{"id":4104,"date":"2022-07-22T11:00:35","date_gmt":"2022-07-22T11:00:35","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=4104"},"modified":"2022-08-03T14:06:49","modified_gmt":"2022-08-03T14:06:49","slug":"de-duplication-in-cv","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/de-duplication-in-cv\/","title":{"rendered":"de-duplication in CV"},"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 class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg 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href=\"https:\/\/otus.ru\/journal\/de-duplication-in-cv\/#%D0%97%D0%B0%D0%BF%D0%B8%D1%81%D1%8C_%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82%D0%BE%D0%B3%D0%BE_%D1%83%D1%80%D0%BE%D0%BA%D0%B0_%D0%BA%D1%83%D1%80%D1%81%D0%B0_%C2%AB%D0%9A%D0%BE%D0%BC%D0%BF%D1%8C%D1%8E%D1%82%D0%B5%D1%80%D0%BD%D0%BE%D0%B5_%D0%B7%D1%80%D0%B5%D0%BD%D0%B8%D0%B5%C2%BB\" title=\"\u0417\u0430\u043f\u0438\u0441\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0443\u0440\u043e\u043a\u0430 \u043a\u0443\u0440\u0441\u0430&nbsp;\u00ab\u041a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435\u00bb\">\u0417\u0430\u043f\u0438\u0441\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0443\u0440\u043e\u043a\u0430 \u043a\u0443\u0440\u0441\u0430&nbsp;\u00ab\u041a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435\u00bb<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/otus.ru\/journal\/de-duplication-in-cv\/#%D0%A1%D0%BC%D0%BE%D1%82%D1%80%D0%B8%D1%82%D0%B5_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D0%B8_%D0%B4%D1%80%D1%83%D0%B3%D0%B8%D1%85_%D0%B2%D0%B5%D0%B1%D0%B8%D0%BD%D0%B0%D1%80%D0%BE%D0%B2\" title=\"\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432:\">\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432:<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%97%D0%B0%D0%BF%D0%B8%D1%81%D1%8C_%D0%BE%D1%82%D0%BA%D1%80%D1%8B%D1%82%D0%BE%D0%B3%D0%BE_%D1%83%D1%80%D0%BE%D0%BA%D0%B0_%D0%BA%D1%83%D1%80%D1%81%D0%B0_%C2%AB%D0%9A%D0%BE%D0%BC%D0%BF%D1%8C%D1%8E%D1%82%D0%B5%D1%80%D0%BD%D0%BE%D0%B5_%D0%B7%D1%80%D0%B5%D0%BD%D0%B8%D0%B5%C2%BB\"><\/span>\u0417\u0430\u043f\u0438\u0441\u044c \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u0433\u043e \u0443\u0440\u043e\u043a\u0430 \u043a\u0443\u0440\u0441\u0430<a href=\"https:\/\/otus.ru\/lessons\/cv\/?utm_source=oj&amp;utm_medium=affilate&amp;utm_campaign=cv&amp;mxm=[[hash_metrika]]&amp;relogin=True&amp;token=[[token]]\" target=\"_blank\" rel=\"noreferrer noopener\">&nbsp;\u00ab\u041a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435\u00bb<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u0414\u0435\u043c\u043e-\u0437\u0430\u043d\u044f\u0442\u0438\u0435 \u043a\u0443\u0440\u0441\u0430 \u00ab\u041a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u043e\u0435 \u0437\u0440\u0435\u043d\u0438\u0435\u00bb\" width=\"770\" height=\"433\" src=\"https:\/\/www.youtube.com\/embed\/PGBB9hbVYFc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\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\u043b\u0438 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b:<\/p>\n\n\n\n<ul><li>\u041f\u043e\u0438\u0441\u043a \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 CV;<\/li><li>\u041f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u043e\u0432; <\/li><li>\u0412\u044b\u0431\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0432 CV; <\/li><li>\u0410\u043d\u0430\u043b\u0438\u0437 \u0441\u0443\u0449\u0435\u0441\u0442\u0443\u044e\u0449\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043f\u043e\u0438\u0441\u043a\u0430 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0445 \u0441\u043e\u0441\u0435\u0434\u0435\u0439: brute force, HNSW;<\/li><li>\u041e\u0446\u0435\u043d\u043a\u0430 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0435\u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.<\/li><\/ul>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:15%\">\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/07\/Maksim-Panteleev.png\" alt=\"de-duplication in CV\" class=\"wp-image-4105\"\/><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:2%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:55%\">\n<p class=\"has-text-align-left\" style=\"line-height:1.5\"><strong>\u0421\u043f\u0438\u043a\u0435\u0440: \u041c\u0430\u043a\u0441\u0438\u043c \u041f\u0430\u043d\u0442\u0435\u043b\u0435\u0435\u0432<\/strong> <\/p>\n\n\n\n<p class=\"has-text-align-left\" style=\"line-height:1.5\">\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442 \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c\u0443 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435 (BigData).<\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%D0%A1%D0%BC%D0%BE%D1%82%D1%80%D0%B8%D1%82%D0%B5_%D0%B7%D0%B0%D0%BF%D0%B8%D1%81%D0%B8_%D0%B4%D1%80%D1%83%D0%B3%D0%B8%D1%85_%D0%B2%D0%B5%D0%B1%D0%B8%D0%BD%D0%B0%D1%80%D0%BE%D0%B2\"><\/span>\u0421\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0434\u0440\u0443\u0433\u0438\u0445 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u043e\u0432:<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><a href=\"https:\/\/otus.ru\/journal\/anomaly-detection\/\" target=\"_blank\" rel=\"noreferrer noopener\">Anomaly Detection<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041d\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u0443\u0440\u043e\u043a\u0435 \u043e\u0431\u0441\u0443\u0434\u0438\u043b\u0438 \u0442\u0435\u043c\u044b: \u043f\u043e\u0438\u0441\u043a \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u043e\u0432 \u0432 CV; \u043f\u043e\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 \u0437\u0430\u0434\u0430\u0447\u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0442\u043e\u0432; \u0432\u044b\u0431\u043e\u0440 \u043c\u0435\u0442\u043e\u0434\u0430 \u0432\u0435\u043a\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u0438 \u0432 CV; \u0430\u043d\u0430\u043b\u0438\u0437 \u0441\u0443\u0449\u0435\u0441\u0442\u0443\u044e\u0449\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043f\u043e\u0438\u0441\u043a\u0430 \u0431\u043b\u0438\u0436\u0430\u0439\u0448\u0438\u0445 \u0441\u043e\u0441\u0435\u0434\u0435\u0439: brute force, HNSW; \u043e\u0446\u0435\u043d\u043a\u0430 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u0435\u0434\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u0434\u0435\u0442\u0430\u043b\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438.<\/p>\n","protected":false},"author":10,"featured_media":4247,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"footnotes":""},"categories":[1],"tags":[201],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/4104"}],"collection":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/comments?post=4104"}],"version-history":[{"count":1,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/4104\/revisions"}],"predecessor-version":[{"id":4249,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/posts\/4104\/revisions\/4249"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/media\/4247"}],"wp:attachment":[{"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/media?parent=4104"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/categories?post=4104"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/otus.ru\/journal\/wp-json\/wp\/v2\/tags?post=4104"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}