{"id":397539,"date":"2024-06-29T13:30:45","date_gmt":"2024-06-29T13:30:45","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=397539"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=397539","title":{"rendered":"<span>\u0414\u0435\u043b\u0438\u043c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f ML-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043d\u0430 \u0431\u0430\u0437\u0435 Open Source<\/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-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<figure class=\"full-width\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/habrastorage.org\/r\/w1560\/getpro\/habr\/upload_files\/a9b\/206\/296\/a9b2062964f2153b6033ca8b57c02850.png\" width=\"2160\" height=\"1214\" data-src=\"https:\/\/habrastorage.org\/getpro\/habr\/upload_files\/a9b\/206\/296\/a9b2062964f2153b6033ca8b57c02850.png\"\/><figcaption><\/figcaption><\/figure>\n<p>\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440!<\/p>\n<p>1 \u0434\u0435\u043a\u0430\u0431\u0440\u044f \u043d\u0430\u0448\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c\u0443 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u043b\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438 ML-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u043d\u0430 \u0431\u0430\u0437\u0435 Open Source \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432. \u0412\u0441\u0442\u0440\u0435\u0447\u0443 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043c \u043e\u043d\u043b\u0430\u0439\u043d. \u0411\u0443\u0434\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e ML-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c, MLOps- \u0438 DevOps-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430\u043c, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c \u043a\u043e\u043c\u0430\u043d\u0434 R&amp;D ML-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\u00a0<\/p>\n<p>\u041c\u044b \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f ML-\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043c\u0438: \u043e\u0442 \u0440\u0443\u0447\u043d\u044b\u0445 \u0434\u043e \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439. \u0418 \u043f\u043e\u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Clear ML. \u0422\u0430\u043a\u0436\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043d\u043e\u0434\u0430\u043c\u0438 GPU \u0432 Kubernetes.\u00a0\u00a0<\/p>\n<p>\u0412 \u043a\u043e\u043d\u0446\u0435 \u043e\u0442\u0432\u0435\u0442\u0438\u043c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u0432 Telegram-\u0441\u043e\u043e\u0431\u0449\u0435\u0441\u0442\u0432\u043e \u043f\u043e MLOps \u0438 Production ML.\u00a0<\/p>\n<p><a href=\"https:\/\/promo.selectel.ru\/mlwebinar\/?utm_source=habr&amp;utm_medium=referral&amp;utm_campaign=events_mlwebinar-1122_241122\"><strong><u>\u0420\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0439\u0442\u0435\u0441\u044c<\/u><\/strong><\/a><\/p>\n<p>\u0427\u0438\u0442\u0430\u0439\u0442\u0435 \u043d\u0430\u0448\u0438 \u0441\u0442\u0430\u0442\u044c\u0438 \u043f\u0440\u043e ML \u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/habr.com\/ru\/company\/selectel\/blog\/696782\/\"><u>ONNX Runtime, OpenVINO \u0438 TVM: \u043e\u0431\u0437\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u044f ML-\u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/u><\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/habr.com\/ru\/company\/selectel\/blog\/699714\/\"><u>\u041a\u0430\u043a \u043f\u0435\u0440\u0435\u0435\u0445\u0430\u0442\u044c \u043d\u0430 Kubeflow \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 ML-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b?<\/u><\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/habr.com\/ru\/company\/selectel\/blog\/694006\/\"><u>\u041a\u0430\u043a\u0438\u0435 \u0431\u044b\u0432\u0430\u044e\u0442 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043a\u043e\u043c\u0443 \u043e\u043d\u0438 \u043d\u0443\u0436\u043d\u044b<\/u><\/a>\u00a0<\/p>\n<\/li>\n<\/ul>\n<\/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\/701398\/\"> https:\/\/habr.com\/ru\/articles\/701398\/<\/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-2\">\n<div xmlns=\"http:\/\/www.w3.org\/1999\/xhtml\">\n<figure class=\"full-width\"><figcaption><\/figcaption><\/figure>\n<p>\u041f\u0440\u0438\u0432\u0435\u0442, \u0425\u0430\u0431\u0440!<\/p>\n<p>1 \u0434\u0435\u043a\u0430\u0431\u0440\u044f \u043d\u0430\u0448\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c\u0443 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443\u0442, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u043b\u0438 \u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u043b\u0438 ML-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u043d\u0430 \u0431\u0430\u0437\u0435 Open Source \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043e\u0432. \u0412\u0441\u0442\u0440\u0435\u0447\u0443 \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043c \u043e\u043d\u043b\u0430\u0439\u043d. \u0411\u0443\u0434\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e ML-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c, MLOps- \u0438 DevOps-\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430\u043c, \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044f\u043c \u043a\u043e\u043c\u0430\u043d\u0434 R&amp;D ML-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.\u00a0<\/p>\n<p>\u041c\u044b \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f ML-\u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043c\u0438: \u043e\u0442 \u0440\u0443\u0447\u043d\u044b\u0445 \u0434\u043e \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u044b\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439. \u0418 \u043f\u043e\u0434\u0435\u043b\u0438\u043c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Clear ML. \u0422\u0430\u043a\u0436\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u043e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u043d\u043e\u0434\u0430\u043c\u0438 GPU \u0432 Kubernetes.\u00a0\u00a0<\/p>\n<p>\u0412 \u043a\u043e\u043d\u0446\u0435 \u043e\u0442\u0432\u0435\u0442\u0438\u043c \u043d\u0430 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u043e\u0441\u0442\u0443\u043f \u0432 Telegram-\u0441\u043e\u043e\u0431\u0449\u0435\u0441\u0442\u0432\u043e \u043f\u043e MLOps \u0438 Production ML.\u00a0<\/p>\n<p><a href=\"https:\/\/promo.selectel.ru\/mlwebinar\/?utm_source=habr&amp;utm_medium=referral&amp;utm_campaign=events_mlwebinar-1122_241122\"><strong><u>\u0420\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u0443\u0439\u0442\u0435\u0441\u044c<\/u><\/strong><\/a><\/p>\n<p>\u0427\u0438\u0442\u0430\u0439\u0442\u0435 \u043d\u0430\u0448\u0438 \u0441\u0442\u0430\u0442\u044c\u0438 \u043f\u0440\u043e ML \u0438 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u043c\u0438:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/habr.com\/ru\/company\/selectel\/blog\/696782\/\"><u>ONNX Runtime, OpenVINO \u0438 TVM: \u043e\u0431\u0437\u043e\u0440 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0443\u0441\u043a\u043e\u0440\u0435\u043d\u0438\u044f ML-\u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/u><\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/habr.com\/ru\/company\/selectel\/blog\/699714\/\"><u>\u041a\u0430\u043a \u043f\u0435\u0440\u0435\u0435\u0445\u0430\u0442\u044c \u043d\u0430 Kubeflow \u0432 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 ML-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b?<\/u><\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/habr.com\/ru\/company\/selectel\/blog\/694006\/\"><u>\u041a\u0430\u043a\u0438\u0435 \u0431\u044b\u0432\u0430\u044e\u0442 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u043a\u043e\u043c\u0443 \u043e\u043d\u0438 \u043d\u0443\u0436\u043d\u044b<\/u><\/a>\u00a0<\/p>\n<\/li>\n<\/ul>\n<\/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\/701398\/\"> https:\/\/habr.com\/ru\/articles\/701398\/<\/a><br \/><\/br><\/br><\/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-397539","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/397539","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=397539"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/397539\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=397539"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=397539"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=397539"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}