secondary_video_url":"","msr_video_file":"","_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/755749"}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-video"}],"version-history":[{"count":1,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/755749\/revisions"}],"predecessor-version":[{"id":755755,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video\/755749\/revisions\/755755"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/755752"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=755749"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=755749"},{"taxonomy":"msr-video-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-video-type?post=755749"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=755749"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=755749"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=755749"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}