{"id":373446,"date":"2024-05-21T05:36:26","date_gmt":"2024-05-21T05:36:26","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=373446"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=373446","title":{"rendered":"<span>\u041c\u0438\u0442\u0430\u043f \u043f\u0440\u043e \u043d\u043e\u0432\u044b\u0435 \u0442\u0440\u0435\u043d\u0434\u044b \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b ML<\/span>"},"content":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-1\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<div style=\"text-align:center;\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/3v\/kt\/au\/3vktaus3ji2xklesfzhyvtpfb0e.png\" data-src=\"https:\/\/habrastorage.org\/webt\/3v\/kt\/au\/3vktaus3ji2xklesfzhyvtpfb0e.png\"\/><\/div>\n<p>  \u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 18 \u0430\u043f\u0440\u0435\u043b\u044f \u0432 18:00 \u043c\u044b \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043c <a href=\"https:\/\/slc.tl\/1pi00\"> \u043c\u0438\u0442\u0430\u043f ML\u0435\u0447\u043d\u044b\u0439 \u043f\u0443\u0442\u044c 2024<\/a>. \u041e\u0431\u0441\u0443\u0434\u0438\u043c \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u043b\u044f ML \u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f production ML-\u0441\u0438\u0441\u0442\u0435\u043c. \u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u043e LLM, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0440\u0430\u0441\u0445\u043e\u0434\u043e\u0432 \u043d\u0430 \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441. \u041d\u0430 \u043c\u0438\u0442\u0430\u043f\u0435 \u0432\u044b\u0441\u0442\u0443\u043f\u044f\u0442 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u0438\u0437 Selectel, \u0421\u0431\u0435\u0440\u041c\u0430\u0440\u043a\u0435\u0442\u0430,, Dstack, Axenix, MIL Team, Raft.\u00a0<a name=\"habracut\"><\/a> <\/p>\n<p>  <font color=\"#EB4247\"><\/p>\n<h2>\u0422\u0435\u043c\u044b \u0434\u043e\u043a\u043b\u0430\u0434\u043e\u0432 \u0438 \u0441\u043f\u0438\u043a\u0435\u0440\u044b<\/h2>\n<p><\/font><br \/>  <b>\u0410\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0439 \u043e\u043f\u044b\u0442 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f feature store \u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0445 \u0421\u0431\u0435\u0440\u041c\u0430\u0440\u043a\u0435\u0442. Feast \u0443\u0436\u0435 \u043c\u043e\u0436\u043d\u043e \u0432\u043d\u0435\u0434\u0440\u044f\u0442\u044c \u0438\u043b\u0438 \u0436\u0434\u0451\u043c \u0432\u0435\u0440\u0441\u0438\u044e 1.0?<\/b><br \/>  \u042e\u0440\u0438\u0439 \u041a\u043b\u0430\u0441\u0441\u0435\u043d, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u0433\u0440\u0443\u043f\u043f\u044b MLOps, \u0421\u0431\u0435\u0440\u041c\u0430\u0440\u043a\u0435\u0442. <\/p>\n<p>  <b>\u041d\u0435\u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0438\u043c\u0430\u044f \u043b\u0435\u0433\u043a\u043e\u0441\u0442\u044c \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u0443\u0442\u0438\u043b\u0438\u0437\u0430\u0446\u0438\u0438 GPU: Allocation \u0438 Profiling \u043e\u0431\u044b\u0447\u043d\u043e\u0433\u043e \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430<\/b><br \/>  \u0410\u043d\u0442\u043e\u043d \u0410\u043b\u0435\u043a\u0441\u0435\u0435\u0432, DevOps-\u0438\u043d\u0436\u0435\u043d\u0435\u0440, Selectel; \u0415\u0444\u0438\u043c \u0413\u043e\u043b\u043e\u0432\u0438\u043d, MLOps-\u0438\u043d\u0436\u0435\u043d\u0435\u0440, Selectel. <\/p>\n<p>  <b>\u041a\u0430\u043a \u0437\u0430\u0434\u0435\u043f\u043b\u043e\u0438\u0442\u044c \u0441\u0432\u043e\u0439 ML-\u043f\u0440\u043e\u0435\u043a\u0442 \u0432 \u0440\u0430\u0437\u043d\u044b\u0445 \u043e\u0431\u043b\u0430\u043a\u0430\u0445, \u0435\u0441\u043b\u0438 \u0442\u044b Data scientist \u0438 \u0443 \u0442\u0435\u0431\u044f \u043b\u0430\u043f\u043a\u0438 \u0432 DevOps <\/b><br \/>  \u0421\u0435\u0440\u0433\u0435\u0439 \u041c\u0435\u0437\u0435\u043d\u0446\u0435\u0432, Individual contributor, Dstack. <\/p>\n<p>  <b>\u0422\u0440\u0435\u043d\u0434\u044b GenAI \u0438\u0445 \u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u043d\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u043a \u043a\u043e\u043d\u0441\u0430\u043b\u0442\u0438\u043d\u0433\u0443 B2B-\u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439<\/b><br \/>  \u0412\u0430\u0441\u0438\u043b\u0438\u0439 \u041a\u0440\u0438\u043a\u0443\u043d\u043e\u0432, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0418\u0418, Axenix.<\/p>\n<p>  <b>\u0411\u044b\u0441\u0442\u0440\u044b\u0439 \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u043d\u044b\u0439 \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441 LLM \u0432 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447\u0430\u0445<\/b><br \/>  \u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u0413\u043e\u043d\u0447\u0430\u0440\u043e\u0432, CEO \u0438 founder, MIL Team.<\/p>\n<p>  <b>\u0418\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u044b\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u044b \u0430\u0442\u0430\u043a \u043d\u0430 LLM: \u0447\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 OWASP \u0438 \u0447\u0435\u0433\u043e \u0432 \u043d\u0435\u043c \u043d\u0435\u0442<\/b><br \/>  \u0415\u0432\u0433\u0435\u043d\u0438\u0439 \u041a\u043e\u043a\u0443\u0439\u043a\u0438\u043d, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c AI \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432, Raft. <\/p>\n<p>  <a href=\"https:\/\/slc.tl\/1pi00\">\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0430\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430<\/a> <\/p>\n<p>  <font color=\"#EB4247\"><\/p>\n<h2>\u041a\u043e\u043c\u0443 \u0431\u0443\u0434\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e \u043d\u0430 \u043c\u0438\u0442\u0430\u043f\u0435<\/h2>\n<p><\/font>   <\/p>\n<ul>\n<li>MLOps \u0438 DevOps \u0432 ML-\u043f\u0440\u043e\u0435\u043a\u0442\u0430\u0445 <\/li>\n<li>DevOps-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430\u043c \u0438 Data scientists<\/li>\n<li>\u041c\u0435\u043d\u0435\u0434\u0436\u0435\u0440\u0430\u043c ML-\u043f\u0440\u043e\u0435\u043a\u0442\u043e\u0432<\/li>\n<li>\u0422\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c \u0438 CTO  <\/li>\n<\/ul>\n<p>  <a href=\"https:\/\/slc.tl\/1pi00\">\u0420\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0439\u0442\u0435\u0441\u044c<\/a>, \u0447\u0442\u043e\u0431\u044b \u0443\u0437\u043d\u0430\u0442\u044c \u043e \u043d\u043e\u0432\u044b\u0445 \u0442\u0440\u0435\u043d\u0434\u0430\u0445 \u0438 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0432 ML. <\/p>\n<p>  <a href=\"https:\/\/selectel.ru\/blog\/events\/?utm_source=habr.com&amp;utm_medium=referral&amp;utm_campaign=events_article_name_120424_banner_054_01_ord\"><\/p>\n<div style=\"text-align:center;\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/hl\/d3\/jn\/hld3jn2nbql3g__-dwow8krdz5s.png\" data-src=\"https:\/\/habrastorage.org\/webt\/hl\/d3\/jn\/hld3jn2nbql3g__-dwow8krdz5s.png\"\/><\/div>\n<p><\/a><\/div>\n<\/div>\n<\/div>\n<p><!----><!----><\/div>\n<p><!----><!----><br \/> \u0441\u0441\u044b\u043b\u043a\u0430 \u043d\u0430 \u043e\u0440\u0438\u0433\u0438\u043d\u0430\u043b \u0441\u0442\u0430\u0442\u044c\u0438 <a href=\"https:\/\/habr.com\/ru\/articles\/807239\/\"> https:\/\/habr.com\/ru\/articles\/807239\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div><!--[--><!--]--><\/div>\n<div id=\"post-content-body\">\n<div>\n<div class=\"article-formatted-body article-formatted-body article-formatted-body_version-1\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<div style=\"text-align:center;\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/webt\/3v\/kt\/au\/3vktaus3ji2xklesfzhyvtpfb0e.png\" data-src=\"https:\/\/habrastorage.org\/webt\/3v\/kt\/au\/3vktaus3ji2xklesfzhyvtpfb0e.png\"\/><\/div>\n<p>  \u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440! 18 \u0430\u043f\u0440\u0435\u043b\u044f \u0432 18:00 \u043c\u044b \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043c <a href=\"https:\/\/slc.tl\/1pi00\"> \u043c\u0438\u0442\u0430\u043f ML\u0435\u0447\u043d\u044b\u0439 \u043f\u0443\u0442\u044c 2024<\/a>. \u041e\u0431\u0441\u0443\u0434\u0438\u043c \u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u043b\u044f ML \u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f production ML-\u0441\u0438\u0441\u0442\u0435\u043c. \u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u043e LLM, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044e \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u0438\u0435 \u0440\u0430\u0441\u0445\u043e\u0434\u043e\u0432 \u043d\u0430 \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441. \u041d\u0430 \u043c\u0438\u0442\u0430\u043f\u0435 \u0432\u044b\u0441\u0442\u0443\u043f\u044f\u0442 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u0438\u0437 Selectel, \u0421\u0431\u0435\u0440\u041c\u0430\u0440\u043a\u0435\u0442\u0430,, Dstack, Axenix, MIL Team, Raft.\u00a0<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-373446","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/373446","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=373446"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/373446\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=373446"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=373446"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=373446"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}