{"id":3141,"date":"2023-10-19T10:42:13","date_gmt":"2023-10-19T05:42:13","guid":{"rendered":"http:\/\/vestnik.polytech.tj\/?p=3141"},"modified":"2023-10-19T10:50:02","modified_gmt":"2023-10-19T05:50:02","slug":"%d0%bc%d0%b5%d1%82%d0%be%d0%b4%d2%b3%d0%be%d0%b8-%d0%bc%d1%83%d0%be%d1%81%d0%b8%d1%80%d0%b8-%d0%ba%d0%bb%d0%b0%d1%81%d1%81%d0%b8%d1%84%d0%b8%d0%ba%d0%b0%d1%82%d1%81%d0%b8%d1%8f%d0%b8-%d0%bc%d0%b0","status":"publish","type":"post","link":"https:\/\/vestnik.polytech.tj\/?p=3141","title":{"rendered":"\u041c\u0415\u0422\u041e\u0414\u04b2\u041e\u0418 \u041c\u0423\u041e\u0421\u0418\u0420\u0418 \u041a\u041b\u0410\u0421\u0421\u0418\u0424\u0418\u041a\u0410\u0422\u0421\u0418\u042f\u0418 \u041c\u0410\u0422\u041d \u0414\u0410\u0420 \u0410\u0421\u041e\u0421\u0418 \u0410\u041b\u0413\u041e\u0420\u0418\u0422\u041c\u04b2\u041e\u0418 \u041e\u041c\u04ee\u0417\u0418\u0428\u0418 \u041c\u041e\u0428\u0418\u041d\u04e2"},"content":{"rendered":"<p><!--vcv no format--><!-- vcwb\/dynamicElementComment:0695fd3a --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-0695fd3a\" data-vce-do-apply=\"all el-0695fd3a\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:77b2720e --><\/p>\n<div class=\"vce-col vce-col--md-78p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-77b2720e\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-77b2720e\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-77b2720e\"><!-- vcwb\/dynamicElementComment:25acbd71 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-25acbd71\" data-vce-do-apply=\"all el-25acbd71\">\n<p><span style=\"font-size: 14pt;\"><strong>\u041c\u0443\u0430\u043b\u043b\u0438\u0444\u043e\u043d<\/strong><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>&nbsp; &nbsp; &nbsp; &nbsp;<\/strong><strong>\u041d\u0438\u0437\u0430\u043c\u0438\u0442\u0434\u0438\u043d\u043e\u0432 \u0410.\u0418. \u2013 <\/strong><em>\u0434<\/em><em>\u043e\u043a\u0442\u043e\u0440\u0438 \u0444\u0430\u043b\u0441\u0430\u0444\u0430(PhD) \u0430\u0437 \u0440\u04ef\u0439\u0438 \u0438\u0445\u0442\u0438\u0441\u043e\u0441, \u043e\u043c\u04ef\u0437\u0433\u043e\u0440\u0438 \u043a\u0430\u043b\u043e\u043d, <\/em><em>\u043a\u0430\u0444\u0435\u0434\u0440\u0430\u0438 \u0438\u049b\u0442\u0438\u0441\u043e\u0434\u0438 \u0440\u0430\u049b\u0430\u043c\u04e3, \u0414\u043e\u043d\u0438\u0448\u043a\u0430\u0434\u0430\u0438 \u043f\u043e\u043b\u0438\u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0414\u043e\u043d\u0438\u0448\u0433\u043e\u04b3\u0438 \u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 <\/em><em>\u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d \u0431\u0430 \u043d\u043e\u043c\u0438 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u043a \u041c.\u0421.\u041e\u0441\u0438\u043c\u0438, \u0448. \u0425\u0443\u04b7\u0430\u043d\u0434, \u04b6\u0443\u043c\u04b3\u0443\u0440\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d,<\/em><a href=\"mailto:ahlidin@gmail.com\"><em>ahlidin@gmail.com<\/em><\/a><\/p>\n<p><strong>&nbsp; &nbsp; &nbsp;\u04b6\u0430\u0431\u0431\u043e\u0440\u043e\u0432\u0430 \u0428.\u0410. \u2013 <\/strong><em>\u0434\u043e\u043d\u0438\u0448\u04b7\u04ef\u0438 \u043a\u0443\u0440\u0441\u0438 4, \u0438\u0445\u0442\u0438\u0441\u043e\u0441\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0430 \u043d\u0438\u0437\u043e\u043c\u04b3\u043e\u0438 \u0438\u0442\u0442\u0438\u043b\u043e\u043e\u0442\u04e3 \u0434\u0430\u0440 <\/em><em>\u0438\u049b\u0442\u0438\u0441\u043e\u0434\u0438\u0451\u0442, <\/em><em>\u0414\u043e\u043d\u0438\u0448\u043a\u0430\u0434\u0430\u0438 \u043f\u043e\u043b\u0438\u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0414\u043e\u043d\u0438\u0448\u0433\u043e\u04b3\u0438 \u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d \u0431\u0430 \u043d\u043e\u043c\u0438 <\/em><em>\u0430\u043a\u0430\u0434\u0435\u043c\u0438\u043a \u041c.\u0421.\u041e\u0441\u0438\u043c\u0438, \u0448. \u0425\u0443\u04b7\u0430\u043d\u0434, \u04b6\u0443\u043c\u04b3\u0443\u0440\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d, <\/em><a href=\"mailto:jaborova232000@gmail.com\"><em>jaborova232000@gmail.com<\/em><\/a><\/p>\n<p><em>&nbsp;<\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong>\u0427\u0430\u043a\u0438\u0434\u0430<\/strong><\/span><\/p>\n<p><em>&nbsp; \u041c\u0430\u049b\u043e\u043b\u0430 \u0431\u0430 \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430\u0438 \u043e\u043c\u04ef\u0437\u0438\u0448\u0438 \u043c\u043e\u0448\u0438\u043d\u0441\u043e\u0437\u04e3 \u0434\u0430\u0440 \u043c\u0430\u0441\u044a\u0430\u043b\u0430\u04b3\u043e\u0438 \u0442\u0430\u04b3\u043b\u0438\u043b\u0438 \u043c\u0430\u0442\u043d \u0431\u0430\u0445\u0448\u0438\u0434\u0430 \u0448\u0443\u0434\u0430\u0430\u0441\u0442. \u0414\u0438\u049b\u049b\u0430\u0442\u0438 \u043c\u0430\u0445\u0441\u0443\u0441 \u0431\u0430 \u043e\u043d \u0440\u0430\u0432\u0438\u0448\u04b3\u043e\u0435 \u0434\u043e\u0434\u0430 \u043c\u0435\u0448\u0430\u0432\u0430\u0434, \u043a\u0438 \u043c\u0435\u0442\u0430\u0432\u043e\u043d\u0430\u043d\u0434 \u0431\u0430\u0440\u043e\u0438 \u0438\u0441\u0442\u0438\u0445\u0440\u043e\u04b7\u0438 \u0438\u0442\u0442\u0438\u043b\u043e\u043e\u0442 \u0430\u0437 \u043c\u0430\u0442\u043d\u0438 \u0437\u0430\u0431\u043e\u043d\u0438 \u0442\u0430\u0431\u0438\u04e3 \u0441\u0430\u043c\u0430\u0440\u0430\u043d\u043e\u043a \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430 \u0448\u0430\u0432\u0430\u043d\u0434. \u041c\u0430\u0440\u04b3\u0438\u043b\u0430\u04b3\u043e \u0432\u0430 \u0441\u0430\u0442\u04b3\u04b3\u043e\u0438 \u0433\u0443\u043d\u043e\u0433\u0443\u043d\u0438 \u0442\u0430\u04b3\u043b\u0438\u043b\u0438 \u043c\u0430\u0442\u043d \u0432\u0430 \u0438\u043c\u043a\u043e\u043d\u0438 \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430\u0438 \u0443\u0441\u0443\u043b\u04b3\u043e\u0438 \u043e\u043c\u04ef\u0437\u0438\u0448\u0438 \u043c\u043e\u0448\u0438\u043d\u0441\u043e\u0437\u04e3 \u0434\u0430\u0440 \u04b3\u0430\u0440 \u043a\u0430\u0434\u043e\u043c\u0438 \u043e\u043d\u04b3\u043e \u0431\u0430\u0440\u0440\u0430\u0441\u04e3 \u043c\u0435\u0448\u0430\u0432\u0430\u043d\u0434. \u04b2\u0430\u043d\u0433\u043e\u043c\u0438 \u04b3\u0430\u043b\u043b\u0438 \u043c\u0430\u0441\u044a\u0430\u043b\u0430\u04b3\u043e\u0438 \u0442\u0430\u0441\u043d\u0438\u0444\u043e\u0442\u0438 \u043c\u0430\u0442\u043d, \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u04b3\u043e\u0438 \u043e\u043c\u04ef\u0437\u0438\u0448\u0438 \u043c\u043e\u0448\u0438\u043d\u0441\u043e\u0437\u04e3 \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430 \u043c\u0435\u0448\u0430\u0432\u0430\u043d\u0434, \u0430\u0437 \u049b\u0430\u0431\u0438\u043b\u0438 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u043a\u04e3 (\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u0438 Logistic), K-\u043d\u0430\u0437\u0434\u0438\u043a\u0442\u0430\u0440\u0438\u043d \u04b3\u0430\u043c\u0441\u043e\u044f\u04b3\u043e (K \u04b3\u0430\u043c\u0441\u043e\u044f\u04b3\u043e\u0438 \u043d\u0430\u0437\u0434\u0438\u043a\u0442\u0430\u0440\u0438\u043d), \u0434\u0430\u0440\u0430\u0445\u0442\u043e\u043d\u0438 \u049b\u0430\u0440\u043e\u0440 (\u0414\u0430\u0440\u0430\u0445\u0442\u0438 \u049a\u0430\u0440\u043e\u0440), \u04b6\u0430\u043d\u0433\u0430\u043b\u0438 \u0442\u0430\u0441\u043e\u0434\u0443\u0444\u04e3 (Random Forest), \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u04b3\u043e\u0438 \u0430\u0444\u0437\u043e\u0438\u0448\u0451\u0431\u0430\u043d\u0434\u0430 (CatBoost, XGBoost), \u0434\u0438\u0441\u043a\u0440\u0438\u043c\u0438\u043d\u0430\u043d\u0442\u04b3\u043e\u0438 \u0445\u0430\u0442\u04e3 \u0432\u0430 \u0448\u0430\u0431\u0430\u043a\u0430\u04b3\u043e\u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u04e3. \u0425\u0443\u043b\u043e\u0441\u0430 \u043c\u0435\u0448\u0430\u0432\u0430\u0434, \u043a\u0438 \u045a\u0430\u043b\u043b\u0438 \u043c\u0430\u0441\u044a\u0430\u043b\u0430\u045a\u043e\u0438 \u0442\u0430\u0441\u043d\u0438\u0444\u0438 \u043c\u0430\u0442\u043d \u0434\u0430\u0440 \u0430\u0441\u043e\u0441\u0438 \u0438\u043d \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u045a\u043e \u043d\u0438\u0441\u0431\u0430\u0442 \u0431\u0430 \u0434\u0438\u0433\u0430\u0440 \u0440\u0430\u0432\u0438\u0448\u045a\u043e\u0438 \u043c\u0430\u0441\u044a\u0430\u043b\u0430\u045a\u043e\u0438 \u0442\u0430\u0441\u043d\u0438\u0444\u0457 \u0431\u0430\u045a\u043e\u0438 \u0445\u0435\u043b\u0435 \u0431\u0430\u043b\u0430\u043d\u0434 \u0434\u043e\u0440\u0430\u0434. \u0411\u0430\u0440\u043e\u0438 \u0430\u0440\u0437\u0451\u0431\u0438\u0438 \u0441\u0430\u043c\u0430\u0440\u0430\u043d\u043e\u043a\u0438\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u04b3\u043e\u0438 \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430\u0448\u0443\u0434\u0430 \u043c\u0430\u0442\u0440\u0438\u0442\u0441\u0430\u0438 \u0445\u0430\u0442\u043e\u0433\u0438\u04b3\u043e (\u041c\u0430\u0442\u0440\u0438\u0442\u0441\u0430\u0438 Confusion) \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430 \u0448\u0443\u0434\u0430\u0430\u0441\u0442, \u043a\u0438 \u0434\u0443\u0440\u0443\u0441\u0442\u0438\u0438 \u043f\u0435\u0448\u0433\u04ef\u0438\u0438 \u043c\u043e\u0434\u0435\u043b \u0432\u0430 \u0434\u0430\u0440\u0430\u04b7\u0430\u0438 \u0445\u0430\u0442\u043e\u0433\u0438\u04b3\u043e\u0440\u043e \u0434\u0430\u0440 \u043c\u0430\u0441\u044a\u0430\u043b\u0430\u04b3\u043e\u0438 \u0442\u0430\u0441\u043d\u0438\u0444\u043a\u0443\u043d\u04e3 \u043d\u0438\u0448\u043e\u043d \u043c\u0435\u0434\u0438\u04b3\u0430\u0434. \u0422\u0430\u0440\u0442\u0438\u0431\u0438 \u043e\u043c\u04ef\u0437\u0438\u0448\u0438 \u043c\u043e\u0448\u0438\u043d\u0441\u043e\u0437\u04e3 \u0441\u0430\u043c\u0430\u0440\u0430\u043d\u043e\u043a\u0438\u0438 \u0442\u0430\u049b\u0440\u0438\u0431\u0430\u043d 60-86% -\u0440\u043e \u0431\u0430\u0440\u043e\u0438 \u0442\u0430\u04b3\u043b\u0438\u043b\u0438 \u049b\u0438\u0441\u043c\u04b3\u043e\u0438 \u043d\u0443\u0442\u049b \u0434\u0430\u0440 \u04b7\u0443\u043c\u043b\u0430\u04b3\u043e\u0438 \u0441\u0430\u043c\u0442\u04b3\u043e\u0438 \u0433\u0443\u043d\u043e\u0433\u0443\u043d\u0438 \u043c\u0430\u0432\u0437\u04ef\u04e3 (\u0434\u0430\u0440 \u043c\u0438\u0441\u043e\u043b\u0438 \u0437\u0430\u0431\u043e\u043d\u0438 \u0440\u0443\u0441\u04e3) \u0431\u043e \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430 \u0430\u0437 \u043c\u0430\u044a\u043b\u0443\u043c\u043e\u0442 \u0430\u0437 \u0441\u0430\u0439\u0442\u0438 \u0438\u0442\u0442\u0438\u043b\u043e\u043e\u0442\u0438\u0438 lenta.ru \u043d\u0438\u0448\u043e\u043d \u0434\u043e\u0434.<\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong>\u041a\u0430\u043b\u0438\u0434\u0432\u043e\u0436\u0430\u04b3\u043e<\/strong><\/span><\/p>\n<p><em>\u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u043e\u043c\u04ef\u0437\u0438\u0448\u0438 \u043c\u043e\u0448\u0438\u043d\u0441\u043e\u0437\u04e3, \u0442\u0430\u0441\u043d\u0438\u0444\u0438 \u043c\u0430\u0442\u043d, \u043a\u043e\u0440\u043a\u0430\u0440\u0434\u0438 \u0434\u043e\u0434\u0430\u04b3\u043e, \u0442\u0430\u04b3\u043b\u0438\u043b\u0438 \u043c\u0430\u0442\u043d, \u043a\u043e\u0440\u043a\u0430\u0440\u0434\u0438 \u043f\u0435\u0448\u0430\u043a\u0438\u0438 \u043c\u0430\u0442\u043d.<\/em><\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:25acbd71 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:77b2720e --><!-- vcwb\/dynamicElementComment:1ab6ee85 --><\/p>\n<div class=\"vce-col vce-col--md-22p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last\" id=\"el-1ab6ee85\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-1ab6ee85\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-1ab6ee85\"><!-- vcwb\/dynamicElementComment:19704f09 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-19704f09\" data-vce-do-apply=\"all el-19704f09\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">\u0417\u0430\u0431\u043e\u043d<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">\u0442\u043e\u04b7\u0438\u043a\u04e3<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:19704f09 --><!-- vcwb\/dynamicElementComment:290a69b2 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-290a69b2\" data-vce-do-apply=\"all el-290a69b2\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">\u041d\u0430\u043c\u0443\u0434<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">\u0442\u0435\u0445\u043d\u0438\u043a\u04e3<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:290a69b2 --><!-- vcwb\/dynamicElementComment:dffb23ff --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-dffb23ff\" data-vce-do-apply=\"all el-dffb23ff\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">\u0421\u043e\u043b<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">2023<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:dffb23ff --><!-- vcwb\/dynamicElementComment:f8ec6e9f --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-f8ec6e9f\" data-vce-do-apply=\"all el-f8ec6e9f\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><span style=\"font-size: 14pt;\">\u0421\u0430\u04b3\u0438\u0444\u0430<\/span><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">30-31<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:f8ec6e9f --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:1ab6ee85 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:0695fd3a --><!-- vcwb\/dynamicElementComment:861e5358 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-861e5358\" data-vce-do-apply=\"all el-861e5358\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:c359c033 --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-c359c033\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-c359c033\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-c359c033\"><!-- vcwb\/dynamicElementComment:6ff0332e --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-6ff0332e\" data-vce-do-apply=\"all el-6ff0332e\">\n<p><span style=\"font-size: 14pt;\"><strong><em>\u0420\u04ef\u0439\u0445\u0430\u0442\u0438 \u0430\u0434\u0430\u0431\u0438\u0451\u0442\u04b3\u043e\u0438 \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430\u0448\u0443\u0434\u0430<\/em><\/strong><\/span><\/p>\n<ol>\n<li style=\"list-style-type: none;\">&nbsp;<\/li>\n<\/ol>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li><em>Aggarwal C. and Zhai C. A survey of text classification algorithms. 2012. Springer, p.163\u2014222.<\/em><\/li>\n<li><em>Artificial intelligence, machine learning and deep learning: [<\/em><em>\u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0439<\/em> <em>\u0440\u0435\u0441\u0443\u0440\u0441<\/em><em>]. URL: https:\/\/velog.io\/@gabie0208\/1.1-Artificial-intelligence-machine-learning-and-deep-learning.<\/em><\/li>\n<li><em>Benjamin Bengfort, Rebecca Bilbro, Tony Ojeda.(2018). Applied Text Analysis with Python. O&#8217;Reilly Media, Inc., pp.368.<\/em><\/li>\n<li><em>Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani. An introduction to statistical learning: with applications in R. New York: 2013. Springer.<\/em><\/li>\n<li><em>Korde V. and Mahender C. Text classification and classifiers: A survey. International Journal of Artificial Intelligence &amp; Applications (IJAIA), 2012. 3 (2), P. 85\u201499.<\/em><\/li>\n<li><em>Niharika S., Latha V. and Lavanya, D. A Survey on Text Categorization. International Journal of Computer Trends and Technology, 2012. volume 3, Issue 1.<\/em><\/li>\n<li><em>NLP Tutorial for Text Classification in Python: [<\/em><em>\u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0439<\/em> <em>\u0440\u0435\u0441\u0443\u0440\u0441<\/em><em>]. URL: https:\/\/medium.com\/analytics-vidhya\/nlp-tutorial-for-text-classification-in-python-8f19cd17b49e.<\/em><\/li>\n<li><em>Wilcox A. and Hripcsak G. Classification algorithms applied to narrative reports. 1999. p. 455.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p><em>&nbsp;<\/em><\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:6ff0332e --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:c359c033 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:861e5358 --><!-- vcwb\/dynamicElementComment:54193a54 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-54193a54\" data-vce-do-apply=\"all el-54193a54\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:1f29aa59 --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-1f29aa59\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-1f29aa59\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-1f29aa59\"><!-- vcwb\/dynamicElementComment:6ba3d2ee --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-6ba3d2ee\" data-vce-do-apply=\"all el-6ba3d2ee\">\n<p><span style=\"font-size: 14pt;\"><strong>\u0422\u0430\u044a\u0440\u0438\u0445\u0438 \u043d\u0430\u0448\u0440<\/strong><\/span><\/p>\n<p>2023-10-19<\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:6ba3d2ee --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:1f29aa59 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:54193a54 --><!--vcv no format--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041c\u0443\u0430\u043b\u043b\u0438\u0444\u043e\u043d &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;\u041d\u0438\u0437\u0430\u043c\u0438\u0442\u0434\u0438\u043d\u043e\u0432 \u0410.\u0418. \u2013 \u0434\u043e\u043a\u0442\u043e\u0440\u0438 \u0444\u0430\u043b\u0441\u0430\u0444\u0430(PhD) \u0430\u0437 \u0440\u04ef\u0439\u0438 \u0438\u0445\u0442\u0438\u0441\u043e\u0441, \u043e\u043c\u04ef\u0437\u0433\u043e\u0440\u0438 \u043a\u0430\u043b\u043e\u043d, \u043a\u0430\u0444\u0435\u0434\u0440\u0430\u0438 \u0438\u049b\u0442\u0438\u0441\u043e\u0434\u0438 \u0440\u0430\u049b\u0430\u043c\u04e3, \u0414\u043e\u043d\u0438\u0448\u043a\u0430\u0434\u0430\u0438 \u043f\u043e\u043b\u0438\u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0414\u043e\u043d\u0438\u0448\u0433\u043e\u04b3\u0438 \u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d \u0431\u0430 \u043d\u043e\u043c\u0438 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u043a \u041c.\u0421.\u041e\u0441\u0438\u043c\u0438, \u0448. \u0425\u0443\u04b7\u0430\u043d\u0434, \u04b6\u0443\u043c\u04b3\u0443\u0440\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d,ahlidin@gmail.com &nbsp; &nbsp; &nbsp;\u04b6\u0430\u0431\u0431\u043e\u0440\u043e\u0432\u0430 \u0428.\u0410. \u2013 \u0434\u043e\u043d\u0438\u0448\u04b7\u04ef\u0438 \u043a\u0443\u0440\u0441\u0438 4, \u0438\u0445\u0442\u0438\u0441\u043e\u0441\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f \u0432\u0430 \u043d\u0438\u0437\u043e\u043c\u04b3\u043e\u0438 \u0438\u0442\u0442\u0438\u043b\u043e\u043e\u0442\u04e3 \u0434\u0430\u0440 \u0438\u049b\u0442\u0438\u0441\u043e\u0434\u0438\u0451\u0442, \u0414\u043e\u043d\u0438\u0448\u043a\u0430\u0434\u0430\u0438 \u043f\u043e\u043b\u0438\u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0414\u043e\u043d\u0438\u0448\u0433\u043e\u04b3\u0438 \u0442\u0435\u0445\u043d\u0438\u043a\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d \u0431\u0430 \u043d\u043e\u043c\u0438 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u043a \u041c.\u0421.\u041e\u0441\u0438\u043c\u0438, \u0448. \u0425\u0443\u04b7\u0430\u043d\u0434, \u04b6\u0443\u043c\u04b3\u0443\u0440\u0438\u0438 \u0422\u043e\u04b7\u0438\u043a\u0438\u0441\u0442\u043e\u043d, jaborova232000@gmail.com &nbsp; \u0427\u0430\u043a\u0438\u0434\u0430 &nbsp; \u041c\u0430\u049b\u043e\u043b\u0430 \u0431\u0430 \u0438\u0441\u0442\u0438\u0444\u043e\u0434\u0430\u0438 \u043e\u043c\u04ef\u0437\u0438\u0448\u0438 \u043c\u043e\u0448\u0438\u043d\u0441\u043e\u0437\u04e3 \u0434\u0430\u0440 \u043c\u0430\u0441\u044a\u0430\u043b\u0430\u04b3\u043e\u0438 \u0442\u0430\u04b3\u043b\u0438\u043b\u0438 \u043c\u0430\u0442\u043d \u0431\u0430\u0445\u0448\u0438\u0434\u0430 \u0448\u0443\u0434\u0430\u0430\u0441\u0442. \u0414\u0438\u049b\u049b\u0430\u0442\u0438 \u043c\u0430\u0445\u0441\u0443\u0441 \u0431\u0430 \u043e\u043d \u0440\u0430\u0432\u0438\u0448\u04b3\u043e\u0435 \u0434\u043e\u0434\u0430 \u043c\u0435\u0448\u0430\u0432\u0430\u0434, \u043a\u0438 \u043c\u0435\u0442\u0430\u0432\u043e\u043d\u0430\u043d\u0434 \u0431\u0430\u0440\u043e\u0438 \u0438\u0441\u0442\u0438\u0445\u0440\u043e\u04b7\u0438 \u0438\u0442\u0442\u0438\u043b\u043e\u043e\u0442 \u0430\u0437 \u043c\u0430\u0442\u043d\u0438 \u0437\u0430\u0431\u043e\u043d\u0438 \u0442\u0430\u0431\u0438\u04e3&hellip;<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[163],"tags":[374],"class_list":["post-3141","post","type-post","status-publish","format-standard","hentry","category-bulletin-of-pittu-2022-tj","tag---2022-1"],"acf":[],"featured_image_src":null,"author_info":{"display_name":"Ilhomjon Qodirov","author_link":"https:\/\/vestnik.polytech.tj\/?author=3"},"_links":{"self":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/3141","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3141"}],"version-history":[{"count":2,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/3141\/revisions"}],"predecessor-version":[{"id":3147,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/3141\/revisions\/3147"}],"wp:attachment":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3141"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3141"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3141"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}