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\u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/strong>: \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u064a\u0642\u0648\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0628\u0627\u062e\u062a\u0628\u0627\u0631 \u0639\u064a\u0646\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0645\u0646 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0629. \u064a\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0623\u0643\u0628\u0631 \u0648\u0644\u0643\u0646\u0647 \u0642\u062f \u0644\u0627 \u064a\u0636\u0645\u0646 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<p>\u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0648\u0639\u064a\u0646:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0645\u0632\u0627\u064a\u0627<\/th>\n<th>\u0633\u0644\u0628\u064a\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629<\/td>\n<td>- \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/td>\n<td>- \u0645\u0643\u0644\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u0627 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u2013 \u0646\u062a\u0627\u0626\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631<\/td>\n<td>- \u063a\u064a\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0639\u0627\u0644\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629<\/td>\n<td>- \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/td>\n<td>- \u0642\u062f \u064a\u062a\u0645 \u062a\u062e\u0637\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0625\u0644\u0649 \u0645\u0633\u0627\u062d\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/td>\n<td>\u2013 \u0646\u062a\u0627\u0626\u062c \u0623\u0642\u0644 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0629 \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<h3>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629:<\/h3>\n<p>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u064a \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643:<\/p>\n<ol>\n<li>\n<p><strong>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u062a\u062d\u0642\u064a\u0642 \u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629<\/strong>: \u0645\u0642\u0627\u0631\u0646\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0639 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0623\u0641\u0636\u0644 \u0623\u062f\u0627\u0621\u064b.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u064a\u0632\u0629<\/strong>: \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0635\u0644\u0629.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0644\u062d\u0644\u0648\u0644:<\/h3>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0641\u0627\u0626\u062f\u062a\u0647\u060c \u0641\u0625\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u064a \u0644\u0647 \u0628\u0639\u0636 \u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0644\u0639\u0646\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/strong>: \u064a\u0635\u0628\u062d \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u063a\u064a\u0631 \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0639 \u0632\u064a\u0627\u062f\u0629 \u0623\u0628\u0639\u0627\u062f \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0629. \u0648\u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0628\u062d\u062b \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0645\u062b\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0648\u0642\u062a \u0627\u0644\u062d\u0633\u0627\u0628<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u062a\u063a\u0631\u0642 \u062a\u062f\u0631\u064a\u0628 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u062a\u0642\u064a\u064a\u0645\u0647\u0627 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b\u060c \u062e\u0627\u0635\u0629 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629<\/strong>: \u0642\u062f \u064a\u062a\u062c\u0627\u0647\u0644 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629. \u064a\u0645\u0643\u0646 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u064a\u0632\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639 \u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0642\u0646\u064a\u0629<\/th>\n<th>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/th>\n<th>\u0645\u0642\u0627\u0631\u0646\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/td>\n<td>- \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/td>\n<td>- \u0645\u0646\u0647\u062c\u064a \u0648\u0644\u0643\u0646 \u0628\u0637\u064a\u0621<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u2013 \u0646\u062a\u0627\u0626\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631<\/td>\n<td>- \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u062d\u062b \u0639\u0634\u0648\u0627\u0626\u064a<\/td>\n<td>\u2013 \u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/td>\n<td>\u2013 \u0623\u0633\u0631\u0639 \u0644\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0625\u0644\u0649 \u0645\u0633\u0627\u062d\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/td>\n<td>- \u0642\u062f \u062a\u062e\u0637\u064a \u0628\u0639\u0636 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0623\u0645\u062b\u0644 \u0628\u0627\u064a\u0632\u064a<\/td>\n<td>\u2013 \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a \u0644\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641<\/td>\n<td>\u2013 \u0643\u0641\u0627\u0621\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u064a\u0639\u0627\u0644\u062c \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/td>\n<td>- \u062a\u0642\u0631\u064a\u0628 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0641\u0636\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0634\u0628\u0643\u0629<\/h2>\n<p>\u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u062d \u0623\u0646 \u064a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u064a \u0645\u0646 \u0639\u062f\u0629 \u062a\u0637\u0648\u0631\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0622\u0644\u064a (AutoML)<\/strong>: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062a\u0643\u0627\u0645\u0644 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0645\u0639 \u0623\u0637\u0631 \u0639\u0645\u0644 AutoML \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u062e\u0628\u0631\u0627\u0621.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0632\u0639\u0629<\/strong>: \u0633\u064a\u0624\u062f\u064a \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0648\u0642\u062a \u0627\u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0644\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/strong>: \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0647\u062c \u0627\u0644\u0647\u062c\u064a\u0646 \u0627\u0644\u0630\u064a \u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u064a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0637\u0648\u0631\u0627\u064b\u060c \u0645\u062b\u0644 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062c\u064a\u0646\u064a\u0629 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0633\u0631\u0628 \u0627\u0644\u062c\u0633\u064a\u0645\u0627\u062a\u060c \u0623\u0646 \u064a\u0639\u0632\u0632 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0641\u0639\u0627\u0644\u064a\u0629 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0645\u062c\u0647\u0648\u0644<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u062c\u0644\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u062f\u0648\u0646 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0639\u0646\u0648\u0627\u0646 IP \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0623\u062b\u0646\u0627\u0621 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644<\/strong>: \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u062a\u0648\u0632\u064a\u0639 \u0639\u0628\u0621 \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0644\u062a\u0633\u0627\u0648\u064a\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0642\u064a\u0648\u062f<\/strong>: \u0641\u064a \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0641\u064a\u0647\u0627 \u062a\u0642\u064a\u064a\u062f \u0645\u0635\u0627\u062f\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.model_selection.GridSearchCV.html\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 Scikit-Learn \u0639\u0644\u0649 GridSearchCV<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/hyperparameter-tuning-using-grid-search-3d50dba90552\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/a><\/li>\n<li><a href=\"https:\/\/www.datacamp.com\/community\/tutorials\/tutorial-python-package-gridsearchcv\" target=\"_new\" rel=\"noopener nofollow\">DataCamp: \u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u0629<\/a><\/li>\n<\/ol>\n<p>\u062a\u0630\u0643\u0631 \u062f\u0627\u0626\u0645\u064b\u0627 \u0645\u0648\u0627\u0643\u0628\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0634\u0628\u0643\u064a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>","protected":false},"featured_media":468499,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477390","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Grid Search: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What is Grid Search?","answer":"<p>Grid search is a technique used in machine learning and optimization to fine-tune the parameters of a model. It involves systematically searching through a predefined set of hyperparameter values to find the combination that yields the best model performance.<\/p>"},{"question":"How did Grid Search originate?","answer":"<p>The concept of Grid Search has roots in older optimization techniques, with early mentions found in the work of George Edward Pelham Box, a British statistician. Over time, with advancements in computational resources, it evolved into the systematic approach we use today.<\/p>"},{"question":"How does Grid Search work?","answer":"<p>Grid search creates a grid-like structure with all possible combinations of hyperparameters. The model is then trained and evaluated for each combination to identify the optimal set of hyperparameter values.<\/p>"},{"question":"What are the key features of Grid Search?","answer":"<p>Grid Search is known for its simplicity, exhaustive search, reproducibility, and ability to establish baseline model performance.<\/p>"},{"question":"What types of Grid Search exist?","answer":"<p>There are two main types of Grid Search: Full Grid Search, where all combinations are considered, and Randomized Grid Search, which randomly samples combinations from the parameter space.<\/p>"},{"question":"How can Grid Search be used effectively?","answer":"<p>Grid Search can be employed for model hyperparameter tuning, algorithm selection, and feature selection. However, it can be computationally expensive for large datasets and high-dimensional spaces.<\/p>"},{"question":"What are the potential problems with Grid Search?","answer":"<p>Grid Search may suffer from the curse of dimensionality, making it inefficient for high-dimensional parameter spaces. It can also be time-consuming and overlook interactions among hyperparameters.<\/p>"},{"question":"How does Grid Search compare to other optimization techniques?","answer":"<p>Grid Search is systematic but slow, whereas Randomized Grid Search is faster but may skip some combinations. Bayesian Optimization approximates the best solution and handles interactions between parameters.<\/p>"},{"question":"What does the future hold for Grid Search?","answer":"<p>As technology advances, Grid Search is likely to benefit from automated machine learning (AutoML) integration, parallel and distributed computing, and hybrid approaches with advanced optimization techniques.<\/p>"},{"question":"How can proxy servers be associated with Grid Search?","answer":"<p>Proxy servers can facilitate anonymous web scraping, load balancing, and bypassing restrictions, thereby enhancing the efficiency and effectiveness of Grid Search in data collection and processing.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477390","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/477390\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468499"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=477390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}