{"id":15720,"date":"2024-06-24T04:28:07","date_gmt":"2024-06-23T23:58:07","guid":{"rendered":"https:\/\/cafetadris.com\/blog\/?p=15720"},"modified":"2024-06-24T04:41:11","modified_gmt":"2024-06-24T00:11:11","slug":"%d8%aa%d8%a7%d8%a8%d8%b9-%d9%87%d8%b2%db%8c%d9%86%d9%87-%db%8c%d8%a7-loss-function-%da%86%db%8c%d8%b3%d8%aa%d8%9f-%d8%b1%d8%a7%d9%87%d9%86%d9%85%d8%a7%db%8c-%d8%ac%d8%a7%d9%85%d8%b9-%d8%a7%d8%b3%d8%aa","status":"publish","type":"post","link":"https:\/\/cafetadris.com\/blog\/%d8%aa%d8%a7%d8%a8%d8%b9-%d9%87%d8%b2%db%8c%d9%86%d9%87-%db%8c%d8%a7-loss-function-%da%86%db%8c%d8%b3%d8%aa%d8%9f-%d8%b1%d8%a7%d9%87%d9%86%d9%85%d8%a7%db%8c-%d8%ac%d8%a7%d9%85%d8%b9-%d8%a7%d8%b3%d8%aa\/","title":{"rendered":"\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06cc\u0627 Loss Function \u0686\u06cc\u0633\u062a\u061f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af"},"content":{"rendered":"\n<p>\u0622\u06cc\u0627 \u062a\u0627\u0628\u0647\u200c\u062d\u0627\u0644 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f \u06a9\u0647 \u0686\u0637\u0648\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u062e\u0648\u0628 \u0627\u0633\u062a \u06cc\u0627 \u0628\u062f\u061f \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 (<a href=\"https:\/\/en.wikipedia.org\/wiki\/Loss_function\" target=\"_blank\" rel=\"noopener\">Loss Function<\/a>) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u06cc\u0627\u0646 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u062f\u0631\u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0647\u062a\u0631\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645. \u0628\u062f\u0648\u0646 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0645\u0634\u062e\u0635 \u0628\u0631\u0627\u06cc \u0633\u0646\u062c\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">&nbsp;\u0627\u0647\u0645\u06cc\u062a \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647<\/h2>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0646\u0642\u0634\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0627\u0631\u0646\u062f. \u0628\u062f\u0648\u0646 \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0645\u0634\u062e\u0635 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u062e\u0637\u0627\u060c \u0628\u0647\u0628\u0648\u062f \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062f\u0644\u200c\u0647\u0627 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0645\u0627 \u0686\u0642\u062f\u0631 \u0627\u0632 \u0647\u062f\u0641 \u062e\u0648\u062f \u062f\u0648\u0631 \u0627\u0633\u062a \u0648 \u0686\u0647 \u0645\u0642\u062f\u0627\u0631 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u0633\u06cc\u0631 \u0635\u062d\u06cc\u062d \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0647\u0631 \u0686\u0647 \u0645\u0642\u062f\u0627\u0631 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0645\u062f\u0644 \u0627\u0633\u062a \u0648 \u062f\u0631\u0646\u062a\u06cc\u062c\u0647\u060c \u0645\u062f\u0644 \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0631\u06cc\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0639\u0631\u06cc\u0641 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647<\/h2>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06cc\u0627 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627 \u0645\u0639\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062e\u0637\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u06cc\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0645\u062f\u0644 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u062f\u0647\u06cc\u0645\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062a\u0641\u0627\u0648\u062a \u0645\u06cc\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0639\u062f\u062f\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0647\u0631 \u0686\u0647 \u0645\u0642\u062f\u0627\u0631 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0645\u062f\u0644 \u0627\u0633\u062a \u0648 \u0645\u062f\u0644 \u0628\u0647\u062a\u0631\u06cc \u062f\u0627\u0631\u06cc\u0645. \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u062f\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627 \u0646\u0642\u0634 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061b \u0632\u06cc\u0631\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06a9\u0627\u0647\u0634 \u0645\u0642\u062f\u0627\u0631 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">&nbsp;\u0627\u0646\u0648\u0627\u0639 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647<\/h2>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f. \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628 \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628 \u0622\u0646\u0647\u0627 \u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u0646\u0648\u0639 \u0645\u0633\u0626\u0644\u0647 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0627\u062b\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0646\u0647\u0627\u06cc\u06cc \u0645\u062f\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0631\u0627\u06cc\u062c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627<\/h3>\n\n\n\n<p>\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627 \u06cc\u0627 Mean squared error (MSE) \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c\u200c\u062a\u0631\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639 \u062e\u0637\u0627\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647 \u062e\u0627\u0637\u0631 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. MSE \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u0648 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0633\u0627\u062e\u062a\u0647 \u0634\u0648\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc \u0622\u0646 \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u062f\u0642\u062a \u0645\u062f\u0644 \u0634\u0648\u062f. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-321.png\" alt=\"\" class=\"wp-image-16256\" width=\"307\" height=\"71\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-321.png 551w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-321-300x69.png 300w\" sizes=\"(max-width: 307px) 100vw, 307px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646\u060c n \u062a\u0639\u062f\u0627\u062f \u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0631\u0628\u0639 \u0627\u062e\u062a\u0644\u0627\u0641\u200c\u0647\u0627\u060c \u0628\u0631 \u0631\u0648\u06cc \u0647\u0645\u0647 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0642\u06cc\u0627\u0633 MSE \u0645\u0631\u0628\u0639 \u0648\u0627\u062d\u062f \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0631\u0686\u0633\u0628 (Label) \u0627\u0633\u062a. \u0645\u062b\u0644\u0627 \u0627\u06af\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0631 \u062d\u0633\u0628 \u062f\u0644\u0627\u0631 \u0628\u0627\u0634\u0646\u062f\u060c MSE \u0628\u0631 \u062d\u0633\u0628 \u062f\u0644\u0627\u0631 \u0628\u0647 \u062a\u0648\u0627\u0646 \u062f\u0648 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 MSE \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062d\u0633\u0627\u0633\u200c\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0631\u0628\u0639 \u062e\u0637\u0627\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062e\u0648\u062f \u0644\u062d\u0627\u0638 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 MSE \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0628\u062a\u062f\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0627\u06cc \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0633\u067e\u0633 \u062a\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062e\u0637\u0627\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u061b \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062e\u0637\u0627\u060c \u0628\u0647\u200c\u06a9\u0645\u06a9 \u062a\u0627\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-322.png\" alt=\"\" class=\"wp-image-16258\" width=\"579\" height=\"359\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-322.png 789w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-322-300x186.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-322-768x476.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-322-585x363.png 585w\" sizes=\"(max-width: 579px) 100vw, 579px\" \/><\/figure><\/div>\n\n\n<p>&nbsp;\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u06a9\u062f \u062f\u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-323.png\" alt=\"\" class=\"wp-image-16259\" width=\"580\" height=\"441\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-323.png 788w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-323-300x228.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-323-768x583.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-323-585x444.png 585w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/><\/figure><\/div>\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-324.png\" alt=\"\" class=\"wp-image-16261\" width=\"672\" height=\"333\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-324.png 1018w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-324-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-324-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-324-585x290.png 585w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0645\u062a \u0686\u067e \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062e\u0637\u0648\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u0627\u06cc \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a \u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0645\u0642\u062f\u0627\u0631 MSE \u0631\u0627 \u062f\u0631\u0628\u0631\u0627\u0628\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0641\u0647\u0645\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u0628\u0631 \u062f\u0642\u062a \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MSE \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0627\u063a\u0644\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-325.png\" alt=\"\" class=\"wp-image-16262\" width=\"572\" height=\"264\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-325.png 792w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-325-300x139.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-325-768x355.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-325-585x270.png 585w\" sizes=\"(max-width: 572px) 100vw, 572px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-326.png\" alt=\"\" class=\"wp-image-16263\" width=\"580\" height=\"262\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-326.png 776w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-326-300x135.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-326-768x346.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-326-585x264.png 585w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-327.png\" alt=\"\" class=\"wp-image-16264\" width=\"585\" height=\"331\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-327.png 783w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-327-300x170.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-327-768x435.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-327-585x331.png 585w\" sizes=\"(max-width: 585px) 100vw, 585px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Jax \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 MSE \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u062a\u0639\u06cc\u06cc\u0646\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0635\u0648\u0631\u062a \u06a9\u0627\u0631 \u0628\u0627 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u062e\u0648\u062f\u0645\u0627\u0646 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-328.png\" alt=\"\" class=\"wp-image-16265\" width=\"584\" height=\"372\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-328.png 766w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-328-300x192.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-328-585x373.png 585w\" sizes=\"(max-width: 584px) 100vw, 584px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n\n<p>\u0641\u0631\u0645\u0648\u0644\u06cc \u06a9\u0647 \u062a\u0627\u0628\u0639 L2Loss \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 MSE \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06a9\u0645\u06cc \u0628\u0627 \u0641\u0631\u0645\u0648\u0644\u06cc \u06a9\u0647 \u062f\u06cc\u06af\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a\u061b \u062f\u0631\u0648\u0627\u0642\u0639 \u0647\u0645\u0627\u0646 \u0641\u0631\u0645\u0648\u0644 \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0627\u0633\u062a \u06a9\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u062f\u0648 \u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u0628\u0647\u200c\u200c\u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u067e\u0627\u0633\u062e \u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0642\u0628\u0644 \u062d\u0627\u0635\u0644 \u0631\u0627 \u062f\u0648\u0628\u0631\u0627\u0628\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-329.png\" alt=\"\" class=\"wp-image-16266\" width=\"579\" height=\"277\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-329.png 755w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-329-300x143.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-329-585x280.png 585w\" sizes=\"(max-width: 579px) 100vw, 579px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0637\u0644\u0642 \u062e\u0637\u0627<\/h3>\n\n\n\n<p>Mean absolute error (MAE) \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0642\u062f\u0631 \u0645\u0637\u0644\u0642 \u062e\u0637\u0627\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 MSE \u06a9\u0645\u062a\u0631 \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062d\u0633\u0627\u0633 \u0627\u0633\u062a \u0648 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0645\u0642\u0627\u0648\u0645\u062a \u062f\u0631\u0628\u0631\u0627\u0628\u0631 \u0646\u0648\u06cc\u0632 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. MAE\u060c \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u0633\u0627\u062f\u06af\u06cc \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f \u0648 \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u062f\u0631 \u0645\u0648\u0627\u0642\u0639\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0648\u06cc\u0632 \u062f\u0627\u0631\u0646\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-330.png\" alt=\"\" class=\"wp-image-16267\" width=\"346\" height=\"81\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-330.png 512w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-330-300x70.png 300w\" sizes=\"(max-width: 346px) 100vw, 346px\" \/><\/figure><\/div>\n\n\n<p class=\"has-white-background-color has-background\">\u06a9\u0647 \u062f\u0631 \u0622\u0646 n \u062a\u0639\u062f\u0627\u062f \u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0641\u0631\u0645\u0648\u0644 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0642\u062f\u0631 \u0645\u0637\u0644\u0642 \u0627\u062e\u062a\u0644\u0627\u0641\u200c\u0647\u0627 \u0631\u0648\u06cc \u0647\u0645\u0647 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u0645\u0642\u06cc\u0627\u0633 MAE \u0647\u0645\u0627\u0646 \u0648\u0627\u062d\u062f \u0627\u0635\u0644\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627 \u0628\u0631\u0686\u0633\u0628 (Label) \u0627\u0633\u062a\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0645\u062b\u0644\u0627\u064b \u0628\u0631\u062d\u0633\u0628 \u062f\u0644\u0627\u0631 \u0628\u0627\u0634\u0646\u062f\u060c MAE \u0646\u06cc\u0632 \u0628\u0631\u062d\u0633\u0628 \u062f\u0644\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u06cc\u200c\u0627\u0646\u062c\u0627\u0645\u062f \u06a9\u0647 \u062a\u0641\u0633\u06cc\u0631 MAE \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0648 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0642\u0627\u0628\u0644\u200c\u0641\u0647\u0645 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0634\u0627\u0628\u0647 MSE \u0627\u0633\u062a\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0627\u0632 \u0641\u0631\u0645\u0648\u0644 MAE \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062e\u0637\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u06cc\u0632 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0627 \u0628\u0631\u0627\u06cc \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-331.png\" alt=\"\" class=\"wp-image-16268\" width=\"664\" height=\"366\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-331.png 965w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-331-300x166.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-331-768x424.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-331-585x323.png 585w\" sizes=\"(max-width: 664px) 100vw, 664px\" \/><\/figure><\/div>\n\n\n<p>\u0633\u067e\u0633 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062e\u0637\u0648\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0648 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0627 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-332.png\" alt=\"\" class=\"wp-image-16270\" width=\"669\" height=\"553\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-332.png 925w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-332-300x248.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-332-768x635.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-332-585x484.png 585w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/><\/figure><\/div>\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u06a9\u062f \u0628\u0627\u0644\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-333.png\" alt=\"\" class=\"wp-image-16271\" width=\"708\" height=\"351\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-333.png 991w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-333-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-333-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-333-585x290.png 585w\" sizes=\"(max-width: 708px) 100vw, 708px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MAE \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u06cc\u0634\u062a\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-334.png\" alt=\"\" class=\"wp-image-16272\" width=\"659\" height=\"283\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-334.png 787w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-334-300x129.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-334-768x330.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-334-585x251.png 585w\" sizes=\"(max-width: 659px) 100vw, 659px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-335.png\" alt=\"\" class=\"wp-image-16273\" width=\"661\" height=\"291\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-335.png 817w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-335-300x132.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-335-768x338.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-335-585x258.png 585w\" sizes=\"(max-width: 661px) 100vw, 661px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-336.png\" alt=\"\" class=\"wp-image-16274\" width=\"664\" height=\"363\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-336.png 843w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-336-300x164.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-336-768x420.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-336-585x320.png 585w\" sizes=\"(max-width: 664px) 100vw, 664px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Jax\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 MAE \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u062a\u0639\u06cc\u06cc\u0646\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631\u0635\u0648\u0631\u062a\u06cc\u200c\u06a9\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u062e\u0648\u062f\u0645\u0627\u0646 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-337.png\" alt=\"\" class=\"wp-image-16275\" width=\"665\" height=\"400\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-337.png 799w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-337-300x181.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-337-768x462.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-337-585x352.png 585w\" sizes=\"(max-width: 665px) 100vw, 665px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-338.png\" alt=\"\" class=\"wp-image-16276\" width=\"672\" height=\"331\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-338.png 820w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-338-300x148.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-338-768x378.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-338-585x288.png 585w\" sizes=\"(max-width: 672px) 100vw, 672px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0648\u0628\u0631<\/h3>\n\n\n\n<p>Huber Loss \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 MSE \u0648 MAE \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u062f\u0631 \u0635\u0648\u0631\u062a \u06a9\u0648\u0686\u06a9\u200c\u0628\u0648\u062f\u0646 \u062e\u0637\u0627\u0647\u0627 \u0645\u0627\u0646\u0646\u062f MSE \u0631\u0641\u062a\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0632\u0631\u06af\u200c\u0628\u0648\u062f\u0646 \u062e\u0637\u0627\u0647\u0627 \u0645\u0627\u0646\u0646\u062f MAE \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c Huber Loss \u0627\u0632 \u0645\u0632\u06cc\u062a\u200c\u0647\u0627\u06cc \u0647\u0631 \u062f\u0648 \u062a\u0627\u0628\u0639 MSE \u0648 MAE \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u0628\u0631\u062f \u0648 \u062f\u0631\u0639\u06cc\u0646\u200c\u062d\u0627\u0644 \u0645\u0639\u0627\u06cc\u0628 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u06a9\u0647 \u062f\u0631 \u0622\u0646\u200c\u0647\u0627 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0646\u0627\u062f\u0631 \u0648\u0644\u06cc \u0645\u0647\u0645 \u0647\u0633\u062a\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-339.png\" alt=\"\" class=\"wp-image-16277\" width=\"449\" height=\"111\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-339.png 621w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-339-300x74.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-339-585x145.png 585w\" sizes=\"(max-width: 449px) 100vw, 449px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0627\u0633\u062a. \u062f\u0644\u062a\u0627 (\u03b4) \u0646\u06cc\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0622\u0633\u062a\u0627\u0646\u0647 (Threshold) \u0646\u0627\u0645 \u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062e\u0637\u0627 \u0627\u0632 \u0641\u0631\u0645\u0648\u0644 \u062a\u0627\u0628\u0639 Huber Loss \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-340.png\" alt=\"\" class=\"wp-image-16278\" width=\"636\" height=\"461\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-340.png 890w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-340-300x218.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-340-768x557.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-340-585x425.png 585w\" sizes=\"(max-width: 636px) 100vw, 636px\" \/><\/figure><\/div>\n\n\n<p>\u0633\u067e\u0633 \u0627\u0632 \u06a9\u062f\u06cc \u06a9\u0647 \u062f\u0631 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0642\u0628\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-341.png\" alt=\"\" class=\"wp-image-16279\" width=\"650\" height=\"556\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-341.png 855w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-341-300x256.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-341-768x657.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-341-585x500.png 585w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><\/figure><\/div>\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0686\u06af\u0648\u0646\u0647 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0627 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-342-1024x509.png\" alt=\"\" class=\"wp-image-16280\" width=\"730\" height=\"362\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-342-1024x509.png 1024w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-342-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-342-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-342-585x291.png 585w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-342.png 1035w\" sizes=\"(max-width: 730px) 100vw, 730px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Huber Loss \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af\u060c \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n\n<p>\u0633\u0627\u06cc\u06a9\u06cc\u062f\u0644\u0631\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0622\u0645\u0627\u062f\u0647 \u0646\u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-344.png\" alt=\"\" class=\"wp-image-16282\" width=\"665\" height=\"428\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-344.png 765w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-344-300x193.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-344-585x377.png 585w\" sizes=\"(max-width: 665px) 100vw, 665px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-345.png\" alt=\"\" class=\"wp-image-16283\" width=\"670\" height=\"339\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-345.png 772w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-345-300x152.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-345-768x389.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-345-585x296.png 585w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-346.png\" alt=\"\" class=\"wp-image-16284\" width=\"674\" height=\"385\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-346.png 762w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-346-300x171.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-346-585x334.png 585w\" sizes=\"(max-width: 674px) 100vw, 674px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Jax \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 Huber Loss \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u062a\u0639\u06cc\u06cc\u0646\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0635\u0648\u0631\u062a \u06a9\u0627\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u060c \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u062e\u0648\u062f\u0645\u0627\u0646 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-347.png\" alt=\"\" class=\"wp-image-16285\" width=\"688\" height=\"439\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-347.png 822w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-347-300x191.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-347-768x490.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-347-585x373.png 585w\" sizes=\"(max-width: 688px) 100vw, 688px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-348.png\" alt=\"\" class=\"wp-image-16286\" width=\"688\" height=\"317\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-348.png 832w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-348-300x138.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-348-768x354.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-348-585x269.png 585w\" sizes=\"(max-width: 688px) 100vw, 688px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u06cc\u0634\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627<\/h3>\n\n\n\n<p>RMSE \u06cc\u0627 Root Mean Squared Error \u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a. RMSE \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u062c\u0630\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639 \u062e\u0637\u0627\u0647\u0627\u060c \u0645\u06cc\u0632\u0627\u0646 \u0627\u0646\u062d\u0631\u0627\u0641 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u060c \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u062f\u0642\u062a \u06a9\u0644\u06cc \u0645\u062f\u0644 \u0628\u0627\u0634\u062f. RMSE \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644\u06cc \u06a9\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062a\u0627\u062b\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0646\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061b \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0642\u06cc\u0645\u062a \u0645\u0633\u06a9\u0646 \u06cc\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u0632\u0627\u0646 \u0641\u0631\u0648\u0634 \u0645\u062d\u0635\u0648\u0644\u0627\u062a\u060c RMSE \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0639\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 \u0628\u0627\u0634\u062f. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-349.png\" alt=\"\" class=\"wp-image-16287\" width=\"394\" height=\"96\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-349.png 556w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-349-300x73.png 300w\" sizes=\"(max-width: 394px) 100vw, 394px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 n \u062a\u0639\u062f\u0627\u062f \u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0641\u0631\u0645\u0648\u0644 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a\u060c \u067e\u06cc\u0634 \u0627\u0632 \u062c\u0630\u0631\u06af\u0631\u0641\u062a\u0646\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0631\u0628\u0639 \u0627\u062e\u062a\u0644\u0627\u0641\u200c\u0647\u0627\u060c \u0631\u0648\u06cc \u0647\u0645\u0647 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<p>\u0644\u0627\u0632\u0645 \u0628\u0647 \u0630\u06a9\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0642\u06cc\u0627\u0633 RMSE \u0645\u0627\u0646\u0646\u062f MAE \u0647\u0645\u0627\u0646 \u0648\u0627\u062d\u062f \u0627\u0635\u0644\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 (Label) \u0627\u0633\u062a\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0645\u062b\u0644\u0627\u064b \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0631\u062d\u0633\u0628 \u062f\u0644\u0627\u0631 \u0628\u0627\u0634\u0646\u062f\u060c RMSE \u0646\u06cc\u0632 \u0628\u0631\u062d\u0633\u0628 \u062f\u0644\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. RMSE \u062f\u0644\u06cc\u0644 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0647 \u0648\u0627\u062d\u062f \u0627\u0635\u0644\u06cc\u060c \u0627\u063a\u0644\u0628 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u0639\u06cc\u0627\u0631\u06cc \u062c\u0627\u0645\u0639\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 RMSE \u0646\u06cc\u0632 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062e\u0637\u0627\u06cc \u062c\u0630\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-350.png\" alt=\"\" class=\"wp-image-16288\" width=\"608\" height=\"340\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-350.png 917w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-350-300x168.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-350-768x430.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-350-585x328.png 585w\" sizes=\"(max-width: 608px) 100vw, 608px\" \/><\/figure><\/div>\n\n\n<p>RMSE \u0628\u0647\u200c\u0646\u0648\u0639\u06cc \u0645\u0634\u0627\u0628\u0647 MSE \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062a\u0641\u0633\u06cc\u0631 \u0622\u0646 \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u062f\u0627\u0634\u062a\u0646 \u0647\u0645\u0627\u0646 \u0648\u0627\u062d\u062f\u0647\u0627 \u0628\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u06cc\u0632 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0634\u0627\u0628\u0647 \u062a\u0648\u0627\u0628\u0639 \u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-351.png\" alt=\"\" class=\"wp-image-16289\" width=\"616\" height=\"535\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-351.png 828w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-351-300x261.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-351-768x667.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-351-585x508.png 585w\" sizes=\"(max-width: 616px) 100vw, 616px\" \/><\/figure><\/div>\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645\u200c\u0634\u062f\u0647 \u0628\u0647\u200c\u06a9\u0645\u06a9 \u06a9\u062f \u0628\u0627\u0644\u0627 \u062f\u0631\u200c \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0642\u0627\u0628\u0644\u200c\u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0686\u06af\u0648\u0646\u0647 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0627 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-352.png\" alt=\"\" class=\"wp-image-16291\" width=\"674\" height=\"334\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-352.png 975w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-352-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-352-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-352-585x290.png 585w\" sizes=\"(max-width: 674px) 100vw, 674px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 RMSE \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-353.png\" alt=\"\" class=\"wp-image-16293\" width=\"640\" height=\"269\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-353.png 797w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-353-300x126.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-353-768x323.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-353-585x246.png 585w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n\n<p>\u06a9\u0631\u0627\u0633 \u0627\u0632\u062c\u0645\u0644\u0647 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f \u0648 \u0628\u0627\u06cc\u062f \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-354.png\" alt=\"\" class=\"wp-image-16294\" width=\"642\" height=\"353\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-354.png 848w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-354-300x166.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-354-768x424.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-354-585x323.png 585w\" sizes=\"(max-width: 642px) 100vw, 642px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n\n<p>\u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0646\u06cc\u0632 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062e\u0648\u062f\u0645\u0627\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645 \u0648 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-355.png\" alt=\"\" class=\"wp-image-16295\" width=\"646\" height=\"398\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-355.png 832w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-355-300x185.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-355-768x474.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-355-585x361.png 585w\" sizes=\"(max-width: 646px) 100vw, 646px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u0645\u0627\u0646\u0646\u062f \u06a9\u0631\u0627\u0633 \u0648 \u067e\u0627\u06cc\u062a\u0648\u0631\u0686\u060c Jax \u0646\u06cc\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0622\u0645\u0627\u062f\u0647 \u0646\u062f\u0627\u0631\u062f \u0648 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-356.png\" alt=\"\" class=\"wp-image-16296\" width=\"676\" height=\"368\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-356.png 826w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-356-300x163.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-356-768x418.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-356-585x319.png 585w\" sizes=\"(max-width: 676px) 100vw, 676px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n\n<p>\u0645\u0627\u0646\u0646\u062f \u0633\u0647 \u067e\u06a9\u06cc\u062c \u0642\u0628\u0644\u06cc\u060c MXNet \u0646\u06cc\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0646\u062f\u0627\u0631\u062f \u0648 \u0628\u0627\u06cc\u062f \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u0622\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-357.png\" alt=\"\" class=\"wp-image-16297\" width=\"675\" height=\"291\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-357.png 827w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-357-300x129.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-357-768x331.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-357-585x252.png 585w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0631\u0628\u0639 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u06cc<\/h3>\n\n\n\n<p>MSLE \u06cc\u0627 Mean Squared Logarithmic Error \u062a\u0627\u0628\u0639 \u0632\u06cc\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646\u200c\u0647\u0627 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u06cc \u062f\u0627\u0631\u0646\u062f. MSLE\u060c \u0628\u0647\u200c\u062c\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645\u060c \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u06cc\u200c\u0627\u0646\u062c\u0627\u0645\u062f \u062a\u0623\u062b\u06cc\u0631 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u06cc\u0627 \u06a9\u0648\u0686\u06a9 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u0646\u0645\u0627\u06cc\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u0646\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-358.png\" alt=\"\" class=\"wp-image-16298\" width=\"447\" height=\"54\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-358.png 769w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-358-300x36.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-358-585x71.png 585w\" sizes=\"(max-width: 447px) 100vw, 447px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 n \u062a\u0639\u062f\u0627\u062f \u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0627\u0632 \u0641\u0631\u0645\u0648\u0644 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u062c\u0630\u0648\u0631 \u0627\u062e\u062a\u0644\u0627\u0641 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u060c \u0631\u0648\u06cc \u0647\u0645\u0647 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0648\u0686\u06a9 \u06cc\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0628\u0627\u0634\u0646\u062f\u061b \u0647\u0645\u0686\u0646\u06cc\u0646 \u062c\u0645\u0639\u200c\u06a9\u0631\u062f\u0646 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0639\u062f\u062f \u06cc\u06a9\u060c \u0627\u0632 \u0635\u0641\u0631\u0634\u062f\u0646 \u0639\u0628\u0627\u0631\u062a \u062c\u0644\u0648\u06cc \u062a\u0627\u0628\u0639 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u06a9\u0647 \u0639\u062f\u062f \u0645\u0646\u0641\u06cc \u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u0632 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u0645\u0631\u0628\u0639\u0627\u062a (MSLE) \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062e\u0637\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u062e\u0637\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0648\u0632\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-359.png\" alt=\"\" class=\"wp-image-16299\" width=\"670\" height=\"362\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-359.png 877w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-359-300x162.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-359-768x416.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-359-585x317.png 585w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/><\/figure><\/div>\n\n\n<p>\u0633\u067e\u0633 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0648\u0637 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u0627\u06cc \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0645\u0642\u062f\u0627\u0631 MSLE \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0648\u0632\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-360.png\" alt=\"\" class=\"wp-image-16300\" width=\"682\" height=\"597\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-360.png 856w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-360-300x263.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-360-768x672.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-360-585x512.png 585w\" sizes=\"(max-width: 682px) 100vw, 682px\" \/><\/figure><\/div>\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645\u200c\u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062e\u0637\u0627 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-361.png\" alt=\"\" class=\"wp-image-16301\" width=\"750\" height=\"372\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-361.png 1005w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-361-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-361-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-361-585x290.png 585w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 MSLE \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-362.png\" alt=\"\" class=\"wp-image-16302\" width=\"649\" height=\"263\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-362.png 835w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-362-300x122.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-362-768x312.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-362-585x238.png 585w\" sizes=\"(max-width: 649px) 100vw, 649px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-363.png\" alt=\"\" class=\"wp-image-16303\" width=\"662\" height=\"249\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-363.png 846w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-363-300x113.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-363-768x290.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-363-585x221.png 585w\" sizes=\"(max-width: 662px) 100vw, 662px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n\n<p>\u067e\u06a9\u06cc\u062c \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0628\u06cc\u0647 \u0646\u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u061b \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u060c \u0628\u0627\u06cc\u062f \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u0622\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-364.png\" alt=\"\" class=\"wp-image-16305\" width=\"684\" height=\"280\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-364.png 878w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-364-300x123.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-364-768x315.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-364-585x240.png 585w\" sizes=\"(max-width: 684px) 100vw, 684px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0631\u0686\u060c Jax \u0646\u06cc\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0646\u062f\u0627\u0631\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-365.png\" alt=\"\" class=\"wp-image-16306\" width=\"698\" height=\"301\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-365.png 892w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-365-300x129.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-365-768x331.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-365-585x252.png 585w\" sizes=\"(max-width: 698px) 100vw, 698px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u067e\u06a9\u06cc\u062c \u0646\u06cc\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0631\u0628\u0639 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f \u0648 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062e\u0648\u062f\u0645\u0627\u0646 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-366.png\" alt=\"\" class=\"wp-image-16307\" width=\"710\" height=\"267\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-366.png 897w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-366-300x113.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-366-768x289.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-366-585x220.png 585w\" sizes=\"(max-width: 710px) 100vw, 710px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0647\u06cc\u067e\u0631\u0628\u0648\u0644\u06cc\u06a9<\/h3>\n\n\n\n<p>Log-Cosh Loss \u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u0628 MSE \u0648 MAE \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0633\u0631\u0639\u062a \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0645\u062f\u0644 \u0631\u0627 \u0631\u0642\u0645 \u0645\u06cc\u200c\u0632\u0646\u062f. Log-Cosh Loss\u060c \u0628\u0647\u200c\u062e\u0635\u0648\u0635 \u062f\u0631 \u0645\u0648\u0627\u0642\u0639\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0646\u0648\u06cc\u0632 \u0632\u06cc\u0627\u062f\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0642\u062a \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-367.png\" alt=\"\" class=\"wp-image-16309\" width=\"462\" height=\"78\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-367.png 636w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-367-300x51.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-367-585x99.png 585w\" sizes=\"(max-width: 462px) 100vw, 462px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 n \u062a\u0639\u062f\u0627\u062f \u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a\u060c yi \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a. \u0641\u0631\u0645\u0648\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0647\u06cc\u067e\u0631\u0628\u0648\u0644\u06cc\u06a9 \u06a9\u0647 \u067e\u06cc\u0634 \u0627\u0632 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645\u200c\u06af\u06cc\u0631\u06cc \u0631\u0648\u06cc \u062a\u0641\u0627\u0636\u0644 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-368.png\" alt=\"\" class=\"wp-image-16310\" width=\"334\" height=\"76\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-368.png 488w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-368-300x68.png 300w\" sizes=\"(max-width: 334px) 100vw, 334px\" \/><\/figure><\/div>\n\n\n<p>\u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u0648 \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0647\u06cc\u067e\u0631\u0628\u0648\u0644\u06cc\u06a9 \u0628\u0647 \u06a9\u0646\u062a\u0631\u0644 \u062a\u0623\u062b\u06cc\u0631 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u061b \u0632\u06cc\u0631\u0627 \u0631\u0634\u062f \u0622\u0646\u200c\u0647\u0627 \u0622\u0647\u0633\u062a\u0647\u200c\u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u062f\u0631\u062c\u0647 \u062f\u0648\u0645 \u0627\u0633\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062e\u0637\u0627\u06cc \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u06a9\u0633\u06cc\u0646\u0648\u0633 \u0647\u06cc\u067e\u0631\u0628\u0648\u0644\u06cc\u06a9 (Log-Cosh Loss) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u062e\u0637\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0648\u0632\u0646 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-369.png\" alt=\"\" class=\"wp-image-16311\" width=\"634\" height=\"351\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-369.png 884w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-369-300x166.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-369-768x426.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-369-585x324.png 585w\" sizes=\"(max-width: 634px) 100vw, 634px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0646\u06cc\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-370.png\" alt=\"\" class=\"wp-image-16312\" width=\"635\" height=\"528\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-370.png 835w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-370-300x249.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-370-768x638.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-370-585x486.png 585w\" sizes=\"(max-width: 635px) 100vw, 635px\" \/><\/figure><\/div>\n\n\n<p>\u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u06a9\u062f \u0646\u06cc\u0632 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u062f\u0631\u0645\u06cc\u200c\u0622\u06cc\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-371.png\" alt=\"\" class=\"wp-image-16314\" width=\"702\" height=\"347\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-371.png 975w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-371-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-371-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-371-585x290.png 585w\" sizes=\"(max-width: 702px) 100vw, 702px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Log-Cosh Loss \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645\u061b \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0647\u200c\u062c\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u06a9\u0631\u0627\u0633\u060c \u0647\u06cc\u0686 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c \u062f\u06cc\u06af\u0631\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n\n<p>\u0633\u0627\u06cc\u06a9\u06cc\u062f\u0644\u0631\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0622\u0645\u0627\u062f\u0647 \u0646\u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u062f\u0631\u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0627\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-372.png\" alt=\"\" class=\"wp-image-16316\" width=\"686\" height=\"366\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-372.png 887w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-372-300x160.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-372-768x410.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-372-585x313.png 585w\" sizes=\"(max-width: 686px) 100vw, 686px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-373.png\" alt=\"\" class=\"wp-image-16317\" width=\"686\" height=\"358\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-373.png 915w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-373-300x157.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-373-768x401.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-373-585x306.png 585w\" sizes=\"(max-width: 686px) 100vw, 686px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-374.png\" alt=\"\" class=\"wp-image-16318\" width=\"724\" height=\"344\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-374.png 935w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-374-300x143.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-374-768x366.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-374-585x278.png 585w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u062f\u0631 Jax \u0646\u06cc\u0632 \u0628\u0627\u06cc\u062f \u062e\u0648\u062f\u0645\u0627\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0644\u06af\u0627\u0631\u06cc\u062a\u0645 \u06a9\u0648\u0633\u06cc\u0646\u0648\u0633 \u0647\u06cc\u067e\u0631\u0628\u0648\u0644\u06cc\u06a9 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-375.png\" alt=\"\" class=\"wp-image-16319\" width=\"726\" height=\"393\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-375.png 884w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-375-300x163.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-375-768x416.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-375-585x317.png 585w\" sizes=\"(max-width: 726px) 100vw, 726px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u067e\u06a9\u06cc\u062c \u0646\u06cc\u0632 \u062a\u0627\u0628\u0639 \u0645\u062f\u0646\u0638\u0631 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062a\u0639\u0631\u06cc\u0641 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-376.png\" alt=\"\" class=\"wp-image-16320\" width=\"722\" height=\"346\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-376.png 885w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-376-300x144.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-376-768x369.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-376-585x281.png 585w\" sizes=\"(max-width: 722px) 100vw, 722px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u062a\u0631\u0628\u0627\u0631<\/h3>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u062a\u0631\u0628\u0627\u0631 \u06cc\u0627 Quantile Loss \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u0646\u062f\u060c \u0628\u0647\u200c\u062c\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646. \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u062a\u0631\u0628\u0627\u0631 \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u0647\u200c\u062c\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0628\u062a\u0648\u0627\u0646\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f\u061b \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062a\u0648\u0632\u06cc\u0639 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u062f \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Quantile Loss \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0627\u0642\u0639 \u062f\u0631 \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 (\u06cc\u0639\u0646\u06cc \u06f1\u06f0 \u062f\u0631\u0635\u062f \u067e\u0627\u06cc\u06cc\u0646\u06cc) \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 (\u06cc\u0639\u0646\u06cc \u06f1\u06f0 \u062f\u0631\u0635\u062f \u0628\u0627\u0644\u0627\u06cc\u06cc) \u0631\u0627 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f. <\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0642\u0627\u0637 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u061b \u0645\u062b\u0644\u0627\u064b \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u0628\u0627\u0632\u0627\u0631 \u06cc\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0631\u06cc\u0633\u06a9\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u062f\u0631 \u0628\u06cc\u0645\u0647 \u0627\u0647\u0645\u06cc\u062a \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u0646\u062f. \u0641\u0631\u0645\u0648\u0644 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-377.png\" alt=\"\" class=\"wp-image-16322\" width=\"500\" height=\"77\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-377.png 814w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-377-300x46.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-377-768x119.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-377-585x91.png 585w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 n \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a\u061b \u0647\u0645\u0686\u0646\u06cc\u0646 q \u0686\u0646\u062f\u06a9 \u0645\u062f\u0646\u0638\u0631 (\u0645\u062b\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u0645\u06cc\u0627\u0646\u0647 \u06f0.\u06f5) \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u062a\u0631\u0628\u0627\u0631 \u0628\u0647\u200c\u0627\u0632\u0627\u06cc \u0647\u0631 \u062f\u0627\u062f\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0634\u0631\u0637\u06cc \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627\u0634\u062f (\u0177<sub>i<\/sub> &lt; y<sub>i<\/sub>)\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 q \u0628\u0631\u0627\u0628\u0631 \u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0633\u062a.<\/li>\n\n\n\n<li>\u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627\u0634\u062f (\u0177<sub>i<\/sub> &gt; y<sub>i<\/sub>)\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 1-q&nbsp;\u0628\u0631\u0627\u0628\u0631 \u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0633\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0628\u0631\u0627\u06cc \u062f\u0648 \u062f\u0647\u06a9 \u062e\u0627\u0635 \u0645\u06cc\u200c\u0632\u0646\u06cc\u0645:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 (\u06f1\u06f0 \u062f\u0631\u0635\u062f \u067e\u0627\u06cc\u06cc\u0646\u06cc)<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f\u060c q \u0631\u0627 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u06f0.\u06f1 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645\u061b \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u06af\u0631 &nbsp;\u0177<sub>i<\/sub> &lt; y<sub>i<\/sub>\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 (y<sub>i<\/sub> &#8211; \u0177<sub>i<\/sub>)\u06f0.\u06f1 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n\n\n\n<li>\u0627\u06af\u0631 \u0177<sub>i<\/sub> &gt; y<sub>i<\/sub>\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 (y<sub>i<\/sub> &#8211; \u0177<sub>i<\/sub>) \u06f0.\u06f9- \u06cc\u0627 (\u0177<sub>i<\/sub> &#8211; y<sub>i<\/sub>) \u06f0.\u06f9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u06cc\u0646 \u0628\u0647\u200c\u0622\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u0648\u0632\u0646 \u06a9\u0645\u062a\u0631\u06cc (\u06f0.\u06f1) \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062c\u0631\u06cc\u0645\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc (\u06f0.\u06f9) \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647\u200c\u0637\u0648\u0631 \u0639\u0645\u062f\u0647 \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f \u0648 \u0628\u0647\u200c\u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u062a\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 (\u06f1\u06f0 \u062f\u0631\u0635\u062f \u0628\u0627\u0644\u0627\u06cc\u06cc)<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062f\u0644 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f\u060c &nbsp;q \u0631\u0627 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u06f0.\u06f9 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u06af\u0631 &nbsp;\u0177<sub>i<\/sub> &lt; y<sub>i<\/sub>\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 (y<sub>i<\/sub> &#8211; \u0177<sub>i<\/sub>)\u06f0.\u06f9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n\n\n\n<li>\u0627\u06af\u0631 \u0177<sub>i<\/sub> &gt; y<sub>i<\/sub>\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 (y<sub>i<\/sub> &#8211; \u0177<sub>i<\/sub>) \u06f0.\u06f1- \u06cc\u0627 (\u0177<sub>i<\/sub> &#8211; y<sub>i<\/sub>) \u06f0.\u06f1 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u06cc\u0646 \u0628\u0647\u200c\u0622\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u0648\u0632\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc (\u06f0.\u06f9) \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062c\u0631\u06cc\u0645\u0647 \u06a9\u0645\u062a\u0631\u06cc (\u06f0.\u06f1) \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u06cc\u200c\u0627\u0646\u062c\u0627\u0645\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647\u200c\u0637\u0648\u0631 \u0639\u0645\u062f\u0647 \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f \u0648 \u0628\u0647\u200c\u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u062f\u0647\u06a9 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u062a\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n\n<p>\u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u062a\u0631\u0628\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0631\u0645\u0648\u0644\u200c\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0645\u062f\u0644 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u06cc \u0628\u0631\u0627\u06cc \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u0642\u062f\u0627\u0631 q \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u200c\u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639 \u062f\u0631 \u0686\u0646\u062f\u06a9\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u0632\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u067e\u0631\u062f\u0627\u0632\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647&nbsp;Quantile Loss \u0628\u0631\u0627\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062e\u0637\u0627 \u0628\u0631\u062d\u0633\u0628 \u0648\u0632\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-378.png\" alt=\"\" class=\"wp-image-16323\" width=\"670\" height=\"339\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-378.png 868w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-378-300x152.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-378-768x390.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-378-585x297.png 585w\" sizes=\"(max-width: 670px) 100vw, 670px\" \/><\/figure><\/div>\n\n\n<p>\u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u060c \u0628\u0627 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u062c\u0632\u0626\u06cc \u062f\u0631 \u06a9\u062f\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u062a\u0631\u0633\u06cc\u0645 \u062a\u0648\u0627\u0628\u0639 \u0642\u0628\u0644\u06cc\u060c \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645 \u06a9\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0686\u06af\u0648\u0646\u0647 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062e\u0637\u0627 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u200c\u0647\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-379.png\" alt=\"\" class=\"wp-image-16324\" width=\"756\" height=\"374\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-379.png 975w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-379-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-379-768x380.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-379-585x290.png 585w\" sizes=\"(max-width: 756px) 100vw, 756px\" \/><\/figure><\/div>\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Quantile Loss \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u062a\u0646\u0647\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0627\u062a\u0631\u0628\u0627\u0631 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0628\u06cc\u0647 \u06a9\u0631\u062f\u0647 \u0633\u0627\u06cc\u06a9\u06cc\u062f\u0644\u0631\u0646 \u0627\u0633\u062a. \u062f\u0631 \u062f\u06cc\u06af\u0631 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-380.png\" alt=\"\" class=\"wp-image-16325\" width=\"702\" height=\"290\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-380.png 883w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-380-300x124.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-380-768x317.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-380-585x242.png 585w\" sizes=\"(max-width: 702px) 100vw, 702px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-381.png\" alt=\"\" class=\"wp-image-16326\" width=\"706\" height=\"448\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-381.png 852w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-381-300x190.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-381-768x487.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-381-585x371.png 585w\" sizes=\"(max-width: 706px) 100vw, 706px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-382.png\" alt=\"\" class=\"wp-image-16327\" width=\"712\" height=\"455\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-382.png 843w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-382-300x192.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-382-768x491.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-382-585x374.png 585w\" sizes=\"(max-width: 712px) 100vw, 712px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-383.png\" alt=\"\" class=\"wp-image-16329\" width=\"712\" height=\"450\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-383.png 824w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-383-300x190.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-383-768x486.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-383-420x265.png 420w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-383-585x370.png 585w\" sizes=\"(max-width: 712px) 100vw, 712px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-384.png\" alt=\"\" class=\"wp-image-16330\" width=\"713\" height=\"408\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-384.png 819w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-384-300x172.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-384-768x440.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-384-585x335.png 585w\" sizes=\"(max-width: 713px) 100vw, 713px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc<\/h3>\n\n\n\n<p>&nbsp;\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u06cc\u0627 Cross-Entropy Loss (CE) \u062f\u0631 \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0645\u06cc\u0632\u0627\u0646 \u0646\u0627\u062f\u0631\u0633\u062a\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. Cross-Entropy Loss \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0648 \u0686\u0646\u062f\u06a9\u0644\u0627\u0633\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0627 \u062f\u0648 \u0646\u0648\u0639 \u062a\u0627\u0628\u0639 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0627\u0631\u06cc\u0645:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc<\/h3>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc \u06cc\u0627 Binary Cross-Entropy Loss (BCE) \u0628\u0631\u0627\u06cc \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06cc\u0639\u0646\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0641\u0642\u0637 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u062f\u0627\u0631\u06cc\u0645 (\u0645\u062b\u0644\u0627\u064b \u0628\u0644\u0647 \u06cc\u0627 \u062e\u06cc\u0631\u060c \u062f\u0631\u0633\u062a \u06cc\u0627 \u0646\u0627\u062f\u0631\u0633\u062a). \u062f\u0631 BCE \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-385.png\" alt=\"\" class=\"wp-image-16332\" width=\"490\" height=\"88\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-385.png 722w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-385-300x54.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-385-585x105.png 585w\" sizes=\"(max-width: 490px) 100vw, 490px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 y<sub>i<\/sub><em> <\/em>\u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u0686\u0633\u0628 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0177<sub>i<\/sub>&nbsp;\u0627\u062d\u062a\u0645\u0627\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a\u060c \u0639\u0644\u0627\u0645\u062a \u0633\u06cc\u06af\u0645\u0627 \u0631\u0648\u06cc n \u06cc\u0639\u0646\u06cc \u0645\u0627 \u062c\u0645\u0639\u0627 n \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u06cc\u0645. \u0647\u062f\u0641 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 \u06a9\u0645\u06cc\u0646\u0647\u200c\u06a9\u0631\u062f\u0646 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u06cc\u0627\u0646 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u062a\u0648\u0636\u06cc\u062d \u0648 \u062a\u0639\u0628\u06cc\u0631 \u0634\u0647\u0648\u062f\u06cc \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u06a9\u0644\u0627\u0633 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0627\u0633\u062a\u0627\u062f \u0634\u06a9\u0631\u0632\u0627\u062f \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-386.png\" alt=\"\" class=\"wp-image-16333\" width=\"782\" height=\"347\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-386.png 958w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-386-300x133.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-386-768x342.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-386-585x260.png 585w\" sizes=\"(max-width: 782px) 100vw, 782px\" \/><\/figure><\/div>\n\n\n<p>\u0634\u06a9\u0644 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0627\u0644\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0686\u0633\u0628 (Label) \u0635\u0641\u0631 \u0627\u0633\u062a \u0648 \u0636\u0631\u06cc\u0628 \u062c\u0645\u0644\u0647 \u0627\u0648\u0644 \u0641\u0631\u0645\u0648\u0644 \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0635\u0641\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0627\u0632 \u0645\u06cc\u0627\u0646 \u0645\u06cc\u200c\u0631\u0648\u062f\u060c \u0627\u0645\u0627 \u0636\u0631\u06cc\u0628 \u062c\u0645\u0644\u0647 \u062f\u0648\u0645 \u06cc\u06a9 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0627\u0642\u06cc \u0645\u06cc\u200c\u0645\u0627\u0646\u062f\u061b \u0628\u0647\u200c\u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628\u060c \u0627\u06af\u0631 \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a\u0647 \u06f1 \u0646\u0633\u0628\u062a \u062f\u0647\u062f\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0639\u062f\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u06af \u0648 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647\u200c\u0628\u06cc\u200c\u0646\u0647\u0627\u06cc\u062a \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u062f\u0633\u062a\u0647 \u06f0 \u0646\u0633\u0628\u062a \u062f\u0647\u062f\u060c \u0647\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u067e\u0627\u06cc\u06cc\u0646 \u0648 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0635\u0641\u0631 \u0628\u0631\u0627\u06cc\u0634 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u0628\u0631\u0639\u06a9\u0633\u060c \u062f\u0631 \u0634\u06a9\u0644 \u0633\u0645\u062a \u0686\u067e \u06a9\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0627\u0644\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0686\u0633\u0628 \u06cc\u06a9 \u0627\u0633\u062a \u0648 \u0636\u0631\u06cc\u0628 \u062c\u0645\u0644\u0647 \u0627\u0648\u0644 \u0641\u0631\u0645\u0648\u0644 \u06cc\u06a9 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0636\u0631\u06cc\u0628 \u062c\u0645\u0644\u0647 \u062f\u0648\u0645 \u0635\u0641\u0631. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u0627\u06af\u0631 \u0645\u062f\u0644 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647\u200c\u062f\u0633\u062a\u0647 \u06f0 \u0646\u0633\u0628\u062a \u062f\u0647\u062f\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0639\u062f\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u0627\u0645\u0627 \u0627\u06af\u0631 \u0622\u0646 \u0631\u0627 \u06cc\u0647\u200c\u062f\u0633\u062a\u0647 \u06cc\u06a9 \u0645\u062a\u0639\u0644\u0642 \u0628\u062f\u0627\u0646\u062f\u060c \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0637\u0627\u0628\u0642 \u0627\u0646\u062a\u0638\u0627\u0631 \u0639\u062f\u062f\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 \u0635\u0641\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 BCE \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u06cc\u0634\u062a\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-387.png\" alt=\"\" class=\"wp-image-16334\" width=\"592\" height=\"351\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-387.png 758w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-387-300x178.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-387-585x347.png 585w\" sizes=\"(max-width: 592px) 100vw, 592px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-388.png\" alt=\"\" class=\"wp-image-16335\" width=\"601\" height=\"263\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-388.png 835w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-388-300x131.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-388-768x336.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-388-585x256.png 585w\" sizes=\"(max-width: 601px) 100vw, 601px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-389.png\" alt=\"\" class=\"wp-image-16336\" width=\"614\" height=\"306\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-389.png 856w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-389-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-389-768x382.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-389-585x291.png 585w\" sizes=\"(max-width: 614px) 100vw, 614px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 Jax \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f\u061b \u0644\u0630\u0627 \u0628\u0627\u06cc\u062f \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-390.png\" alt=\"\" class=\"wp-image-16337\" width=\"642\" height=\"232\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-390.png 964w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-390-300x109.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-390-768x279.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-390-585x212.png 585w\" sizes=\"(max-width: 642px) 100vw, 642px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-391.png\" alt=\"\" class=\"wp-image-16338\" width=\"650\" height=\"224\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-391.png 971w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-391-300x104.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-391-768x266.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-391-585x202.png 585w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647<\/h3>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u06cc\u0627 Categorical Cross-Entropy Loss (CCE) \u0627\u06cc\u0646 \u0646\u0648\u0639 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0686\u0646\u062f\u06a9\u0644\u0627\u0633\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u06cc\u0639\u0646\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u062f\u0648 \u06a9\u0644\u0627\u0633 \u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 CCE \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-392.png\" alt=\"\" class=\"wp-image-16339\" width=\"313\" height=\"97\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-392.png 569w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-392-300x93.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-392-560x176.png 560w\" sizes=\"(max-width: 313px) 100vw, 313px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 y<sub>ij<\/sub> \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0628\u0631\u0686\u0633\u0628 \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0632 \u06a9\u0644\u0627\u0633 j\u0627\u0645 \u0627\u0633\u062a. \u0639\u0644\u0627\u0645\u062a \u0633\u06cc\u06af\u0645\u0627 \u0631\u0648\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc n \u0648&nbsp;m \u06cc\u0639\u0646\u06cc \u0645\u0627 \u062f\u0631\u0645\u062c\u0645\u0648\u0639 n \u062f\u0627\u062f\u0647 \u0648 m \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0627\u0631\u06cc\u0645. \u0177<sub>ij<\/sub>&nbsp;\u0647\u0645\u200b \u0627\u062d\u062a\u0645\u0627\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0632 \u06a9\u0644\u0627\u0633 j\u0627\u0645 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u062a\u0641\u0627\u0648\u062a \u0645\u06cc\u0627\u0646 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627 \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f \u0648 \u062f\u0642\u062a \u06a9\u0644\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/p>\n\n\n\n<p>\u062a\u0639\u0628\u06cc\u0631 \u0634\u0647\u0648\u062f\u06cc \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u062f\u0648\u062f\u0648\u06cc\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647\u200c \u0627\u06cc\u0646\u200c\u0628\u062e\u0634 \u0647\u0645 \u062a\u0639\u0645\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CCE \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u06cc\u0634\u062a\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 CCE \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n\n<p>\u062f\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062f\u0644\u0631\u0646 \u062a\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u0648 \u0628\u0627\u06cc\u062f \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-393.png\" alt=\"\" class=\"wp-image-16340\" width=\"532\" height=\"267\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-393.png 847w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-393-300x151.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-393-768x385.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-393-585x294.png 585w\" sizes=\"(max-width: 532px) 100vw, 532px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-394.png\" alt=\"\" class=\"wp-image-16341\" width=\"546\" height=\"221\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-394.png 862w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-394-300x121.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-394-768x311.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-394-585x237.png 585w\" sizes=\"(max-width: 546px) 100vw, 546px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-395.png\" alt=\"\" class=\"wp-image-16342\" width=\"548\" height=\"251\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-395.png 894w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-395-300x137.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-395-768x351.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-395-585x268.png 585w\" sizes=\"(max-width: 548px) 100vw, 548px\" \/><\/figure><\/div>\n\n\n<p>\u0639\u0644\u062a \u0627\u062e\u062a\u0644\u0627\u0641\u06cc \u06a9\u0647 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u062e\u0631\u0648\u062c\u06cc \u062a\u0627\u0628\u0639 CCE \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0628\u0627 \u06a9\u0631\u0627\u0633 \u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0628\u0639\u062f \u0627\u0632 \u06af\u0631\u0641\u062a\u0646 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647\u060c \u0628\u0627 \u0641\u0631\u0636 \u063a\u06cc\u0631\u0627\u062d\u062a\u0645\u0627\u0644\u06cc\u200c\u0628\u0648\u062f\u0646 \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 (\u06cc\u0639\u0646\u06cc \u0647\u0645\u0627\u0646 logit)\u060c \u0627\u0628\u062a\u062f\u0627 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u062a\u0627\u0628\u0639 Softmax \u0631\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0641\u0631\u0645\u0648\u0644 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0631\u0627 \u0631\u0648\u06cc \u0622\u0646 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u062f\u0631 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u06a9\u0631\u0627\u0633 \u0627\u06cc\u0646 \u0627\u062a\u0641\u0627\u0642 \u0646\u0645\u06cc\u200c\u0627\u0641\u062a\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627 \u062f\u0631 \u0641\u0631\u0645\u0648\u0644 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0641\u0627\u0648\u062a \u062f\u06cc\u06af\u0631 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0627 \u062a\u0627\u0628\u0639 CCE \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u06a9\u0631\u0627\u0633 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0644\u06cc\u0628\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a One-Hot\u0634\u062f\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0628\u0647\u200c\u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 y_true \u06a9\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a One-Hot \u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u062a\u0627\u0628\u0639 argmax \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u062f\u0648\u0645\u0648\u0644\u0641\u0647\u200c\u0627\u06cc \u062f\u0631\u0645\u06cc\u200c\u200c\u0622\u06cc\u062f \u06a9\u0647 \u0639\u0636\u0648 \u0627\u0648\u0644 \u0622\u0646 \u06f1 \u0648 \u0639\u0636\u0648 \u062f\u0648\u0645 \u0622\u0646 \u06f2 \u0628\u0647\u200c\u0645\u0639\u0646\u0627\u06cc \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u06f1 \u0648 \u06f2 \u0627\u0633\u062a\u061b \u0633\u067e\u0633 \u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0644\u06cc\u0628\u0644 \u0628\u0647 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062f\u0646\u0638\u0631 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u062a\u0627\u0628\u0639 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0686\u0646\u062f\u062a\u0627\u06cc\u06cc \u0646\u06cc\u0632 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062a\u0639\u0631\u06cc\u0641 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u067e\u0633 \u062e\u0648\u062f\u0645\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-396.png\" alt=\"\" class=\"wp-image-16344\" width=\"588\" height=\"291\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-396.png 858w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-396-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-396-768x380.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-396-585x290.png 585w\" sizes=\"(max-width: 588px) 100vw, 588px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-397.png\" alt=\"\" class=\"wp-image-16345\" width=\"584\" height=\"211\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-397.png 854w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-397-300x109.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-397-768x279.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-397-585x212.png 585w\" sizes=\"(max-width: 584px) 100vw, 584px\" \/><\/figure><\/div>\n\n\n<p>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u06a9\u0647 \u062f\u0631\u0645\u0648\u0631\u062f \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u062f\u0627\u062f\u06cc\u0645 \u0628\u0631\u0627\u06cc MXNet \u0647\u0645 \u0635\u0627\u062f\u0642 \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0647\u06cc\u0646\u062c<\/h3>\n\n\n\n<p>Hinge Loss \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 (SVM) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0648\u06a9\u0644\u0627\u0633\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. Hinge Loss \u0628\u0627 \u062a\u0623\u06a9\u06cc\u062f \u0628\u0631 \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0633\u062a\u0647\u200c\u0647\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0631\u0627\u06cc \u0645\u0633\u0627\u0626\u0644\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u062f\u0631 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. \u0641\u0631\u0645\u0648\u0644 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-398.png\" alt=\"\" class=\"wp-image-16347\" width=\"430\" height=\"86\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-398.png 598w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-398-300x60.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-398-585x117.png 585w\" sizes=\"(max-width: 430px) 100vw, 430px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 n \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc (\u06a9\u0647 \u0645\u0642\u062f\u0627\u0631\u0634 \u06cc\u0627 \u06f1+ \u06cc\u0627 \u06f1- \u0627\u0633\u062a) \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0627\u06af\u0631 \u062d\u0627\u0635\u0644\u200c\u0636\u0631\u0628 \u0645\u0642\u062f\u0627\u0631 \u0627\u0635\u0644\u06cc \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0628\u0631\u0686\u0633\u0628 \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u06cc\u0627 \u0645\u0633\u0627\u0648\u06cc \u06cc\u06a9 \u0628\u0627\u0634\u062f\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 \u0635\u0641\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u06cc\u0639\u0646\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062f\u0631\u0633\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n\n\n\n<li>\u0627\u06af\u0631 \u062d\u0627\u0635\u0644\u200c\u0636\u0631\u0628 \u0645\u0642\u062f\u0627\u0631 \u0627\u0635\u0644\u06cc \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0628\u0631\u0686\u0633\u0628 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u06cc\u06a9 \u0628\u0627\u0634\u062f\u060c \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u0628\u0631 1-yi \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u06cc\u0639\u0646\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0646\u0647\u0627 \u0632\u0645\u0627\u0646\u06cc \u0647\u0632\u06cc\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0627\u0634\u062a\u0628\u0627\u0647 \u0628\u0627\u0634\u062f \u06cc\u0627 \u0628\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0627\u0632 \u062e\u0637 \u062c\u062f\u0627\u0633\u0627\u0632 \u062f\u0648\u0631 \u0646\u0628\u0627\u0634\u062f\u061b \u0628\u0647\u200c\u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644\u060c \u0647\u06cc\u0646\u062c \u0644\u0627\u0633 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0631\u0632 \u0645\u06cc\u0627\u0646 \u062f\u0633\u062a\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u062a\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u062f \u0648 \u062f\u0631\u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc \u0628\u0633\u0627\u0632\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u06a9\u062f \u0632\u06cc\u0631 \u0628\u0647\u200c\u0645\u0646\u0638\u0648\u0631 \u0646\u0645\u0627\u06cc\u0634 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0647\u06cc\u0646\u062c (Hinge Loss) \u062f\u0631 \u0645\u0633\u0626\u0644\u0647\u200c\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0634\u0627\u0645\u0644 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc\u200c (X) \u0628\u0627 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc (y) \u06f1- \u0648 \u06f1+ \u0647\u0633\u062a\u0646\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-399.png\" alt=\"\" class=\"wp-image-16348\" width=\"586\" height=\"295\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-399.png 922w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-399-300x151.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-399-768x387.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-399-585x295.png 585w\" sizes=\"(max-width: 586px) 100vw, 586px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u062f \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u06cc\u0632 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u06cc \u062c\u0632\u0626\u06cc \u0631\u0648\u06cc \u06a9\u062f\u0647\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0642\u0628\u0644\u06cc \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u06cc\u062f. \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-400.png\" alt=\"\" class=\"wp-image-16349\" width=\"688\" height=\"341\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-400.png 975w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-400-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-400-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-400-585x290.png 585w\" sizes=\"(max-width: 688px) 100vw, 688px\" \/><\/figure><\/div>\n\n\n<p>\u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u062f\u0631 \u0634\u06a9\u0644 \u0633\u0645\u062a \u0686\u067e \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u060c \u0634\u06cc\u0628 \u062e\u0637\u0648\u0637 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0627\u062b\u06cc\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0631\u0648\u06cc \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0646\u06cc\u0632 \u0647\u0632\u06cc\u0646\u0647 Hinge \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0648\u0632\u0646\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0648\u0632\u0646 \u0647\u0632\u06cc\u0646\u0647 Hinge \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f \u062a\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062d\u062f\u0627\u0642\u0644\u06cc \u0628\u0631\u0633\u062f \u0648 \u0633\u067e\u0633 \u062b\u0627\u0628\u062a \u0645\u06cc\u200c\u0645\u0627\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Hinge Loss \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0647\u06cc\u0646\u062c \u062f\u0631 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>Skleran<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-401.png\" alt=\"\" class=\"wp-image-16350\" width=\"602\" height=\"312\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-401.png 843w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-401-300x156.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-401-768x399.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-401-585x304.png 585w\" sizes=\"(max-width: 602px) 100vw, 602px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-402.png\" alt=\"\" class=\"wp-image-16351\" width=\"624\" height=\"265\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-402.png 890w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-402-300x128.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-402-768x327.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-402-585x249.png 585w\" sizes=\"(max-width: 624px) 100vw, 624px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n\n<p>\u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u0646\u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u061b \u0627\u0644\u0628\u062a\u0647 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0628\u0647\u200c\u0646\u0627\u0645 HingeEmbeddingLoss \u062f\u0631 \u06a9\u0644\u0627\u0633 torch.nn \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0641\u0631\u0645\u0648\u0644&nbsp;\u0645\u062d\u0627\u0633\u0628\u0647 \u0622\u0646 \u06a9\u0645\u06cc \u0628\u0627 \u0641\u0631\u0645\u0648\u0644 \u0627\u0635\u0644\u06cc \u062a\u0627\u0628\u0639 \u0647\u06cc\u0646\u062c \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-403.png\" alt=\"\" class=\"wp-image-16352\" width=\"648\" height=\"255\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-403.png 902w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-403-300x118.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-403-768x303.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-403-585x231.png 585w\" sizes=\"(max-width: 648px) 100vw, 648px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0631\u0686 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0647\u06cc\u0646\u062c \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0646\u062f\u0627\u0631\u062f \u0648 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-404.png\" alt=\"\" class=\"wp-image-16353\" width=\"651\" height=\"322\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-404.png 879w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-404-300x148.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-404-768x380.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-404-585x290.png 585w\" sizes=\"(max-width: 651px) 100vw, 651px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-405.png\" alt=\"\" class=\"wp-image-16355\" width=\"676\" height=\"282\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-405.png 887w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-405-300x125.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-405-768x321.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-405-585x245.png 585w\" sizes=\"(max-width: 676px) 100vw, 676px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc<\/h3>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Boosting\u060c \u0645\u0627\u0646\u0646\u062f AdaBoost\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0646\u0645\u0627\u06cc\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0628\u0647\u200c\u0627\u06cc\u0646 \u0645\u0639\u0646\u0627 \u06a9\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u062f\u0631 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u062f\u0644 \u062a\u0627\u062b\u06cc\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0646\u062f. Exponential Loss \u0628\u0647 \u0627\u06cc\u0646 \u0645\u06cc\u200c\u0627\u0646\u062c\u0627\u0645\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647\u200c\u0633\u062e\u062a\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u062c\u0647 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0645\u062f\u0644 \u0628\u06cc\u0646\u062c\u0627\u0645\u062f\u060c \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0627\u06cc\u0646 \u0628\u06cc\u0646\u062c\u0627\u0645\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062a \u0628\u06cc\u0634\u200c\u0627\u0632\u062d\u062f \u062d\u0633\u0627\u0633 \u0634\u0648\u062f. \u0641\u0631\u0645\u0648\u0644 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-406.png\" alt=\"\" class=\"wp-image-16356\" width=\"369\" height=\"73\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-406.png 559w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-406-300x60.png 300w\" sizes=\"(max-width: 369px) 100vw, 369px\" \/><\/figure><\/div>\n\n\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 n \u062a\u0639\u062f\u0627\u062f \u06a9\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c y<sub>i<\/sub> \u0645\u0642\u062f\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u062e\u0631\u0648\u062c\u06cc (\u06a9\u0647 \u0645\u0642\u062f\u0627\u0631\u0634 \u06cc\u0627 \u06f1+ \u06cc\u0627 \u06f1- \u0627\u0633\u062a) \u0648 \u0177<sub>i<\/sub>&nbsp;\u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 i\u0627\u0645 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0646\u0645\u0627\u06cc\u06cc\u060c \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0628\u0647\u200c\u0634\u062f\u062a \u0628\u06cc\u0634\u062a\u0631 \u0648\u0632\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u06cc\u200c\u0627\u0646\u062c\u0627\u0645\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647\u200c\u0627\u0634\u062a\u0628\u0627\u0647 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u062a\u0648\u062c\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc \u06a9\u0646\u062f \u0648 \u062f\u0631\u0646\u062a\u06cc\u062c\u0647\u060c \u062f\u0642\u062a \u06a9\u0644\u06cc \u0645\u062f\u0644 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0628\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc (Exponential Loss) \u062f\u0631 \u0645\u0633\u0626\u0644\u0647 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-407.png\" alt=\"\" class=\"wp-image-16357\" width=\"638\" height=\"314\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-407.png 875w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-407-300x148.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-407-768x378.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-407-585x288.png 585w\" sizes=\"(max-width: 638px) 100vw, 638px\" \/><\/figure><\/div>\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0646\u06cc\u0632 \u0645\u0634\u0627\u0628\u0647 \u06a9\u062f \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0642\u0628\u0644 \u0648 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u06cc \u062c\u0632\u0626\u06cc \u0628\u0647\u200c\u0627\u06cc\u0646 \u0634\u06a9\u0644 \u062f\u0631\u0645\u06cc\u200c\u0622\u06cc\u062f:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-408.png\" alt=\"\" class=\"wp-image-16358\" width=\"646\" height=\"320\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-408.png 975w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-408-300x149.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-408-768x381.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-408-585x290.png 585w\" sizes=\"(max-width: 646px) 100vw, 646px\" \/><\/figure><\/div>\n\n\n<p>\u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0645\u062a \u0686\u067e \u062e\u0637\u0648\u0637 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0632\u0646\u060c \u0634\u06cc\u0628 \u062e\u0637\u0648\u0637 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0623\u062b\u06cc\u0631 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0646\u0645\u0648\u062f\u0627\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0645\u0642\u062f\u0627\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc \u0631\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0648\u0632\u0646\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0648\u0632\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631 \u0645\u0631\u0632 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u062c\u0647\u06cc \u0628\u06af\u0630\u0627\u0631\u0646\u062f.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0645\u0627\u06cc\u06cc \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f Scikit-learn \u060cKeras \u060cPyTorch \u060cJAX \u0648 MXNet \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0628\u0631\u062e\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062e\u0627\u0635 \u06cc\u0627 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0648 \u06af\u0633\u062a\u0631\u062f\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u062f\u06cc\u06af\u0631 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062a\u0631\u062c\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u061b \u0628\u0627\u0627\u06cc\u0646\u200c\u062d\u0627\u0644 \u0645\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0645\u0644\u200c\u0628\u0648\u062f\u0646 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0646\u062d\u0648\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u0646\u0627\u0645\u200c\u0628\u0631\u062f\u0647 \u0646\u0634\u0627\u0646 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-409.png\" alt=\"\" class=\"wp-image-16360\" width=\"527\" height=\"333\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-409.png 735w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-409-300x189.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-409-420x265.png 420w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-409-585x369.png 585w\" sizes=\"(max-width: 527px) 100vw, 527px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-410.png\" alt=\"\" class=\"wp-image-16361\" width=\"544\" height=\"310\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-410.png 762w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-410-300x171.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-410-585x333.png 585w\" sizes=\"(max-width: 544px) 100vw, 544px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-411.png\" alt=\"\" class=\"wp-image-16362\" width=\"554\" height=\"327\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-411.png 766w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-411-300x177.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-411-585x344.png 585w\" sizes=\"(max-width: 554px) 100vw, 554px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-412.png\" alt=\"\" class=\"wp-image-16363\" width=\"569\" height=\"347\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-412.png 783w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-412-300x183.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-412-768x469.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-412-585x357.png 585w\" sizes=\"(max-width: 569px) 100vw, 569px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-413.png\" alt=\"\" class=\"wp-image-16364\" width=\"580\" height=\"317\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-413.png 760w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-413-300x164.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-413-585x320.png 585w\" sizes=\"(max-width: 580px) 100vw, 580px\" \/><\/figure><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc \u06a9\u0648\u0644\u0628\u06a9-\u0644\u0627\u06cc\u0628\u0644\u0631<\/h3>\n\n\n\n<p>Kullback-Leibler Divergence (KL Divergence) \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u062a\u0641\u0627\u0648\u062a \u0645\u06cc\u0627\u0646 \u062f\u0648 \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. KL Divergence \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062a\u0648\u0632\u06cc\u0639 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0647\u062f\u0641 \u0646\u0632\u062f\u06cc\u06a9 \u06a9\u0646\u062f. \u0641\u0631\u0645\u0648\u0644 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-414.png\" alt=\"\" class=\"wp-image-16365\" width=\"406\" height=\"93\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-414.png 558w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-414-300x69.png 300w\" sizes=\"(max-width: 406px) 100vw, 406px\" \/><\/figure><\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0641\u0631\u0645\u0648\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>P \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u0645\u0631\u062c\u0639 (\u062a\u0648\u0632\u06cc\u0639 \u0648\u0627\u0642\u0639\u06cc) \u0627\u0633\u062a.<\/li>\n\n\n\n<li>Q \u062a\u0648\u0632\u06cc\u0639 \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0642\u0631\u06cc\u0628\u06cc (\u062a\u0648\u0632\u06cc\u0639 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644) \u0627\u0633\u062a.<\/li>\n\n\n\n<li>P(i) \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u0642\u0648\u0639 \u062d\u0627\u0644\u062a i \u062f\u0631 \u062a\u0648\u0632\u06cc\u0639 P \u0627\u0633\u062a.<\/li>\n\n\n\n<li><em>Q<\/em>(<em>i<\/em>) \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u0642\u0648\u0639 \u062d\u0627\u0644\u062a i \u062f\u0631 \u062a\u0648\u0632\u06cc\u0639 Q \u0627\u0633\u062a.<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u0627\u06af\u0631\u0627\u06cc\u06cc \u06a9\u0648\u0644\u0628\u06a9-\u0644\u0627\u06cc\u0628\u0644\u0631 \u0647\u0645\u06cc\u0634\u0647 \u063a\u06cc\u0631\u0645\u0646\u0641\u06cc \u0627\u0633\u062a \u0648 \u0641\u0642\u0637 \u0632\u0645\u0627\u0646\u06cc \u0628\u0631\u0627\u0628\u0631 \u0635\u0641\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0648 \u062a\u0648\u0632\u06cc\u0639 P \u0648 Q \u06a9\u0627\u0645\u0644\u0627\u064b \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0627\u0634\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u0642\u062f\u0631 \u062a\u0648\u0632\u06cc\u0639 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0648\u0627\u0642\u0639\u06cc \u062f\u0648\u0631 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647\u060c \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0645\u0627\u0646\u0646\u062f VAE&nbsp;(<a href=\"https:\/\/cafetadris.com\/blog\/%D8%A7%D8%AA%D9%88%D8%A7%D9%86%DA%A9%D8%AF%D8%B1%D9%87%D8%A7%DB%8C-%D9%85%D8%AA%D8%BA%DB%8C%D8%B1-%DB%8C%D8%A7-variational-auto-encoders\/\">Variational Autoencoders<\/a>) \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648\u0627\u06af\u0631\u0627\u06cc\u06cc \u06a9\u0648\u0644\u0628\u06a9-\u0644\u0627\u06cc\u0628\u0644\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0641\u0627\u0635\u0644\u0647 \u0645\u06cc\u0627\u0646 \u062a\u0648\u0632\u06cc\u0639 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0645\u0631\u062c\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062a\u0648\u0632\u06cc\u0639 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u062a\u0648\u0632\u06cc\u0639 \u0648\u0627\u0642\u0639\u06cc \u0646\u0632\u062f\u06cc\u06a9 \u06a9\u0646\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062f\u0631 \u0628\u0647\u0628\u0648\u062f \u06a9\u06cc\u0641\u06cc\u062a \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0645\u0624\u062b\u0631 \u0627\u0633\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 KL Divergence \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641<\/h4>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0627\u0632\u067e\u06cc\u0634\u200c\u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u062e\u0648\u062f \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0648 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n\n\n\n<p>Sklearn<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-415.png\" alt=\"\" class=\"wp-image-16366\" width=\"511\" height=\"363\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-415.png 695w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-415-300x213.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-415-585x416.png 585w\" sizes=\"(max-width: 511px) 100vw, 511px\" \/><\/figure><\/div>\n\n\n<p>Keras<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-416.png\" alt=\"\" class=\"wp-image-16367\" width=\"524\" height=\"258\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-416.png 706w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-416-300x148.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-416-585x288.png 585w\" sizes=\"(max-width: 524px) 100vw, 524px\" \/><\/figure><\/div>\n\n\n<p>PyTorch<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-417.png\" alt=\"\" class=\"wp-image-16368\" width=\"542\" height=\"243\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-417.png 764w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-417-300x135.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-417-585x263.png 585w\" sizes=\"(max-width: 542px) 100vw, 542px\" \/><\/figure><\/div>\n\n\n<p>Jax<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-418.png\" alt=\"\" class=\"wp-image-16369\" width=\"554\" height=\"393\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-418.png 660w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-418-300x213.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-418-585x415.png 585w\" sizes=\"(max-width: 554px) 100vw, 554px\" \/><\/figure><\/div>\n\n\n<p>MXNet<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-419.png\" alt=\"\" class=\"wp-image-16371\" width=\"583\" height=\"238\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-419.png 823w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-419-300x122.png 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-419-768x314.png 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/image-419-585x239.png 585w\" sizes=\"(max-width: 583px) 100vw, 583px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u0646\u0642\u0634 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h2>\n\n\n\n<p>\u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u062a\u0645\u0627\u0645\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u0646\u062f. \u0627\u0632 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0647\u0645\u0647\u060c \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0648\u0627\u0628\u0633\u062a\u0647 \u0647\u0633\u062a\u0646\u062f \u062a\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u0646\u062f. \u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u060c \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u062f\u0642\u06cc\u0642 \u0648 \u0645\u0639\u062a\u0628\u0631 \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a. \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u062f\u0647\u06cc\u0645 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627<\/h3>\n\n\n\n<p>\u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u06cc\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u0627\u0642\u0639\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u062f\u0644\u200c\u0647\u0627 \u0633\u0646\u062c\u06cc\u062f\u0647 \u0634\u0648\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc<\/h3>\n\n\n\n<p>\u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u0646\u062f. \u0628\u0627 \u06a9\u0645\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062a<\/h3>\n\n\n\n<p>\u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062a \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f. \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0632\u06cc\u0627\u062f \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0631\u0642\u0645 \u0645\u06cc\u200c\u0632\u0646\u0646\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u067e\u0631\u062a \u0628\u0627\u0634\u0646\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644 \u062d\u0630\u0641 \u06cc\u0627 \u0628\u0631\u0631\u0633\u06cc \u0634\u0648\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627<\/h3>\n\n\n\n<p>\u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u062e\u0627\u0635 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u0623\u062b\u06cc\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u0627\u0633\u0628<\/h2>\n\n\n\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0646\u0627\u0633\u0628 \u0631\u0648\u06cc \u0646\u062a\u0627\u06cc\u062c \u0645\u062f\u0644 \u062a\u0623\u062b\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f. \u0647\u0631 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0645\u0632\u06cc\u062a\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u062f \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0647\u06cc\u0646\u0647 \u0627\u0633\u062a\u061b \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u062f\u0631 \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627 (MSE) \u0645\u0639\u0645\u0648\u0644 \u0627\u0633\u062a\u060c \u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 \u062f\u0631 \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u06a9\u0631\u0627\u0633 \u0627\u0646\u062a\u0631\u0648\u067e\u06cc \u0631\u0627\u06cc\u062c\u200c\u062a\u0631 \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0645\u0644\u0627\u062d\u0638\u0627\u062a<\/h3>\n\n\n\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0645\u0644\u0627\u062d\u0638\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0628\u06cc\u0634\u200c\u0628\u0631\u0627\u0632\u0634<\/h3>\n\n\n\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0628\u06cc\u0634\u200c\u0628\u0631\u0627\u0632\u0634 (Overfitting) \u0628\u06cc\u0646\u062c\u0627\u0645\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u0646\u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc<\/h3>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f. \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0647\u0645 \u0628\u0647\u06cc\u0646\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0647\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0633\u0627\u062f\u0647 \u0646\u06af\u0647 \u062f\u0627\u0631\u0646\u062f \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h3>\n\n\n\n<p>\u0628\u0631\u062e\u06cc \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062d\u0633\u0627\u0633 \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u0631\u0645\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0645\u062f\u0646\u0638\u0631 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.<\/p>\n\n\n\n<p>\u0628\u0627 \u062f\u0631\u0646\u0638\u0631\u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647\u200c\u0647\u0627 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u0646\u062a\u062e\u0627\u0628 \u062f\u0642\u06cc\u0642 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u06cc \u062f\u0631 \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n\n\n\n<p>\u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0646\u0642\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0641\u0631\u0627\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0627\u0628\u0639 \u0645\u0646\u0627\u0633\u0628 \u062a\u0627 \u0627\u0639\u0645\u0627\u0644 \u0622\u0646 \u062f\u0631 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u060c \u0647\u0631 \u062c\u0632\u0626\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631 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class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"307\" src=\"http:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1-1024x307.jpg\" alt=\"\u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 FAQs \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\" class=\"wp-image-15208\" srcset=\"https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1-1024x307.jpg 1024w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1-300x90.jpg 300w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1-768x230.jpg 768w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1-1536x461.jpg 1536w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1-585x176.jpg 585w, https:\/\/cafetadris.com\/blog\/wp-content\/uploads\/2024\/05\/FAQs-2-1.jpg 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<h2 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\u062f\u0631\u0639\u06cc\u0646\u200c\u062d\u0627\u0644 \u0639\u06cc\u0628\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u0628\u0627\u0632\u0647\u0645 \u0627\u0632 MAE \u0648 MSE \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u061f<\/h3>\n\n\n\n<p>\u0628\u0647\u200c\u0631\u063a\u0645 \u0645\u0632\u06cc\u062a\u200c\u0647\u0627\u06cc Huber\u060c \u0641\u0631\u0645\u0648\u0644\u200c\u0647\u0627\u06cc MSE \u0648 MAE \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0647\u0633\u062a\u0646\u062f\u061b \u0628\u0647\u200c\u0647\u0645\u06cc\u0646\u200c\u062f\u0644\u06cc\u0644\u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0647\u0648\u0628\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0633\u062a\u060c 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\u0646\u062f\u0627\u0631\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0622\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647\u200c\u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/h3>\n\n\n\n<p>\u0628\u0644\u0647\u060c \u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0631\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0686\u0646\u062f\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc 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\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u0646\u0648\u06cc\u0632 \u0632\u06cc\u0627\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f MAE \u06cc\u0627 Huber Loss \u06a9\u0647 \u06a9\u0645\u062a\u0631 \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062d\u0633\u0627\u0633 \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u062a\u0648\u0627\u0628\u0639 \u0628\u0647 \u0645\u062f\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u0645\u0642\u0627\u0648\u0645\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631\u0628\u0631\u0627\u0628\u0631 \u0646\u0648\u06cc\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0641\u0627\u0648\u062a \u0645\u06cc\u0627\u0646 MSE \u0648 MAE \u0686\u06cc\u0633\u062a\u061f<\/h3>\n\n\n\n<p>MSE \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062d\u0633\u0627\u0633\u200c\u062a\u0631 \u0627\u0633\u062a \u0648 \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0631\u0628\u0639 \u062e\u0637\u0627\u0647\u0627\u060c \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0648\u0632\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u062f\u0631\u062d\u0627\u0644\u06cc\u200c\u06a9\u0647 MAE \u0628\u0647 \u062e\u0637\u0627\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0648 \u0628\u0632\u0631\u06af \u0628\u0647\u200c\u0637\u0648\u0631 \u0645\u0633\u0627\u0648\u06cc \u067e\u0627\u0633\u062e \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0642\u062f\u0631 \u0645\u0637\u0644\u0642 \u062e\u0637\u0627\u0647\u0627 \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0631\u0627 \u0627\u0632 \u0627\u0645\u0631\u0648\u0632 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f!<\/h2>\n\n\n\n<p>\u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062c\u0630\u0627\u0628 \u0627\u0633\u062a \u0648 \u062f\u0627\u0646\u0633\u062a\u0646 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u060c \u06cc\u0627 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0641\u0627\u0631\u063a \u0627\u0632 \u0631\u0634\u062a\u0647\u200c \u0648 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647\u200c\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062d\u0627\u0644\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0633\u0637\u062d \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f. \u0627\u06af\u0631 \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0628\u0627 \u06a9\u0644\u06cc\u06a9 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0644\u06cc\u0646\u06a9 \u0642\u062f\u0645 \u0627\u0648\u0644 \u0631\u0627 \u0647\u0645\u06cc\u0646 \u062d\u0627\u0644\u0627 \u0628\u0631\u062f\u0627\u0631\u06cc\u062f.<\/p>\n\n\n\n<p>\u0645\u0634\u0627\u0648\u0631\u0627\u0646 \u06a9\u0627\u0641\u0647\u200c\u062a\u062f\u0631\u06cc\u0633 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0631\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f:<\/p>\n\n\n<p><a class=\"call-to-btn\" href=\"https:\/\/cafetadris.com\/datascience\" target=\"_blank\" rel=\"noopener noreferrer\" data-wplink-edit=\"true\">\u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u062f\u06cc\u062a\u0627 \u0633\u0627\u06cc\u0646\u0633 \u0648 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u0622\u06cc\u0627 \u062a\u0627\u0628\u0647\u200c\u062d\u0627\u0644 \u0641\u06a9\u0631 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f \u06a9\u0647 \u0686\u0637\u0648\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u062e\u0648\u0628 \u0627\u0633\u062a \u06cc\u0627 \u0628\u062f\u061f \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u062a\u0627\u0628\u0639 \u0647\u0632\u06cc\u0646\u0647 (Loss Function) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u062e\u062a\u0644\u0627\u0641 \u0645\u06cc\u0627\u0646 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0645\u0642\u062f\u0627\u0631\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0648&#8230;<\/p>\n","protected":false},"author":11,"featured_media":16377,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[558],"tags":[1179,557],"yst_prominent_words":[],"class_list":["post-15720","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-558","tag-1179","tag-557"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/15720","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/comments?post=15720"}],"version-history":[{"count":39,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/15720\/revisions"}],"predecessor-version":[{"id":17312,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/15720\/revisions\/17312"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/media\/16377"}],"wp:attachment":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/media?parent=15720"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/categories?post=15720"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/tags?post=15720"},{"taxonomy":"yst_prominent_words","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/yst_prominent_words?post=15720"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}