{"id":274578,"date":"2016-02-19T09:59:02","date_gmt":"2016-02-19T06:59:02","guid":{"rendered":"http:\/\/savepearlharbor.com\/?p=274578"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T21:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/savepearlharbor.com\/?p=274578","title":{"rendered":"\u0421\u043f\u0438\u0441\u043e\u043a \u0440\u0435\u0441\u0443\u0440\u0441\u043e\u0432 \u043f\u043e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c\u0443 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044e. \u0427\u0430\u0441\u0442\u044c 1"},"content":{"rendered":"<p>       <a href=\"http:\/\/habrahabr.ru\/company\/spbifmo\/blog\/277511\/\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/files\/024\/992\/263\/0249922635e34001a5126aef381d8d49.jpg\" width=\"700\"\/><\/a><\/p>\n<p>  <i>\u0420\u0430\u043d\u0435\u0435 \u043c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043b\u0438 \u043e <a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/269127\/\">\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435<\/a> \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u0438 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u0437 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 <a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/275071\/\">\u0433\u043e\u0442\u043e\u0432\u044f\u0442<\/a> \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u0432. \u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043c\u044b \u0440\u0435\u0448\u0438\u043b\u0438\u0435 \u0435\u0449\u0435 \u0440\u0430\u0437 (<a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/271027\/\">1<\/a>, <a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/276479\/\">2<\/a>) \u0432\u0437\u0433\u043b\u044f\u043d\u0443\u0442\u044c \u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443 \u0442\u0435\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e (<a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials\">\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a<\/a>) \u043f\u043e\u0434\u0431\u043e\u0440\u043a\u0443 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432, \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0432\u0448\u0438\u0445\u0441\u044f \u043d\u0430 Stack Overflow \u0438 Stack Exchange.<\/i><a name=\"habracut\"><\/a><\/p>\n<blockquote><p>\u0413\u0435\u043d\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/1402370\/when-to-use-genetic-algorithms-vs-when-to-use-neural-networks\">SO:<\/a><\/b> \u0433\u0435\u043d\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0435 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/3819977\/what-are-the-differences-between-genetic-algorithms-and-genetic-programming\">SO:<\/a><\/b> \u0433\u0435\u043d\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0438 \u0433\u0435\u043d\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/2595176\/when-to-choose-which-machine-learning-classifier\">SO:<\/a><\/b> \u043a\u043e\u0433\u0434\u0430 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/52089\/what-does-having-constant-variance-in-a-linear-regression-model-mean\/52107?stw=2#52107\">SE:<\/a><\/b> \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u0430\u044f \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u044f \u043e\u0448\u0438\u0431\u043e\u043a \u043c\u043e\u0434\u0435\u043b\u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/22718\/what-is-the-difference-between-linear-regression-on-y-with-x-and-x-with-y?lq=1\">SE:<\/a><\/b> \u0432 \u0447\u0435\u043c \u0440\u0430\u0437\u043d\u0438\u0446\u0430 \u043c\u0435\u0436\u0434\u0443 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0435\u0439 y \u043d\u0430 x \u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0435\u0439 x \u043d\u0430 y;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/58141\/interpreting-plot-lm\">SE:<\/a><\/b> \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f plot.lm() \u0432 R;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/101274\/how-to-interpret-a-qq-plot?lq=1\">SE:<\/a><\/b> \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c-\u043a\u0432\u0430\u043d\u0442\u0438\u043b\u044c;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/76226\/interpreting-the-residuals-vs-fitted-values-plot-for-verifying-the-assumptions\">SE:<\/a><\/b> \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u044f \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432 Residuals vs Fitted;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/175\/how-should-outliers-be-dealt-with-in-linear-regression-analysis\">SE:<\/a><\/b> \u043a\u0430\u043a \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u0430\u043d\u043e\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/25389\/obtaining-predicted-values-y-1-or-0-from-a-logistic-regression-model-fit\">SE:<\/a><\/b> \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u043d\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 Y;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/1432\/what-do-the-residuals-in-a-logistic-regression-mean\">SE:<\/a><\/b> \u043e\u0441\u0442\u0430\u0442\u043a\u0438 \u0432 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/20523\/difference-between-logit-and-probit-models#30909\">SE:<\/a><\/b> \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0435\u0439 \u0438 \u043f\u0440\u043e\u0431\u0438\u0442-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0435\u0439;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/3559\/which-pseudo-r2-measure-is-the-one-to-report-for-logistic-regression-cox-s\">SE:<\/a><\/b> \u043f\u0441\u0435\u0432\u0434\u043e R-\u043a\u0432\u0430\u0434\u0440\u0430\u0442 \u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/8511\/how-to-calculate-pseudo-r2-from-rs-logistic-regression\">SE:<\/a><\/b> \u043a\u0430\u043a \u0432\u044b\u0447\u0438\u0441\u043b\u0438\u0442\u044c \u043f\u0441\u0435\u0432\u0434\u043e R-\u043a\u0432\u0430\u0434\u0440\u0430\u0442;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u043e\u0439 \u0432\u044b\u0431\u043e\u0440\u043a\u0438<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/13536537\/partitioning-data-set-in-r-based-on-multiple-classes-of-observations\">SE:<\/a><\/b> \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 R;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/22972854\/how-to-implement-a-hold-out-validation-in-r\">SE:<\/a><\/b> \u043e\u0446\u0435\u043d\u043a\u0430 c \u0440\u0430\u0441\u0449\u0435\u043f\u043b\u0435\u043d\u0438\u0435\u043c \u0432\u044b\u0431\u043e\u0440\u043a\u0438 \u0432 R;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/11602\/training-with-the-full-dataset-after-cross-validation\">SE:<\/a><\/b> \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u0441 \u043f\u043e\u043b\u043d\u044b\u043c \u043d\u0430\u0431\u043e\u0440\u043e\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0441\u043b\u0435 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/103459\/how-do-i-know-which-method-of-cross-validation-is-best\">SE:<\/a><\/b> \u0441\u0430\u043c\u044b\u0439 \u043b\u0443\u0447\u0448\u0438\u0439 \u043c\u0435\u0442\u043e\u0434 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/31190\/variance-estimates-in-k-fold-cross-validation\">SE:<\/a><\/b> \u043e\u0446\u0435\u043d\u043a\u0430 \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u0438 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u043f\u043e k-\u0431\u043b\u043e\u043a\u0430\u043c;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/18856\/is-cross-validation-a-proper-substitute-for-validation-set\">SE:<\/a><\/b> \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0437\u0430\u043c\u0435\u043d\u0438\u0442\u044c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0443\u044e \u0432\u044b\u0431\u043e\u0440\u043a\u0443;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/27730\/choice-of-k-in-k-fold-cross-validation\">SE:<\/a><\/b> \u0432\u044b\u0431\u043e\u0440 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0431\u043b\u043e\u043a\u043e\u0432 \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0435 \u043f\u043e k-\u0431\u043b\u043e\u043a\u0430\u043c;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/102631\/k-fold-cross-validation-of-ensemble-learning\">SE:<\/a><\/b> \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0434\u043b\u044f \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/9053\/how-does-cross-validation-overcome-the-overfitting-problem\">SE:<\/a><\/b> \u043a\u0430\u043a \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u0440\u0435\u0448\u0430\u0435\u0442 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/26088\/explaining-to-laypeople-why-bootstrapping-works\">SE:<\/a><\/b> \u043f\u043e\u0447\u0435\u043c\u0443 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0431\u0443\u0442\u0441\u0442\u0440\u044d\u043f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/14516\/understanding-bootstrapping-for-validation-and-model-selection?rq=1\">SE:<\/a><\/b> \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0431\u0443\u0442\u0441\u0442\u0440\u044d\u043f \u0434\u043b\u044f \u0432\u044b\u0431\u043e\u0440\u0430 \u0438 \u043e\u0446\u0435\u043d\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/18348\/differences-between-cross-validation-and-bootstrapping-to-estimate-the-predictio\">SE:<\/a><\/b> \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u043e\u0439 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0431\u0443\u0441\u0442\u0440\u044d\u043f\u0430 \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u043e\u0448\u0438\u0431\u043a\u0438 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/71184\/cross-validation-or-bootstrapping-to-evaluate-classification-performance\">SE:<\/a><\/b> \u0447\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u043e\u0446\u0435\u043d\u043a\u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u2013 \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u0443\u044e \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0443 \u0438\u043b\u0438 \u0431\u0443\u0442\u0441\u0442\u0440\u044d\u043f;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/22909197\/creating-folds-for-k-fold-cv-in-r-using-caret\">SO:<\/a><\/b> \u043f\u0435\u0440\u0435\u043a\u0440\u0435\u0441\u0442\u043d\u0430\u044f \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043f\u043e k-\u0431\u043b\u043e\u043a\u0430\u043c \u0432 R;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u0413\u043b\u0443\u0431\u043e\u043a\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/2976452\/whats-is-the-difference-between-train-validation-and-test-set-in-neural-networ\">SO:<\/a><\/b> \u0432 \u0447\u0435\u043c \u0440\u0430\u0437\u043d\u0438\u0446\u0430 \u043c\u0435\u0436\u0434\u0443 \u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u043e\u0447\u043d\u044b\u043c\u0438, \u043f\u0440\u043e\u0432\u0435\u0440\u043e\u0447\u043d\u044b\u043c\u0438 \u0438 \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u043c\u0438 \u043d\u0430\u0431\u043e\u0440\u0430\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u0445;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/478947\/what-are-some-good-resources-for-learning-about-artificial-neural-networks\">SO:<\/a><\/b> \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/tagged\/neural-network?sort=votes&amp;pageSize=50\">SO:<\/a><\/b> FAQ \u043f\u043e \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u043c \u0441\u0435\u0442\u044f\u043c;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0435 \u0441\u0435\u0442\u0438 \u043f\u0440\u044f\u043c\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/2480650\/role-of-bias-in-neural-networks\">SO:<\/a><\/b> \u0440\u043e\u043b\u044c \u0441\u043c\u0435\u0449\u0435\u043d\u0438\u0439 \u0432 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u044f\u0445;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/3345079\/estimating-the-number-of-neurons-and-number-of-layers-of-an-artificial-neural-ne\">SO:<\/a><\/b> \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u043a\u0440\u044b\u0442\u044b\u0445 \u0441\u043b\u043e\u0435\u0432 \u0438 \u0443\u0437\u043b\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/10565868\/multi-layer-perceptron-mlp-architecture-criteria-for-choosing-number-of-hidde?lq=1\">SO:<\/a><\/b> \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u043a\u0440\u044b\u0442\u044b\u0445 \u0441\u043b\u043e\u0435\u0432 \u0438 \u0443\u0437\u043b\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/9436209\/how-to-choose-number-of-hidden-layers-and-nodes-in-neural-network\/2\">SO:<\/a><\/b> \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u043a\u0440\u044b\u0442\u044b\u0445 \u0441\u043b\u043e\u0435\u0432 \u0438 \u0443\u0437\u043b\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/15395835\/simple-multi-layer-neural-network-implementation\">SO:<\/a><\/b> \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u043e\u0439 \u0441\u0435\u0442\u0438;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0435\u0441\u0442\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u044f\u0437\u044b\u043a\u0430<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/datascience.stackexchange.com\/questions\/199\/what-does-the-alpha-and-beta-hyperparameters-contribute-to-in-latent-dirichlet-a\">SE:<\/a><\/b> alpha \u0438 beta \u0432 \u041b\u0420\u0414;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/8196371\/how-clustering-works-especially-string-clustering\">SO:<\/a><\/b> \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u0442\u0440\u043e\u043a;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/21511801\/text-clustering-with-levenshtein-distances\">SO:<\/a><\/b> \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0442\u0435\u043a\u0441\u0442\u0430 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0440\u0430\u0441\u0441\u0442\u043e\u044f\u043d\u0438\u044f \u041b\u0435\u0432\u0435\u043d\u0448\u0442\u0435\u0439\u043d\u0430;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041c\u0435\u0442\u043e\u0434 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/tagged\/svm\">SE:<\/a><\/b> \u0441\u0430\u043c\u044b\u0435 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043e \u043c\u0435\u0442\u043e\u0434\u0435 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/3947\/help-me-understand-support-vector-machines\">SE:<\/a><\/b> \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043c\u0435\u0442\u043e\u0434 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/23391\/how-does-a-support-vector-machine-svm-work\">SE:<\/a><\/b> \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u043c\u0435\u0442\u043e\u0434\u0430 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/57438\/why-is-svm-not-so-good-as-decision-tree-on-the-same-data\">SE:<\/a><\/b> \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/43996\/kernel-logistic-regression-vs-svm\">SE:<\/a><\/b> \u043c\u0435\u0442\u043e\u0434 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/58684\/regularized-logistic-regression-and-support-vector-machine\">SE:<\/a><\/b> \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/95340\/svm-v-s-logistic-regression\">SE:<\/a><\/b> \u043a\u043e\u0433\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043c\u0435\u0442\u043e\u0434 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432, \u0430 \u043a\u043e\u0433\u0434\u0430 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044e;<\/li>\n<li><b><a href=\"https:\/\/www.quora.com\/Support-Vector-Machines\/What-is-the-difference-between-Linear-SVMs-and-Logistic-Regression\">SE:<\/a><\/b> \u0432 \u0447\u0435\u043c \u0440\u0430\u0437\u043d\u0438\u0446\u0430 \u043c\u0435\u0436\u0434\u0443 \u043c\u0435\u0442\u043e\u0434\u043e\u043c \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0435\u0439;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/2179\/variable-importance-from-svm\">SE:<\/a><\/b> \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432 \u043c\u0435\u0442\u043e\u0434\u0435 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/5196\/why-use-platts-scaling\">SE:<\/a><\/b> \u0437\u0430\u0447\u0435\u043c \u043d\u0443\u0436\u043d\u043e \u0448\u043a\u0430\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e \u041f\u043b\u0430\u0442\u0442\u0443;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/6699222\/support-vector-machines-better-than-artificial-neural-networks-in-which-learn?rq=1\">SO:<\/a><\/b> \u0432 \u043a\u0430\u043a\u043e\u043c \u0441\u043b\u0443\u0447\u0430\u0435 \u043c\u0435\u0442\u043e\u0434 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043b\u0443\u0447\u0448\u0435 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/11632516\/what-are-advantages-of-artificial-neural-networks-over-support-vector-machines\">SO:<\/a><\/b> \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u0430 \u043e\u043f\u043e\u0440\u043d\u044b\u0445 \u0432\u0435\u043a\u0442\u043e\u0440\u043e\u0432 \u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u0414\u0435\u0440\u0435\u0432\u044c\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/1292\/what-is-the-weak-side-of-decision-trees\">SE:<\/a><\/b> \u0441\u043b\u0430\u0431\u0430\u044f \u0441\u0442\u043e\u0440\u043e\u043d\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/96025\/how-do-decision-tree-learning-algorithms-deal-with-missing-values-under-the-hoo\">SE:<\/a><\/b> \u043a\u0430\u043a \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u044e\u0449\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/12187\/are-decision-trees-almost-always-binary-trees\">SE:<\/a><\/b> \u0434\u0435\u0440\u0435\u0432\u044c\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0441\u0435\u0433\u0434\u0430 \u044f\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u0431\u0438\u043d\u0430\u0440\u043d\u044b\u043c\u0438, \u0442\u0430\u043a \u043b\u0438 \u044d\u0442\u043e;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/6581\/what-is-deviance-specifically-in-cart-rpart\">SE:<\/a><\/b> \u0447\u0442\u043e \u0442\u0430\u043a\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435;<\/li>\n<li><b><a href=\"https:\/\/stackoverflow.com\/questions\/9979461\/different-decision-tree-algorithms-with-comparison-of-complexity-or-performance\">SO:<\/a><\/b> \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u0432 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043f\u043e \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0438\u043b\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/15318409\/how-to-prune-a-tree-in-r\">SO:<\/a><\/b> \u00ab\u043e\u0431\u0440\u0435\u0437\u043a\u0430\u00bb \u0432\u0435\u0442\u0432\u0435\u0439 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0432 R;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/8675664\/how-to-extract-tree-structure-from-ctree-function\">SO:<\/a><\/b> \u043a\u0430\u043a \u0438\u0437\u0432\u043b\u0435\u0447\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0434\u0435\u0440\u0435\u0432\u0430 \u0438\u0437 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 ctree;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/1859554\/what-is-entropy-and-information-gain\">SO:<\/a><\/b> \u043a\u0430\u043a\u043e\u0432\u0430 \u044d\u043d\u0442\u0440\u043e\u043f\u0438\u044f \u0438 \u043e\u0431\u044a\u0435\u043c \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u043c\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043f\u0440\u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u0438 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432 \u0440\u0435\u0448\u0435\u043d\u0438\u0439;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u0421\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439 \u043b\u0435\u0441<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/12605\/measures-of-variable-importance-in-random-forests\">SE:<\/a><\/b> \u043e\u0446\u0435\u043d\u043a\u0430 \u0432\u0430\u0436\u043d\u043e\u0441\u0442\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0445 \u043b\u0435\u0441\u0430\u0445;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/13869\/compare-r-squared-from-two-different-random-forest-models\">SE:<\/a><\/b> \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f R-\u043a\u0432\u0430\u0434\u0440\u0430\u0442 \u0434\u0432\u0443\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e\u0433\u043e \u043b\u0435\u0441\u0430;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/98953\/why-doesnt-random-forest-handle-missing-values-in-predictors\">SE:<\/a><\/b> \u043f\u043e\u0447\u0435\u043c\u0443 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u044b\u0439 \u043b\u0435\u0441 \u043d\u0435 \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0441\u0443\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0432 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f\u0445;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/21152\/obtaining-knowledge-from-a-random-forest\">SE:<\/a><\/b> \u0438\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u043c \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0430 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e\u0433\u043e \u043b\u0435\u0441\u0430;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/81609\/whether-preprocessing-is-needed-before-prediction-using-finalmodel-of-randomfore\">SE:<\/a><\/b> \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e\u0433\u043e \u043b\u0435\u0441\u0430 \u043d\u0430 R;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/8370455\/how-to-build-random-forests-in-r-with-missing-na-values\">SO:<\/a><\/b> \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e\u0433\u043e \u043b\u0435\u0441\u0430 \u043d\u0430 R;<\/li>\n<li><b><a href=\"http:\/\/stackoverflow.com\/questions\/20537186\/getting-predictions-after-rfimpute\">SO:<\/a><\/b> \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0441\u043b\u0443\u0447\u0430\u0439\u043d\u043e\u0433\u043e \u043b\u0435\u0441\u0430 \u043d\u0430 R;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u0410\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0431\u0443\u0441\u0442\u0438\u043d\u0433\u0430 \u0434\u0435\u0440\u0435\u0432\u044c\u0435\u0432<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/16501\/what-does-interaction-depth-mean-in-gbm\">SE:<\/a><\/b> \u0433\u043b\u0443\u0431\u0438\u043d\u0430 \u0434\u0435\u0440\u0435\u0432\u0430;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/30645\/role-of-n-minobsinnode-parameter-of-gbm-in-r\">SE:<\/a><\/b> \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440 n.minobsinnode \u0432 R;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u041a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/27361\/stacking-ensembling-models-with-caret\">SE:<\/a><\/b> \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 \u0441 caret;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/18891\/bagging-boosting-and-stacking-in-machine-learning\">SE:<\/a><\/b> \u0431\u044d\u0433\u0433\u0438\u043d\u0433, \u0431\u0443\u0441\u0442\u0438\u043d\u0433, \u0441\u0442\u044d\u043a\u0438\u043d\u0433;<\/li>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/32703\/resources-for-learning-how-to-implement-ensemble-methods\">SE:<\/a><\/b> \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u043f\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f;<\/li>\n<\/ul>\n<p>  <\/p>\n<blockquote><p>\u0420\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0412\u0430\u043f\u043d\u0438\u043a\u0430 \u2014 \u0427\u0435\u0440\u0432\u043e\u043d\u0435\u043d\u043a\u0438\u0441\u0430<\/p><\/blockquote>\n<p>  <\/p>\n<ul>\n<li><b><a href=\"http:\/\/stats.stackexchange.com\/questions\/78076\/do-ensemble-techniques-increase-vc-dimension\">SE:<\/a><\/b> \u043c\u0435\u0442\u043e\u0434\u044b \u043a\u043e\u043c\u043f\u043e\u0437\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043f\u043e\u0432\u044b\u0448\u0430\u044e\u0442 \u0440\u0430\u0437\u043c\u0435\u0440\u043d\u043e\u0441\u0442\u044c \u0412\u0430\u043f\u043d\u0438\u043a\u0430 \u2013 \u0427\u0435\u0440\u0432\u043e\u043d\u0435\u043d\u043a\u0438\u0441\u0430;<\/li>\n<\/ul>\n<div class=\"clear\"><\/div>\n<p> \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:\/\/habrahabr.ru\/post\/277511\/\"> https:\/\/habrahabr.ru\/post\/277511\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>       <a href=\"http:\/\/habrahabr.ru\/company\/spbifmo\/blog\/277511\/\"><img decoding=\"async\" src=\"https:\/\/habrastorage.org\/files\/024\/992\/263\/0249922635e34001a5126aef381d8d49.jpg\" width=\"700\"\/><\/a><\/p>\n<p>  <i>\u0420\u0430\u043d\u0435\u0435 \u043c\u044b \u0433\u043e\u0432\u043e\u0440\u0438\u043b\u0438 \u043e <a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/269127\/\">\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0435<\/a> \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u043e\u0439 \u0441\u0432\u044f\u0437\u0438 \u0438 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0438\u0437 \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u043e\u0432 <a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/275071\/\">\u0433\u043e\u0442\u043e\u0432\u044f\u0442<\/a> \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0445 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u0432. \u0421\u0435\u0433\u043e\u0434\u043d\u044f \u043c\u044b \u0440\u0435\u0448\u0438\u043b\u0438\u0435 \u0435\u0449\u0435 \u0440\u0430\u0437 (<a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/271027\/\">1<\/a>, <a href=\"https:\/\/habrahabr.ru\/company\/spbifmo\/blog\/276479\/\">2<\/a>) \u0432\u0437\u0433\u043b\u044f\u043d\u0443\u0442\u044c \u0432 \u0441\u0442\u043e\u0440\u043e\u043d\u0443 \u0442\u0435\u043c\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u043f\u0440\u0438\u0432\u0435\u0441\u0442\u0438 \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0443\u044e (<a href=\"https:\/\/github.com\/ujjwalkarn\/Machine-Learning-Tutorials\">\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a<\/a>) \u043f\u043e\u0434\u0431\u043e\u0440\u043a\u0443 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432, \u043e\u0431\u0441\u0443\u0436\u0434\u0430\u0432\u0448\u0438\u0445\u0441\u044f \u043d\u0430 Stack Overflow \u0438 Stack Exchange.<\/i><\/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-274578","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/274578","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=274578"}],"version-history":[{"count":0,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=\/wp\/v2\/posts\/274578\/revisions"}],"wp:attachment":[{"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=274578"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=274578"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/savepearlharbor.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=274578"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}