{"id":3640,"date":"2022-05-23T10:13:47","date_gmt":"2022-05-23T10:13:47","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=3640"},"modified":"2022-05-23T10:13:48","modified_gmt":"2022-05-23T10:13:48","slug":"novye-meropriyatiya-v-otus-28","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/","title":{"rendered":"\u041d\u043e\u0432\u044b\u0435 \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f \u0432 OTUS"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_61 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title \" >\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span 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\u043c\u0430\u044f \/\/ 20:00\">23 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#23_%D0%BC%D0%B0%D1%8F_20_00-4\" title=\"23 \u043c\u0430\u044f \/\/ 20:00\">23 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#24_%D0%BC%D0%B0%D1%8F_20_00\" title=\"24 \u043c\u0430\u044f \/\/ 20:00\">24 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#24_%D0%BC%D0%B0%D1%8F_20_00-2\" title=\"24 \u043c\u0430\u044f \/\/ 20:00\">24 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#24_%D0%BC%D0%B0%D1%8F_20_00-3\" title=\"24 \u043c\u0430\u044f \/\/ 20:00\">24 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#24_%D0%BC%D0%B0%D1%8F_20_00-4\" title=\"24 \u043c\u0430\u044f \/\/ 20:00\">24 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#24_%D0%BC%D0%B0%D1%8F_20_00-5\" title=\"24 \u043c\u0430\u044f \/\/ 20:00\">24 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#25_%D0%BC%D0%B0%D1%8F_18_00\" title=\"25 \u043c\u0430\u044f \/\/ 18:00\">25 \u043c\u0430\u044f \/\/ 18:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#25_%D0%BC%D0%B0%D1%8F_20_00\" title=\"25 \u043c\u0430\u044f \/\/ 20:00\">25 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#25_%D0%BC%D0%B0%D1%8F_20_00-2\" title=\"25 \u043c\u0430\u044f \/\/ 20:00\">25 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#25_%D0%BC%D0%B0%D1%8F_20_00-3\" title=\"25 \u043c\u0430\u044f \/\/ 20:00\">25 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#25_%D0%BC%D0%B0%D1%8F_20_00-4\" title=\"25 \u043c\u0430\u044f \/\/ 20:00\">25 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#25_%D0%BC%D0%B0%D1%8F_20_00-5\" title=\"25 \u043c\u0430\u044f \/\/ 20:00\">25 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#26_%D0%BC%D0%B0%D1%8F_20_00\" title=\"26 \u043c\u0430\u044f \/\/ 20:00\">26 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#26_%D0%BC%D0%B0%D1%8F_20_00-2\" title=\"26 \u043c\u0430\u044f \/\/ 20:00\">26 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/otus.ru\/journal\/novye-meropriyatiya-v-otus-28\/#26_%D0%BC%D0%B0%D1%8F_20_00-3\" title=\"26 \u043c\u0430\u044f \/\/ 20:00\">26 \u043c\u0430\u044f \/\/ 20:00<\/a><\/li><\/ul><\/nav><\/div>\n\n<p><\/p>\n\n\n\n<p>\u041d\u0435 \u0437\u0430\u0431\u0443\u0434\u044c\u0442\u0435 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0435 \u0432 \u0441\u0432\u043e\u0439 \u043a\u0430\u043b\u0435\u043d\u0434\u0430\u0440\u044c<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-luminous-vivid-orange-background-color has-luminous-vivid-orange-color\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_%D0%BC%D0%B0%D1%8F_18_00\"><\/span>23 \u043c\u0430\u044f \/\/ 18:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/tY6K\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong>\u0427\u0422\u041e \u041f\u041e\u0420\u0415\u041a\u041e\u041c\u0415\u041d\u0414\u0423\u0415\u0422 \u041c\u041d\u0415 \u041c\u0410\u0428\u0418\u041d\u041d\u041e\u0415 \u041e\u0411\u0423\u0427\u0415\u041d\u0418\u0415?<\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u0420\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0441\u0435\u0433\u043e\u0434\u043d\u044f \u0432\u0441\u0442\u0440\u0435\u0447\u0430\u044e\u0442\u0441\u044f \u043f\u043e\u0432\u0441\u0435\u043c\u0435\u0441\u0442\u043d\u043e: \u043e\u043d\u043b\u0430\u0439\u043d-\u043a\u0438\u043d\u043e\u0442\u0435\u0430\u0442\u0440\u044b, \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \u043c\u0430\u0433\u0430\u0437\u0438\u043d\u044b, \u0440\u0435\u043a\u043b\u0430\u043c\u043d\u044b\u0439 suggest. \u042d\u0442\u043e \u043a\u0440\u0430\u0439\u043d\u0435 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u043d\u0430\u044f, \u043e\u0431\u0448\u0438\u0440\u043d\u0430\u044f \u0438 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u044e\u0449\u0430\u044f\u0441\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u044c Data Science, \u0438 \u043d\u0430 \u043d\u0430\u0448\u0435\u043c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0443\u0440\u043e\u043a\u0435 \u0432 \u041e\u0422\u0423\u0421 \u043c\u044b \u043f\u0440\u043e \u043d\u0435\u0435 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c. \u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u0441 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u043f\u043e ML \u0432 \u041e\u0422\u0423\u0421, \u041c\u0430\u0440\u0438\u0435\u0439 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noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong>\u0417\u043d\u0430\u043a\u043e\u043c\u0441\u0442\u0432\u043e \u0441 \u0432\u0435\u0431 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u043e\u0439 \u043d\u0430 Flask<\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u043c\u044b \u0441 \u0432\u0430\u043c\u0438 \u043f\u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u043c\u0441\u044f \u0441 \u043e\u0441\u043d\u043e\u0432\u0430\u043c\u0438 \u0432\u0435\u0431 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043d\u0430 Flask, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043d\u0430\u0443\u0447\u0438\u043c\u0441\u044f \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0438 \u0440\u0435\u043d\u0434\u0435\u0440\u0438\u0442\u044c \u0448\u0430\u0431\u043b\u043e\u043d\u044b \u0441\u0442\u0440\u0430\u043d\u0438\u0446. \u041f\u043e\u043f\u0440\u043e\u0431\u0443\u0435\u043c \u0441\u043e\u0437\u0434\u0430\u0442\u044c Flask \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0437\u0430\u0442\u0435\u043c \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0440\u043e\u0443\u0442\u044b \u0438 \u0432 \u043a\u043e\u043d\u0446\u0435 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 HTTP \u043c\u0435\u0442\u043e\u0434\u044b \u043d\u0430 Flask.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_%D0%BC%D0%B0%D1%8F_20_00-2\"><\/span>23 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/ebQZ\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong>\u041a\u043e\u0433\u043e\u0440\u0442\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044f<\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u0432\u044b \u0443\u0437\u043d\u0430\u0435\u0442\u0435 \u043e, \u043f\u043e\u0436\u0430\u043b\u0443\u0439, \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0445 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u2014 \u043a\u043e\u0433\u043e\u0440\u0442\u043d\u043e\u043c \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0438 \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438.<\/p>\n\n\n\n<p>\u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 \u043c\u044b \u043f\u043e\u0439\u043c\u0435\u043c, \u0437\u0430\u0447\u0435\u043c \u0438 \u043a\u043e\u0433\u0434\u0430 \u043d\u0443\u0436\u043d\u044b \u044d\u0442\u0438 \u0432\u0438\u0434\u044b \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u043a \u043a\u0430\u043a\u0438\u043c \u043e\u0448\u0438\u0431\u043a\u0430\u043c \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<p>\u041f\u043e \u0445\u043e\u0434\u0443 \u0437\u0430\u043d\u044f\u0442\u0438\u044f \u0432\u044b \u043d\u0430\u0443\u0447\u0438\u0442\u0435\u0441\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044b, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0431\u0443\u0434\u0435\u0442\u0435 \u0437\u043d\u0430\u0442\u044c \u043a\u0430\u043a\u0438\u0435 \u0441\u0430\u043c\u044b\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u044b \u0441\u0435\u0433\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043a\u043e\u0433\u043e\u0440\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0432 \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u043e\u0439 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0435.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_%D0%BC%D0%B0%D1%8F_20_00-3\"><\/span>23 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><strong><a href=\"https:\/\/otus.pw\/b9C6\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0418\u041d\u0422\u0415\u041d\u0421\u0418\u0412 \u00abEXTRACT &#8212; LOAD \u041a\u0410\u041a \u0421\u0415\u0420\u0412\u0418\u0421 \u0418 \u041a\u0410\u041a \u0421\u041e\u0411\u0421\u0422\u0412\u0415\u041d\u041d\u041e\u0415 \u0420\u0415\u0428\u0415\u041d\u0418\u0415. \u041f\u041e\u0418\u0421\u041a \u0411\u0410\u041b\u0410\u041d\u0421\u0410 \u0418 \u0414\u0417\u0415\u041d\u00bb. \u0414\u0415\u041d\u042c 1<\/a><\/strong><\/strong><\/p>\n\n\n\n<p>Extract &#8212; Load \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e SaaS-\u0441\u0435\u0440\u0432\u0438\u0441\u0430 vs. C\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u0435. \u041f\u043e\u0438\u0441\u043a \u0431\u0430\u043b\u0430\u043d\u0441\u0430 \u0438 \u0434\u0437\u0435\u043d. \u2013 Extract-Load \u0447\u0435\u0440\u0435\u0437 SaaS \u0440\u0435\u0448\u0435\u043d\u0438\u044f. \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u0445 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432, \u0438\u0445 \u043d\u0430\u0434\u0435\u0436\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u044f \u2013 Extract-Load \u0447\u0435\u0440\u0435\u0437 API-\u0432\u044b\u0437\u043e\u0432\u044b, \u043e\u0431\u0440\u0430\u0449\u0435\u043d\u0438\u044f \u043a \u0421\u0423\u0411\u0414 \u0438 CDC \u2013 \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u043f\u043e\u0441\u043e\u0431\u044b \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u2013 \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438, \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0435 \u043f\u043e\u043f\u044b\u0442\u043a\u0438 (retries), \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0439 \u0432 Slack (notifications) \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Airflow \u2013 \u041d\u0430\u043a\u043e\u043f\u043b\u0435\u043d\u0438\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u0432\u044b\u0433\u0440\u0443\u0437\u043e\u043a \u0438 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f Data Lake \u0432 S3 \u043f\u0435\u0440\u0435\u0434 DWH<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"23_%D0%BC%D0%B0%D1%8F_20_00-4\"><\/span>23 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/kmSd\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong>\u041e\u0414\u041d\u041e\u0412\u0420\u0415\u041c\u0415\u041d\u041d\u0410\u042f \u0420\u0415\u0410\u041b\u0418\u0417\u0410\u0426\u0418\u042f \u0424\u0418\u0427 \u041d\u0410 IOS + ANDROID. \u041d\u0415\u041e\u0411\u0425\u041e\u0414\u0418\u041c\u042b\u0419 TOOL-SET<\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041e\u0431\u0441\u0443\u0436\u0434\u0435\u043d\u0438\u0435 \u043c\u0443\u043b\u044c\u0442\u0438\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u043b\u044f iOS \u0438 Android. \u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e Kotlin-Multiplatform \u0441 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f Swift \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_%D0%BC%D0%B0%D1%8F_20_00\"><\/span>24 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/yX2j\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong>\u041f\u0420\u041e\u0411\u041b\u0415\u041c\u042b \u0421\u041b\u041e\u0416\u041d\u041e\u0421\u0422\u0418 \u0418 \u041c\u0415\u0421\u0422\u0410, \u0413\u0414\u0415 \u041e\u041d\u0418 \u041e\u0411\u0418\u0422\u0410\u042e\u0422<\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u0438 \u043e\u0431\u044a\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0437\u0430\u0434\u0430\u0447.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_%D0%BC%D0%B0%D1%8F_20_00-2\"><\/span>24 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/WGgl\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong>TABULA RASA PYTHON \u041f\u0420\u041e\u0415\u041a\u0422\u0410<\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c best practices \u043f\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u0432\u0435\u0436\u0435\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043d\u0430 Python. \u041f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u043e \u0432\u0441\u0435\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0433\u0443\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u0432 \u0442\u0430\u043a\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_%D0%BC%D0%B0%D1%8F_20_00-3\"><\/span>24 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/PU5i\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong>\u041e\u0421\u041d\u041e\u0412\u041d\u042b\u0415 \u041a\u041e\u041c\u041f\u041e\u041d\u0415\u041d\u0422\u042b KUBERNETES \u0418 \u0418\u0425 \u0412\u0417\u0410\u0418\u041c\u041e\u0414\u0415\u0419\u0421\u0422\u0412\u0418\u0415<\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u043c\u044b \u043f\u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u043c\u0441\u044f \u0441 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u043c\u0438 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0430\u043c\u0438 \u0438 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f\u043c\u0438 \u0441\u0438\u0441\u0442\u0435\u043c\u044b Kubernetes. \u0423\u0437\u043d\u0430\u0435\u043c, \u043a\u0430\u043a \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u044b Kubernetes \u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0442 \u0434\u0440\u0443\u0433 \u0441 \u0434\u0440\u0443\u0433\u043e\u043c.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_%D0%BC%D0%B0%D1%8F_20_00-4\"><\/span>24 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><strong><a href=\"https:\/\/otus.pw\/hESP\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0418\u041d\u0422\u0415\u041d\u0421\u0418\u0412 \u00abEXTRACT &#8212; LOAD \u041a\u0410\u041a \u0421\u0415\u0420\u0412\u0418\u0421 \u0418 \u041a\u0410\u041a \u0421\u041e\u0411\u0421\u0422\u0412\u0415\u041d\u041d\u041e\u0415 \u0420\u0415\u0428\u0415\u041d\u0418\u0415. \u041f\u041e\u0418\u0421\u041a \u0411\u0410\u041b\u0410\u041d\u0421\u0410 \u0418 \u0414\u0417\u0415\u041d\u00bb. \u0414\u0415\u041d\u042c 2<\/a><\/strong><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"24_%D0%BC%D0%B0%D1%8F_20_00-5\"><\/span>24 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/esNl\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong>\u0412\u0418\u0417\u0423\u0410\u041b\u0418\u0417\u0410\u0426\u0418\u042f \u0414\u0410\u041d\u041d\u042b\u0425 \u0421 \u041f\u041e\u041c\u041e\u0429\u042c\u042e \u0411\u0418\u0411\u041b\u0418\u041e\u0422\u0415\u041a PYTHON<\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0435 \u043d\u0430\u0443\u0447\u0438\u043c \u043a\u0430\u043a \u0432\u044b\u0432\u043e\u0434\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0438, \u043f\u043e\u0440\u0430\u0431\u043e\u0442\u0430\u0435\u043c \u0441 Jupyter Notebook \u0438 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 &#8212; Matplotlib, Seaborn, Plotly. \u0421\u043e\u0437\u0434\u0430\u0434\u0438\u043c \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u0439 \u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438, \u0447\u0442\u043e\u0431\u044b \u0443\u0436\u0435 \u043f\u043e\u0441\u043b\u0435 \u0437\u0430\u043d\u044f\u0442\u0438\u044f \u0432\u044b \u0441\u043c\u043e\u0433\u043b\u0438 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c \u043d\u0430\u0432\u044b\u043a\u0438 \u0432 \u0440\u0430\u0431\u043e\u0442\u0435!<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%D0%BC%D0%B0%D1%8F_18_00\"><\/span>25 \u043c\u0430\u044f \/\/ 18:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.ru\/lessons\/machinelearning\/?utm_campaign=ml&amp;utm_medium=internal&amp;utm_source=internal&amp;utm_content=telegram&amp;utm_term=welcome_ol_23.05.22#event-2042\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong>NLP \u041d\u0410 \u041f\u0410\u041b\u042c\u0426\u0410\u0425: \u041a\u0410\u041a \u041a\u041e\u041c\u041f\u042c\u042e\u0422\u0415\u0420 \u041d\u0410\u0423\u0427\u0418\u0422\u042c \u041f\u041e\u041d\u0418\u041c\u0410\u0422\u042c \u0422\u0415\u041a\u0421\u0422?<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440 \u0443\u043c\u0435\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u0447\u0438\u0441\u043b\u0430\u043c\u0438, \u043d\u043e \u043a\u0430\u043a \u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043c\u0430\u0448\u0438\u043d\u0443 \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c \u0442\u0435\u043a\u0441\u0442? \u0418\u043c\u0435\u043d\u043d\u043e \u044d\u0442\u0438\u043c \u0438 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f \u043e\u0431\u043b\u0430\u0441\u0442\u044c Data Science \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c Natural Language Processing (\u0430 \u0441\u043e\u043a\u0440\u0430\u0449\u0435\u043d\u043d\u043e NLP). \u0427\u0430\u0442-\u0431\u043e\u0442\u044b, \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432\u044b\u0435 \u0438 \u0432\u043e\u043f\u0440\u043e\u0441\u043d\u043e-\u043e\u0442\u0432\u0435\u0442\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b, \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u0439 \u043f\u0435\u0440\u0435\u0432\u043e\u0434 &#8212; \u044d\u0442\u0438\u043c\u0438 \u0438 \u043c\u043d\u043e\u0433\u0438\u043c\u0438 \u0434\u0440\u0443\u0433\u0438\u043c\u0438 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u043c\u0438 \u0432\u0435\u0449\u0430\u043c\u0438 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442\u0441\u044f NLP! \u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u0441 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u0435\u043c \u043a\u0443\u0440\u0441\u043e\u0432 \u043f\u043e ML \u0432 \u041e\u0422\u0423\u0421, \u041c\u0430\u0440\u0438\u0435\u0439 \u0422\u0438\u0445\u043e\u043d\u043e\u0432\u043e\u0439, \u0432\u044b \u043e\u0431\u0441\u0443\u0434\u0438\u0442\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0438 \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u0432 NLP \u0438, \u043a\u043e\u043d\u0435\u0447\u043d\u043e, \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0442\u0435 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u043d\u0438\u044f \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435. \u0423\u0436\u0435 \u043a \u043a\u043e\u043d\u0446\u0443 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u0432\u044b \u043e\u0431\u0443\u0447\u0438\u0442\u0435 \u0441\u0432\u043e\u044e NLP-\u043c\u043e\u0434\u0435\u043b\u044c, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u0443\u044e \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u0443 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c, \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u043d \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u043c \u0438\u043b\u0438 \u043d\u0435\u0442.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%D0%BC%D0%B0%D1%8F_20_00\"><\/span>25 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/ZEgx\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong>\u0424\u0423\u041d\u041a\u0426\u0418\u0418 \u0418 \u041c\u0415\u0422\u041e\u0414\u042b \u0412 \u042f\u0417\u042b\u041a\u0415 GOLANG<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u0437\u0430\u043d\u044f\u0442\u0438\u0438 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c \u043f\u0440\u043e \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0432\u0438\u0434\u0438\u043c\u043e\u0441\u0442\u0438, \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438: \u0438\u043c\u0435\u043d\u043e\u0432\u0430\u043d\u043d\u044b\u0435, \u0430\u043d\u043e\u043d\u0438\u043c\u043d\u044b\u0435, \u0441 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c \u0447\u0438\u0441\u043b\u043e\u043c \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043f\u0440. \u0410 \u0442\u0430\u043a\u0436\u0435 \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0435\u043c \u0437\u0430\u0442\u0440\u043e\u043d\u0443\u0442\u044c \u043f\u043e\u043d\u044f\u0442\u0438\u0435 \u0437\u0430\u043c\u044b\u043a\u0430\u043d\u0438\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%D0%BC%D0%B0%D1%8F_20_00-2\"><\/span>25 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/ZEgx\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e<\/a><a href=\"https:\/\/otus.pw\/2CoL\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong>\u041f\u041e\u0414\u0412\u041e\u0414\u041d\u042b\u0415 \u041a\u0410\u041c\u041d\u0418 \u041f\u041e\u0418\u0421\u041a\u0410 \u0420\u0410\u0411\u041e\u0422\u042b \u0417\u0410 \u0420\u0423\u0411\u0415\u0416\u041e\u041c \u0412 IT<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043b\u0438\u0447\u043d\u044b\u0435 \u0438\u0441\u0442\u043e\u0440\u0438\u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u0437\u0430\u0440\u0443\u0431\u0435\u0436\u043d\u043e\u0439 \u0440\u0430\u0431\u043e\u0442\u044b \u0432 IT. \u041a\u0430\u043a\u0438\u0435 \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0431\u044b\u043b\u0438 \u0432\u0441\u0442\u0440\u0435\u0447\u0435\u043d\u044b \u043d\u0430 \u043f\u0443\u0442\u0438 \u0438 \u043a\u0430\u043a \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u043f\u0440\u0435\u043e\u0434\u043e\u043b\u0435\u0442\u044c, \u0447\u0442\u043e \u0431\u044b\u043b\u043e \u043d\u0435\u043e\u0436\u0438\u0434\u0430\u043d\u043d\u044b\u043c \u043f\u043e\u0441\u043b\u0435 \u043d\u0430\u0439\u043c\u0430 \u0432 \u0420\u043e\u0441\u0441\u0438\u0438.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%D0%BC%D0%B0%D1%8F_20_00-3\"><\/span>25 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/DT17\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong><strong>\u0418\u0421\u041f\u041e\u041b\u042c\u0417\u041e\u0412\u0410\u041d\u0418\u0415 \u041f\u0421\u0415\u0412\u0414\u041e\u042d\u041b\u0415\u041c\u0415\u041d\u0422\u041e\u0412 \u0414\u041b\u042f \u0421\u041e\u0417\u0414\u0410\u041d\u0418\u042f \u0418\u041d\u0422\u0415\u0420\u0415\u0421\u041d\u042b\u0425 \u0410\u041d\u0418\u041c\u0410\u0426\u0418\u0419 \u041a\u041d\u041e\u041f\u041e\u041a<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u0412\u0441\u0435 \u043c\u044b \u043b\u044e\u0431\u0438\u043c \u043d\u0430\u0436\u0438\u043c\u0430\u0442\u044c \u043d\u0430 \u043a\u043d\u043e\u043f\u043a\u0438. \u041d\u043e \u043c\u043e\u0436\u043d\u043e \u043b\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043e\u0431\u044b\u0447\u043d\u043e\u0433\u043e CSS \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u044d\u0442\u043e \u043d\u0430\u0436\u0430\u0442\u0438\u0435 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u043c \u0438\u043b\u0438 \u0434\u0430\u0436\u0435 \u0438\u043d\u0442\u0440\u0438\u0433\u0443\u044e\u0449\u0438\u043c? \u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043d\u0430 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0435!<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%D0%BC%D0%B0%D1%8F_20_00-4\"><\/span>25 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/h2ll\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong><strong>\u042d\u0432\u043e\u043b\u044e\u0446\u0438\u044f Unreal Engine<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u044d\u0432\u043e\u043b\u044e\u0446\u0438\u044e Unreal Engine \u043e\u0442 3 \u0434\u043e 5 \u0432\u0435\u0440\u0441\u0438\u0438. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u044b 5-\u0433\u043e \u0434\u0432\u0438\u0436\u043a\u0430 Lumen \u0438 Nanite. \u0420\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 Metahuman. \u0420\u0430\u0437\u0431\u0435\u0440\u0435\u043c\u0441\u044f \u0432 \u043f\u043b\u044e\u0441\u0430\u0445 \u0438 \u043c\u0438\u043d\u0443\u0441\u0430\u0445 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f Unreal Engine 5 \u0432 \u0441\u0432\u043e\u0435\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0435.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"25_%D0%BC%D0%B0%D1%8F_20_00-5\"><\/span>25 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.ru\/lessons\/advanced-ios\/?utm_campaign=ios&amp;utm_medium=internal&amp;utm_source=internal&amp;utm_content=telegram&amp;utm_term=welcome_ol_23.05.22#event-2087\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong><strong>\u0420\u0410\u0417\u0411\u0418\u0420\u0410\u0415\u041c\u0421\u042f \u0421 \u0412\u0418\u0414\u0416\u0415\u0422\u0410\u041c\u0418 \u0412 IOS<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u0412\u0438\u0434\u0436\u0435\u0442\u044b \u0432 iOS \u2014 \u044d\u0442\u043e \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u044f\u0440\u043a\u0438\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043f\u0440\u0438\u0432\u043b\u0435\u0447\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043a \u0432\u0430\u0448\u0435\u043c\u0443 iOS \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044e, \u043d\u043e \u0438 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u0438 \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b. \u041c\u043d\u043e\u0433\u0438\u0435 \u043f\u0440\u043e \u043d\u0438\u0445 \u0441\u043b\u044b\u0448\u0430\u043b\u0438, \u043d\u043e \u043d\u0435 \u0432\u0441\u0435 \u0443\u043c\u0435\u044e\u0442 \u0438\u0445 \u0433\u043e\u0442\u043e\u0432\u0438\u0442\u044c. \u041f\u043e\u043a\u0430\u0436\u0435\u043c \u043d\u0430 \u043d\u0430\u0448\u0435\u043c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0443\u0440\u043e\u043a\u0435, \u043a\u0430\u043a \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u0432\u0438\u0434\u0436\u0435\u0442\u044b \u043d\u0430 SwiftUI, \u0438 \u0434\u043b\u044f \u0447\u0435\u0433\u043e \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"26_%D0%BC%D0%B0%D1%8F_20_00\"><\/span>26 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/ADrS\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong><strong><strong>IOT \u0410\u0412\u0422\u041e\u041c\u0410\u0422\u0418\u0417\u0410\u0426\u0418\u042f \u0412 \u041e\u0411\u041b\u0410\u041a\u0410\u0425<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>&#8212; \u043f\u043e\u043b\u0443\u0447\u0438\u043c \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0434\u0432\u0443\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u043c \u0418\u043d\u0442\u0435\u0440\u043d\u0435\u0442\u0430 \u0432\u0435\u0449\u0435\u0439 &#8212; \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u043c \u0437\u0430\u0434\u0430\u0447\u0443 \u043d\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044f \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f &#8212; \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u0435 \u043d\u0430 \u043e\u0431\u0435\u0438\u0445 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u0445 &#8212; \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u043c \u0441\u0440\u0430\u0432\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c, \u0432\u044b\u044f\u0432\u0438\u043c \u0438\u0445 \u0441\u0438\u043b\u044c\u043d\u044b\u0435 \u0438 \u0441\u043b\u0430\u0431\u044b\u0435 \u0441\u0442\u043e\u0440\u043e\u043d\u044b<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"26_%D0%BC%D0%B0%D1%8F_20_00-2\"><\/span>26 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/s9sY\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong><strong><strong>\u0422\u0415\u0421\u0422\u0418\u0420\u041e\u0412\u0410\u041d\u0418\u0415 \u0412 REACT.JS<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0443\u0440\u043e\u043a\u0435 \u043e\u0431\u0441\u0443\u0434\u0438\u043c, \u0434\u043b\u044f \u0447\u0435\u0433\u043e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0443 \u043d\u0430 React.js \u0443\u043c\u0435\u043d\u0438\u0435 \u043f\u0438\u0441\u0430\u0442\u044c \u0442\u0435\u0441\u0442\u044b \u0438 \u043a\u0430\u043a \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c React Testing Library \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-light-green-cyan-background-color has-light-green-cyan-color is-style-wide\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"26_%D0%BC%D0%B0%D1%8F_20_00-3\"><\/span>26 \u043c\u0430\u044f \/\/ 20:00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><strong><a href=\"https:\/\/otus.pw\/lInb\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u041e\u0422\u041a\u0420\u042b\u0422\u042b\u0419 \u0423\u0420\u041e\u041a \u00ab<strong><strong><strong><strong><strong><strong><strong><strong><strong><strong>WEB SERVERS<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong>\u00bb<\/a><\/strong><\/p>\n\n\n\n<p>\u0413\u043e\u0442\u043e\u0432\u044b \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043f\u0435\u0440\u0432\u044b\u0439 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