{"id":477390,"date":"2023-08-09T09:12:24","date_gmt":"2023-08-09T09:12:24","guid":{"rendered":""},"modified":"2023-09-05T11:14:39","modified_gmt":"2023-09-05T11:14:39","slug":"grid-search","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/grid-search\/","title":{"rendered":"\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc"},"content":{"rendered":"<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u06cc\u06a9 \u062a\u06a9\u0646\u06cc\u06a9 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u062c\u0627\u0645\u0639 \u062f\u0631 \u0645\u06cc\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0632 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u06a9\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u062f\u0627\u0631\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0646\u0627\u0645 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0645\u0641\u0647\u0648\u0645 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647 \u0645\u0627\u0646\u0646\u062f \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0631 \u0646\u0642\u0637\u0647 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u062e\u0627\u0635\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0631\u06cc\u062f \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0631\u06cc\u062f \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0631\u06cc\u0634\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0632\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f. \u0627\u06af\u0631\u0686\u0647 \u0628\u0627 \u0638\u0647\u0648\u0631 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0638\u0647\u0648\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u062c\u0633\u062a\u0647\u200c\u062a\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0641\u0647\u0648\u0645 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc \u0631\u06cc\u0634\u0647 \u062f\u0631 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0642\u062f\u06cc\u0645\u06cc\u200c\u062a\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0627\u0634\u0627\u0631\u0647\u200c\u0647\u0627 \u0628\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u06a9\u0627\u0631 \u062c\u0648\u0631\u062c \u0627\u062f\u0648\u0627\u0631\u062f \u067e\u0644\u0647\u0627\u0645 \u0628\u0627\u06a9\u0633\u060c \u0622\u0645\u0627\u0631\u062f\u0627\u0646 \u0628\u0631\u06cc\u062a\u0627\u0646\u06cc\u0627\u06cc\u06cc\u060c \u062f\u0631 \u062f\u0647\u0647 1950 \u06cc\u0627\u0641\u062a. Box &quot;\u0637\u0631\u0627\u062d\u06cc Box-Behnken&quot; \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u060c \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u0641\u0636\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0642\u06cc\u0642\u0627\u064b \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0645\u062f\u0631\u0646 \u0622\u0646 \u0646\u06cc\u0633\u062a\u060c \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0641\u0647\u0648\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f.<\/p>\n<p>\u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646\u060c \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0648 \u062a\u06a9\u062b\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0635\u0644\u0627\u062d \u0648 \u0631\u0627\u06cc\u062c \u0634\u062f\u0646 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc \u0634\u062f \u06a9\u0647 \u0627\u0645\u0631\u0648\u0632\u0647 \u0645\u06cc\u200c\u0634\u0646\u0627\u0633\u06cc\u0645.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647<\/h2>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0634\u0627\u0645\u0644 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u0633\u067e\u0633 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0627\u0633\u062a. \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p>\u062a\u0639\u0631\u06cc\u0641 \u0641\u0636\u0627\u06cc Hyperparameter: \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647\u06cc\u0646\u0647 \u0634\u0648\u0646\u062f \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062d\u062f\u0648\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>Create Parameter Grid: \u0628\u0627 \u06af\u0631\u0641\u062a\u0646 \u062a\u0645\u0627\u0645 \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647 \u0645\u0627\u0646\u0646\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644: \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0642\u062a\u060c \u062f\u0642\u062a\u060c \u06cc\u0627\u062f\u0622\u0648\u0631\u06cc) \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627: \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u06cc \u0634\u0648\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0646\u0647\u0627\u06cc\u06cc: \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u062f\u0631 \u06a9\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0645\u062f\u0644 \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u0641\u0636\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0648\u0633\u06cc\u0639 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\u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0648 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0645\u062a\u0631\u0627\u06a9\u0645 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u06a9\u0648\u0686\u06a9 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u0627\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0628\u0627\u0632\u062f\u0627\u0631\u0646\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc<\/strong>: \u062f\u0631 \u0645\u0642\u0627\u0628\u0644\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0627\u0632 \u0641\u0636\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0633\u062a \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u0636\u0645\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0647\u0645\u0647 \u062a\u0631\u06a9\u06cc\u0628\u0627\u062a \u0646\u0628\u0627\u0634\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0646\u0648\u0639 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0645\u0632\u0627\u06cc\u0627\u06cc<\/th>\n<th>\u0645\u0639\u0627\u06cc\u0628<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u06a9\u0627\u0645\u0644 \u0634\u0628\u06a9\u0647<\/td>\n<td>- \u06a9\u0627\u0648\u0634 \u062c\u0627\u0645\u0639 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/td>\n<td>- \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06af\u0631\u0627\u0646 \u0627\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062a\u06a9\u0631\u0627\u0631<\/td>\n<td>- \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc<\/td>\n<td>- \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0632\u0631\u06af<\/td>\n<td>- \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0647\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627<\/td>\n<td>- \u0646\u062a\u0627\u06cc\u062c \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631 \u06a9\u0645\u062a\u0631 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u06a9\u0627\u0645\u0644<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627<\/h2>\n<h3>\u0631\u0648\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0631\u06cc\u062f:<\/h3>\n<p>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u062f\u0644<\/strong>: \u06cc\u0627\u0641\u062a\u0646 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/strong>: \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc<\/strong>: \u062a\u0646\u0638\u06cc\u0645 \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0645\u0631\u062a\u0628\u0637 \u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627:<\/h3>\n<p>\u0639\u0644\u06cc\u0631\u063a\u0645 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0646\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0641\u0631\u06cc\u0646 \u0627\u0628\u0639\u0627\u062f<\/strong>: \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0628\u0639\u0627\u062f \u0641\u0636\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0645\u0627\u0646\u0646\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0647<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0686\u0646\u062f\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0632\u0645\u0627\u0646 \u0628\u0631 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af. \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u0646\u062f \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0627\u0645\u0644 \u0628\u06cc\u0646 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/strong>: \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u06cc\u0646 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u062f. \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u06cc\u0632\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0686\u0646\u06cc\u0646 \u062a\u0639\u0627\u0645\u0644\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0628\u06cc\u0646 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0631\u062a\u0628\u0637 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u06a9\u0646\u06cc\u06a9<\/th>\n<th>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc<\/th>\n<th>\u0645\u0642\u0627\u06cc\u0633\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647<\/td>\n<td>- \u06a9\u0627\u0648\u0634 \u062c\u0627\u0645\u0639 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/td>\n<td>- \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u0627\u0645\u0627 \u06a9\u0646\u062f<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062a\u06a9\u0631\u0627\u0631<\/td>\n<td>- \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9<\/td>\n<\/tr>\n<tr>\n<td>\u062c\u0633\u062a\u062c\u0648\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc<\/td>\n<td>\u2013 \u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/td>\n<td>- \u0628\u0631\u0627\u06cc \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0633\u0631\u06cc\u0639\u062a\u0631<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u0642\u0627\u0628\u0644\u06cc\u062a \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627<\/td>\n<td>- \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u0628\u0631\u062e\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0647\u0627 \u0635\u0631\u0641 \u0646\u0638\u0631 \u0634\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0628\u06cc\u0632\u06cc<\/td>\n<td>- \u0627\u0632 \u0645\u062f\u0644 \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u0631\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>- \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>- \u062a\u0639\u0627\u0645\u0644 \u0628\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>- \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u062d\u0644 \u0631\u0627 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647<\/h2>\n<p>\u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0633\u0648\u062f \u0645\u06cc \u0628\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 (AutoML)<\/strong>: \u0627\u062f\u063a\u0627\u0645 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc AutoML \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u063a\u06cc\u0631 \u0645\u062a\u062e\u0635\u0635 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647<\/strong>: \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0632\u0645\u0627\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u06a9\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0698\u0646\u062a\u06cc\u06a9 \u06cc\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0632\u062f\u062d\u0627\u0645 \u0630\u0631\u0627\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0631\u06cc\u062f \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647 \u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646 \u0648\u0628 \u0646\u0627\u0634\u0646\u0627\u0633<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u062f\u0648\u0646 \u0641\u0627\u0634 \u06a9\u0631\u062f\u0646 \u0622\u062f\u0631\u0633 IP \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062d\u0630\u0641 \u06a9\u0627\u0631\u0622\u0645\u062f \u0648\u0628 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0627\u062f\u0644 \u0628\u0627\u0631<\/strong>: \u0647\u0646\u06af\u0627\u0645 \u0627\u062c\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0627\u0634\u06cc\u0646 \u06cc\u0627 \u062e\u0648\u0634\u0647\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u06cc\u06a9\u0646\u0648\u0627\u062e\u062a \u062d\u062c\u0645 \u06a9\u0627\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0648\u0631 \u0632\u062f\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u062f\u0631 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u062e\u0627\u0635\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u0627\u0632 \u0645\u06a9\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0648 \u062f\u0627\u0645\u0646\u0647 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u06af\u0633\u062a\u0631\u0634 \u062f\u0627\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.model_selection.GridSearchCV.html\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a Scikit-Learn \u062f\u0631 GridSearchCV<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/hyperparameter-tuning-using-grid-search-3d50dba90552\" target=\"_new\" rel=\"noopener nofollow\">\u0628\u0647 \u0633\u0648\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647: \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647<\/a><\/li>\n<li><a href=\"https:\/\/www.datacamp.com\/community\/tutorials\/tutorial-python-package-gridsearchcv\" target=\"_new\" rel=\"noopener nofollow\">DataCamp: \u062a\u0646\u0638\u06cc\u0645 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u062c\u0633\u062a\u062c\u0648\u06cc \u06af\u0631\u06cc\u062f<\/a><\/li>\n<\/ol>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u0622\u062e\u0631\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u062f\u0631 \u062c\u0633\u062a\u062c\u0648\u06cc \u0634\u0628\u06a9\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u06cc\u0646\u0647 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/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\/ir\/wp-json\/wp\/v2\/wiki\/477390","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/477390\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/468499"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=477390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}