{"id":395026,"date":"2024-06-29T11:58:10","date_gmt":"2024-06-29T11:58:10","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=395026"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=395026","title":{"rendered":"<span>\u0412\u0435\u0431\u0438\u043d\u0430\u0440 \u00abDeploying deep learning models with Kubernetes and Kubeflow\u00bb<\/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\/12c\/79d\/bbb\/12c79dbbbd604b9f2d61e9332086bd3b.png\" width=\"1044\" height=\"550\" data-src=\"https:\/\/habrastorage.org\/getpro\/habr\/upload_files\/12c\/79d\/bbb\/12c79dbbbd604b9f2d61e9332086bd3b.png\"\/><figcaption><\/figcaption><\/figure>\n<p>\u041a\u043e\u043c\u0430\u043d\u0434\u0430\u00a0<a href=\"https:\/\/dataphoenix.info\/\" rel=\"noopener noreferrer nofollow\"><u>Data Phoenix Events<\/u><\/a>\u00a0\u043f\u0440\u0438\u0433\u043b\u0430\u0448\u0430\u0435\u0442 \u0432\u0441\u0435\u0445 \u0437\u0430\u0432\u0442\u0440\u0430,\u00a0<strong>8 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f \u0432 17:00<\/strong>, \u043d\u0430 \u0442\u0440\u0435\u0442\u0438\u0439 \u0432\u0435\u0431\u0438\u043d\u0430\u0440 \u0438\u0437 \u0441\u0435\u0440\u0438\u0438 &#171;<a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\"><u>The A-Z of Data<\/u><\/a>&#171;, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d <a href=\"https:\/\/dataphoenix.info\/webinar-deploying-deep-learning-models-with-kubernetes-and-kubeflow\/\" rel=\"noopener noreferrer nofollow\">\u0434\u0435\u043f\u043b\u043e\u044e deep learning \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043f\u0440\u0438 \u043f\u043e\u043c\u043e\u0449\u0438 Kubernetes \u0438 Kubeflow<\/a>.<\/p>\n<p>\u0412 \u044d\u0442\u043e\u043c \u0434\u043e\u043a\u043b\u0430\u0434\u0435 \u0432\u044b \u0443\u0437\u043d\u0430\u0435\u0442\u0435 \u043f\u0440\u043e \u0434\u0435\u043f\u043b\u043e\u0439 Keras \u043c\u043e\u0434\u0435\u043b\u0435\u0439. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043c\u044b \u0443\u0432\u0438\u0434\u0438\u043c, \u043a\u0430\u043a \u044d\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e TF-Serving \u0438 Kubernetes, \u0430 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f \u043c\u044b \u0441\u0434\u0435\u043b\u0430\u0435\u043c \u044d\u0442\u043e \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e KFServing \u0438 Kubeflow.<\/p>\n<h4>\u0421\u043f\u0438\u043a\u0435\u0440:<\/h4>\n<p>\u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u0413\u0440\u0438\u0433\u043e\u0440\u044c\u0435\u0432 &#8212; Principal Data Scientist \u0432 OLX Group, \u043e\u0441\u043d\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00a0<a href=\"https:\/\/datatalks.club\/\" rel=\"noopener noreferrer nofollow\"><u>DataTalks.Club<\/u><\/a>. \u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u043d\u0430\u043f\u0438\u0441\u0430\u043b \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043d\u0438\u0433 \u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438. \u041e\u0434\u043d\u043e\u0439 \u0438\u0437 \u043d\u0438\u0445 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f Machine Learning Bookcamp &#8212; \u043a\u043d\u0438\u0433\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0445\u043e\u0442\u044f\u0442 \u0437\u0430\u043d\u044f\u0442\u044c\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c.<\/p>\n<p><strong>\u0423\u0447\u0430\u0441\u0442\u0438\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e\u0435, \u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f\u00a0<\/strong><a href=\"https:\/\/dataphoenix.info\/webinar-deploying-deep-learning-models-with-kubernetes-and-kubeflow\/\" rel=\"noopener noreferrer nofollow\"><strong>\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u044f<\/strong><\/a><strong>.<\/strong><\/p>\n<hr\/>\n<p><a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\"><strong>&#171;The A-Z of Data&#187;<\/strong><\/a>\u00a0&#8212; \u0441\u0435\u0440\u0438\u044f \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432 \u043e\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Data Phoenix Events, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438. \u0412\u0441\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b \u0431\u0443\u0434\u0443\u0442 \u0440\u0430\u0437\u0431\u0438\u0442\u044b \u043d\u0430 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0431\u043b\u043e\u043a\u0438, \u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0431\u043b\u043e\u043a \u0431\u0443\u0434\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u0442\u044c \u0438\u0437 \u043e\u0431\u0437\u043e\u0440\u043d\u043e\u0433\u043e \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432 \u043f\u0440\u043e \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\/\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\/\u043f\u043e\u0434\u0445\u043e\u0434\u044b\/\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u044e\u0437\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u0438 \u0434\u0438\u0441\u043a\u0443\u0441\u0441\u0438\u043e\u043d\u043d\u043e\u0439 \u043f\u0430\u043d\u0435\u043b\u044c\u044e \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432. \u0414\u043e \u043a\u043e\u043d\u0446\u0430 2021 \u0433\u043e\u0434\u0430 \u043c\u044b \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u043c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044c \u0442\u0430\u043a\u0438\u0435 \u0442\u0435\u043c\u044b \u043a\u0430\u043a: MLOps, Natural Language Processing, Computer Vision \u0438 Time-Series Forecasting.<\/p>\n<p>\u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b: <\/p>\n<ul>\n<li>\n<p>16 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-re-usable-pipelines-for-ml-projects\/\" rel=\"noopener noreferrer nofollow\"><u>Re-usable pipelines for ML projects with DVC<\/u><\/a>.<\/p>\n<\/li>\n<li>\n<p>22 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-the-a-z-of-data-from-research-to-product-with-hydrosphere\/\" rel=\"noopener noreferrer nofollow\"><u>From research to product with Hydrosphere<\/u><\/a>.<\/p>\n<\/li>\n<\/ul>\n<p>\u041f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435\u0441\u044c \u043d\u0430 \u043d\u0430\u0441 \u0432\u00a0<a href=\"https:\/\/t.me\/DataPhoenix\" rel=\"noopener noreferrer nofollow\">Telegram<\/a>\u00a0\u0438 \u0441\u043b\u0435\u0434\u0438\u0442\u0435 \u0437\u0430 \u043d\u043e\u0432\u043e\u0441\u0442\u044f\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b.<\/p>\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\/576652\/\"> https:\/\/habr.com\/ru\/articles\/576652\/<\/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>\u041a\u043e\u043c\u0430\u043d\u0434\u0430\u00a0<a href=\"https:\/\/dataphoenix.info\/\" rel=\"noopener noreferrer nofollow\"><u>Data Phoenix Events<\/u><\/a>\u00a0\u043f\u0440\u0438\u0433\u043b\u0430\u0448\u0430\u0435\u0442 \u0432\u0441\u0435\u0445 \u0437\u0430\u0432\u0442\u0440\u0430,\u00a0<strong>8 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f \u0432 17:00<\/strong>, \u043d\u0430 \u0442\u0440\u0435\u0442\u0438\u0439 \u0432\u0435\u0431\u0438\u043d\u0430\u0440 \u0438\u0437 \u0441\u0435\u0440\u0438\u0438 &#171;<a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\"><u>The A-Z of Data<\/u><\/a>&#171;, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d <a href=\"https:\/\/dataphoenix.info\/webinar-deploying-deep-learning-models-with-kubernetes-and-kubeflow\/\" rel=\"noopener noreferrer nofollow\">\u0434\u0435\u043f\u043b\u043e\u044e deep learning \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043f\u0440\u0438 \u043f\u043e\u043c\u043e\u0449\u0438 Kubernetes \u0438 Kubeflow<\/a>.<\/p>\n<p>\u0412 \u044d\u0442\u043e\u043c \u0434\u043e\u043a\u043b\u0430\u0434\u0435 \u0432\u044b \u0443\u0437\u043d\u0430\u0435\u0442\u0435 \u043f\u0440\u043e \u0434\u0435\u043f\u043b\u043e\u0439 Keras \u043c\u043e\u0434\u0435\u043b\u0435\u0439. \u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043c\u044b \u0443\u0432\u0438\u0434\u0438\u043c, \u043a\u0430\u043a \u044d\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e TF-Serving \u0438 Kubernetes, \u0430 \u0432\u043e \u0432\u0442\u043e\u0440\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u0432\u044b\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f \u043c\u044b \u0441\u0434\u0435\u043b\u0430\u0435\u043c \u044d\u0442\u043e \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e KFServing \u0438 Kubeflow.<\/p>\n<h4>\u0421\u043f\u0438\u043a\u0435\u0440:<\/h4>\n<p>\u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u0413\u0440\u0438\u0433\u043e\u0440\u044c\u0435\u0432 &#8212; Principal Data Scientist \u0432 OLX Group, \u043e\u0441\u043d\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u00a0<a href=\"https:\/\/datatalks.club\/\" rel=\"noopener noreferrer nofollow\"><u>DataTalks.Club<\/u><\/a>. \u0410\u043b\u0435\u043a\u0441\u0435\u0439 \u043d\u0430\u043f\u0438\u0441\u0430\u043b \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043d\u0438\u0433 \u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438. \u041e\u0434\u043d\u043e\u0439 \u0438\u0437 \u043d\u0438\u0445 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f Machine Learning Bookcamp &#8212; \u043a\u043d\u0438\u0433\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0445\u043e\u0442\u044f\u0442 \u0437\u0430\u043d\u044f\u0442\u044c\u0441\u044f \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c.<\/p>\n<p><strong>\u0423\u0447\u0430\u0441\u0442\u0438\u0435 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u043e\u0435, \u043d\u043e \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430 \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f\u00a0<\/strong><a href=\"https:\/\/dataphoenix.info\/webinar-deploying-deep-learning-models-with-kubernetes-and-kubeflow\/\" rel=\"noopener noreferrer nofollow\"><strong>\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u044f<\/strong><\/a><strong>.<\/strong><\/p>\n<hr\/>\n<p><a href=\"https:\/\/dataphoenix.info\/the-a-z-of-data\/\" rel=\"noopener noreferrer nofollow\"><strong>&#171;The A-Z of Data&#187;<\/strong><\/a>\u00a0&#8212; \u0441\u0435\u0440\u0438\u044f \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432 \u043e\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u044b Data Phoenix Events, \u0432 \u0440\u0430\u043c\u043a\u0430\u0445 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u0437\u043d\u0430\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438. \u0412\u0441\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b \u0431\u0443\u0434\u0443\u0442 \u0440\u0430\u0437\u0431\u0438\u0442\u044b \u043d\u0430 \u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0431\u043b\u043e\u043a\u0438, \u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0431\u043b\u043e\u043a \u0431\u0443\u0434\u0435\u0442 \u0441\u043e\u0441\u0442\u043e\u044f\u0442\u044c \u0438\u0437 \u043e\u0431\u0437\u043e\u0440\u043d\u043e\u0433\u043e \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430, \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432 \u043f\u0440\u043e \u043b\u0443\u0447\u0448\u0438\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b\/\u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438\/\u043f\u043e\u0434\u0445\u043e\u0434\u044b\/\u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c\u0438 \u044e\u0437\u043a\u0435\u0439\u0441\u0430\u043c\u0438 \u0438 \u0434\u0438\u0441\u043a\u0443\u0441\u0441\u0438\u043e\u043d\u043d\u043e\u0439 \u043f\u0430\u043d\u0435\u043b\u044c\u044e \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u0432. \u0414\u043e \u043a\u043e\u043d\u0446\u0430 2021 \u0433\u043e\u0434\u0430 \u043c\u044b \u043f\u043b\u0430\u043d\u0438\u0440\u0443\u0435\u043c \u0440\u0430\u0441\u043a\u0440\u044b\u0442\u044c \u0442\u0430\u043a\u0438\u0435 \u0442\u0435\u043c\u044b \u043a\u0430\u043a: MLOps, Natural Language Processing, Computer Vision \u0438 Time-Series Forecasting.<\/p>\n<p>\u0411\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b: <\/p>\n<ul>\n<li>\n<p>16 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-re-usable-pipelines-for-ml-projects\/\" rel=\"noopener noreferrer nofollow\"><u>Re-usable pipelines for ML projects with DVC<\/u><\/a>.<\/p>\n<\/li>\n<li>\n<p>22 \u0441\u0435\u043d\u0442\u044f\u0431\u0440\u044f &#8212;\u00a0<a href=\"https:\/\/dataphoenix.info\/webinar-the-a-z-of-data-from-research-to-product-with-hydrosphere\/\" rel=\"noopener noreferrer nofollow\"><u>From research to product with Hydrosphere<\/u><\/a>.<\/p>\n<\/li>\n<\/ul>\n<p>\u041f\u043e\u0434\u043f\u0438\u0441\u044b\u0432\u0430\u0439\u0442\u0435\u0441\u044c \u043d\u0430 \u043d\u0430\u0441 \u0432\u00a0<a href=\"https:\/\/t.me\/DataPhoenix\" rel=\"noopener noreferrer nofollow\">Telegram<\/a>\u00a0\u0438 \u0441\u043b\u0435\u0434\u0438\u0442\u0435 \u0437\u0430 \u043d\u043e\u0432\u043e\u0441\u0442\u044f\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u044b.<\/p>\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\/576652\/\"> https:\/\/habr.com\/ru\/articles\/576652\/<\/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-395026","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/395026","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=395026"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/395026\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=395026"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=395026"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=395026"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}