{"id":4220,"date":"2024-10-21T00:13:42","date_gmt":"2024-10-20T21:13:42","guid":{"rendered":"https:\/\/marketing-byai.com\/?p=4220"},"modified":"2026-03-05T17:32:43","modified_gmt":"2026-03-05T17:32:43","slug":"%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%aa%d8%af%d8%b1%d9%8a%d8%a8-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a","status":"publish","type":"post","link":"https:\/\/mahira.app\/ar\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%aa%d8%af%d8%b1%d9%8a%d8%a8-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a"},"content":{"rendered":"<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"7ec7c916-18f2-40a2-8bdd-bef15403c7eb\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p><strong style=\"font-size: 1.5em;\">\u062e\u0644\u0641 \u0627\u0644\u0643\u0648\u0627\u0644\u064a\u0633: \u0643\u064a\u0641\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0647\u0644 \u062a\u0633\u0627\u0621\u0644\u062a \u064a\u0648\u0645\u064b\u0627 \u0643\u064a\u0641 \u064a\u062a\u0645 \u0627\u0644\u062a\u0639\u0644\u0645\u061f \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0630\u0644\u0643 \u0641\u064a \u062a\u0639\u0644\u064a\u0645 \u0637\u0641\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u062d\u064a\u0648\u0627\u0646\u0627\u062a \u0623\u0648 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0641\u0625\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u062b\u064a\u0631\u0629 \u0648\u0645\u0639\u0642\u062f\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631\u060c \u064a\u0623\u062a\u064a \u0647\u0646\u0627 \u062f\u0648\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (ML) \u2013 \u0641\u0631\u0639 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0630\u064a \u064a\u0633\u0645\u062d \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u064a\u0633 \u0641\u0642\u0637 \u062d\u0648\u0644 \u0627\u062a\u0628\u0627\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u061b \u0628\u0644 \u064a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062a\u0643\u064a\u0641 \u0648\u0627\u0644\u062a\u062d\u0633\u0646 \u0645\u0639 \u0643\u0644 \u0642\u0637\u0639\u0629 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0645\u0627 \u0646\u062a\u0639\u0644\u0645 \u0646\u062d\u0646 \u0645\u0646 \u0627\u0644\u062a\u062c\u0631\u0628\u0629.<\/p>\n<p><strong>\u0643\u064a\u0641 \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/strong> \u062a\u062a\u0636\u0645\u0646 \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u062f\u0629 \u062e\u0637\u0648\u0627\u062a\u060c \u0648\u0647\u0646\u0627 \u0644\u0645\u062d\u0629 \u0639\u0627\u0645\u0629 \u0639\u0646\u0647\u0627:<\/p>\n<ul>\n<li>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"24806711-87f4-4f60-b837-14323831d450\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u062a\u0637\u0644\u0628 \u0639\u062f\u0629 \u0645\u0631\u0627\u062d\u0644 \u0631\u0626\u064a\u0633\u064a\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u062c\u0647\u064a\u0632\u0647\u0627\u060c \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646. \u0625\u0644\u064a\u0643 \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/p>\n<h3>1. <strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0647\u062f\u0641 \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0629<\/strong><\/h3>\n<ul>\n<li><strong>\u0645\u0627 \u0647\u0648 \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u061f<\/strong> \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0628\u0648\u0636\u0648\u062d \u0647\u0648 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0647\u0644 \u062a\u0631\u064a\u062f \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0624\u060c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0646\u0635\u0648\u0635\u061f<\/li>\n<li>\u062a\u062d\u062f\u064a\u062f \u0646\u0648\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628 (\u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0627\u0644\u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629\u060c \u0623\u0648 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0623\u062e\u0631\u0649) \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/li>\n<\/ul>\n<h3>2. <strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u062a\u0634\u0645\u0644 \u0643\u0644 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/li>\n<li><strong>\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0645\u0643\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)\u060c \u0623\u0648 \u062d\u062a\u0649 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 (Open Data).<\/li>\n<\/ul>\n<h3>3. <strong>\u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0646\u0638\u064a\u0641<\/strong>: \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u062e\u0637\u0627\u0621\u060c \u0642\u064a\u0645 \u0645\u0641\u0642\u0648\u062f\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0645\u062a\u0633\u0642\u0629. \u064a\u062c\u0628 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u062c\u0648\u062f\u062a\u0647\u0627.<\/li>\n<li><strong>\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>: \u064a\u0634\u0645\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0634\u0643\u0644 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u062b\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632) \u0623\u0648 \u062a\u0633\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Normalization) \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0642\u064a\u0645 \u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n<\/ul>\n<h3>4. <strong>\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/h3>\n<ul>\n<li><strong>\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a<\/strong>: \u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 (Training Set) \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 (Testing Set)\u060c \u0648\u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062d\u0642\u0642 (Validation Set).<\/li>\n<li><strong>\u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629<\/strong>: \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0645 \u062a\u062e\u0635\u064a\u0635 \u062d\u0648\u0627\u0644\u064a 70-80% \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0628\u0627\u0642\u064a \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u062d\u0642\u0642.<\/li>\n<\/ul>\n<h3>5. <strong>\u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0646\u0633\u0628 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0646\u0648\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0623\u0648 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0628\u0633\u0637).<\/li>\n<li><strong>\u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/strong>: \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u0645\u062b\u0644 \u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0648 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645).<\/li>\n<\/ul>\n<h3>6. <strong>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0644\u062a\u062d\u062f\u064a\u062b \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a (Backpropagation) \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/li>\n<li><strong>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (Epochs)<\/strong>: \u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 \u062f\u0648\u0631\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u062d\u062a\u0649 \u064a\u0635\u0644 \u0625\u0644\u0649 \u0623\u062f\u0627\u0621 \u0645\u0631\u0636\u064d.<\/li>\n<\/ul>\n<h3>7. <strong>\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u062f\u0649 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629.<\/li>\n<li><strong>\u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (Accuracy)\u060c \u0623\u0648 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 (Loss)\u060c \u0623\u0648 \u0627\u0644\u0645\u062a\u0631 (F1 Score) \u0644\u0642\u064a\u0627\u0633 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<\/ul>\n<h3>8. <strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/h3>\n<ul>\n<li><strong>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>: \u0628\u0639\u062f \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Augmentation) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<li><strong>\u062a\u062c\u0646\u0628 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062e\u0635\u064a\u0635 (Overfitting)<\/strong>: \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 (Cross-Validation).<\/li>\n<\/ul>\n<h3>9. <strong>\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong><\/h3>\n<ul>\n<li><strong>\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/strong>: \u0628\u0639\u062f \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0645\u0643\u0646 \u0646\u0634\u0631\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/li>\n<li><strong>\u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>: \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629.<\/li>\n<\/ul>\n<h3>\u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0633\u0627\u0639\u062f\u0629:<\/h3>\n<ul>\n<li><strong>\u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644<\/strong>: \u0647\u0646\u0627\u0643 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0634\u0627\u0626\u0639\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0648scikit-learn.<\/li>\n<li><strong>\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/strong>: \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0648\u0627\u0631\u062f \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 AWS \u0623\u0648 Google Cloud \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/li>\n<\/ul>\n<h3>\u0645\u062b\u0627\u0644 \u0628\u0633\u064a\u0637:<\/h3>\n<p>\u0644\u0646\u0642\u0644 \u0623\u0646\u0643 \u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631. \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649:<\/p>\n<ol>\n<li><strong>\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u0648\u0631<\/strong> (\u0645\u062b\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u0648\u0631 \u0644\u0644\u0642\u0637\u0637 \u0648\u0627\u0644\u0643\u0644\u0627\u0628).<\/li>\n<li><strong>\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0635\u0648\u0631<\/strong> (\u0645\u062b\u0644 \u062a\u063a\u064a\u064a\u0631 \u062d\u062c\u0645\u0647\u0627 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u062a\u0647\u0627).<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0629 \u0639\u0635\u0628\u064a\u0629<\/strong> \u0645\u0646\u0627\u0633\u0628\u0629 (\u0645\u062b\u0644 \u0634\u0628\u0643\u0629 CNN &#8211; Convolutional Neural Network).<\/li>\n<li><strong>\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong> \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<li><strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong> \u0639\u0644\u0649 \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0647 \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0642\u0637\u0637 \u0648\u0627\u0644\u0643\u0644\u0627\u0628.<\/li>\n<\/ol>\n<p>\u0628\u0627\u062e\u062a\u0635\u0627\u0631\u060c \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0647.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mb-2 flex gap-3 empty:hidden -ml-2\">\n<div class=\"items-center justify-start rounded-xl p-1 flex\"><\/div>\n<\/div>\n<p><span style=\"font-size: 16px;\">\u064a\u062a\u0645 \u062a\u0643\u0631\u0627\u0631 \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0642\u0628\u0644 \u0646\u0634\u0631\u0647 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642<\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\u062a\u0623\u0645\u0644:<\/strong> \u0644\u0627\u062d\u0638 \u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0648\u0631 \u0644\u0643\u0644 \u0641\u0626\u0629. \u0647\u0646\u0627\u0643 \u0633\u0644\u0627\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0628 \u0648\u0627\u0644\u0642\u0637\u0637 \u0648\u0623\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0634\u0627\u062d\u0646\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u0632\u0648\u0627\u064a\u0627 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0628\u0639\u0636\u0647\u0627 \u0642\u062f \u0644\u0627 \u064a\u0643\u0648\u0646 \u0648\u0627\u0636\u062d\u064b\u0627. \u0625\u0630\u064b\u0627\u060c \u0643\u064a\u0641 \u064a\u0639\u0631\u0641 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0623\u0646 \u0643\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0628\u0648\u062c \u0648\u0627\u0644\u0631\u0648\u062a \u0648\u0627\u064a\u0644\u0631 \u0647\u0645\u0627 \u0646\u0648\u0639\u0627\u0646 \u0645\u0646 \u0627\u0644\u0643\u0644\u0627\u0628\u061f<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0647\u062a\u0645\u064b\u0627 \u0628\u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u060c \u0641\u0625\u0646 \u062f\u0648\u0631\u062a\u0646\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0641\u064a <a href=\"https:\/\/marketing-byai.com\/%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d9%81%d9%8a-%d8%a3%d9%81%d8%b1%d9%8a%d9%82%d9%8a%d8%a7\">\u0639\u0644\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> \u0647\u064a \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646\u0643 \u0641\u064a\u0647 \u062a\u0639\u0644\u0645 \u0627\u0644\u0633\u062d\u0631 \u0648\u0631\u0627\u0621 \u0630\u0644\u0643. \u0647\u0646\u0627\u0643\u060c \u0633\u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0645\u0627 \u064a\u0642\u062f\u0645\u0647 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0633\u062a\u063a\u0648\u0635 \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u062a\u0641\u0647\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0642\u0648\u064a\u0629\u060c \u0648\u062a\u0643\u062a\u0633\u0628 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0628\u0646\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0646\u0641\u0633\u0643.<\/p>\n<p>&nbsp;<\/p>\n<p>\u0645\u0646\u0635\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u0649<\/p>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"515e4bd4-c8d9-4a21-8bde-8efbf0332597\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>\u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0647\u0651\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0648\u0641\u0631 \u0628\u064a\u0626\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0631\u0646\u0629 \u0648\u062f\u0627\u0639\u0645\u0629 \u0644\u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 <strong>TensorFlow<\/strong> \u0648<strong>PyTorch<\/strong>. \u0647\u0630\u0647 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u062a\u062f\u0639\u0645 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a (GPUs) \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u0648\u0646\u064a\u0629 (TPUs) \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0625\u0644\u064a\u0643 \u0628\u0639\u0636 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629:<\/p>\n<h3>1. <strong>Google Colab<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0648\u062a\u062a\u064a\u062d \u062a\u0634\u063a\u064a\u0644 \u0643\u0648\u062f Python \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GPU \u0645\u062c\u0627\u0646\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u062f\u0639\u0645 \u0645\u0628\u0627\u0634\u0631 \u0644\u0640 TensorFlow \u0648PyTorch.<\/li>\n<li>\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 GPU \u0645\u062c\u0627\u0646\u064b\u0627 \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u062a\u0643\u0627\u0645\u0644 \u0633\u0644\u0633 \u0645\u0639 Google Drive \u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645.<\/li>\n<\/ul>\n<h3>2. <strong>Kaggle<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u0634\u0628\u064a\u0647\u0629 \u0628\u0640 Google Colab \u0645\u0639 \u062a\u0631\u0643\u064a\u0632 \u0625\u0636\u0627\u0641\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0628\u064a\u0626\u0629 \u062c\u0627\u0647\u0632\u0629 \u0645\u0639 \u062f\u0639\u0645 \u0644\u0640 GPUs.<\/li>\n<li>\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0648\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f.<\/li>\n<li>\u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<h3>3. <strong>Amazon SageMaker<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u0645\u0646 Amazon Web Services (AWS) \u062a\u0642\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0644\u0628\u0646\u0627\u0621\u060c \u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0648\u0641\u0631 \u0645\u0648\u0627\u0631\u062f \u0633\u062d\u0627\u0628\u064a\u0629 \u0642\u0648\u064a\u0629 \u0645\u062b\u0644 GPU \u0648TPU.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0627.<\/li>\n<li>\u062e\u062f\u0645\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0646\u0634\u0631 \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u062f\u0639\u0645 \u0644\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u062a\u0639\u062f\u062f \u0645\u062b\u0644 TensorFlow\u060c PyTorch\u060c \u0648MXNet.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u062d\u0648\u0633\u0628\u0629 \u0636\u062e\u0645\u0629.<\/li>\n<\/ul>\n<h3>4. <strong>Microsoft Azure Machine Learning<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u062a\u0642\u062f\u0645\u0647\u0627 Microsoft \u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0642\u062f\u0645 \u0628\u064a\u0626\u0629 \u062a\u062f\u0631\u064a\u0628 \u0645\u0631\u0646\u0629 \u0645\u0639 \u062f\u0639\u0645 \u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Python \u0648Jupyter Notebooks.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u062f\u0639\u0645 \u0642\u0648\u064a \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629.<\/li>\n<li>\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a Microsoft \u0627\u0644\u0623\u062e\u0631\u0649.<\/li>\n<li>\u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (MLOps) \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0636\u0645\u0646 \u0628\u064a\u0626\u0629 Microsoft.<\/li>\n<\/ul>\n<h3>5. <strong>IBM Watson Studio<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 IBM \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0642\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u062d\u0644\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0628\u064a\u0626\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629.<\/li>\n<li>\u062f\u0639\u0645 \u0644\u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u0637\u0631.<\/li>\n<li>\u0623\u062f\u0648\u0627\u062a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0635\u0648\u0631\u0647\u0627.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<h3>6. <strong>Hugging Face<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0644\u063a\u0629\u060c \u0645\u062b\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0646\u0635\u0648\u0635.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0645\u0643\u062a\u0628\u0629 \u0636\u062e\u0645\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627.<\/li>\n<li>\u0623\u062f\u0648\u0627\u062a \u0633\u0647\u0644\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u062a\u062e\u0635\u064a\u0635 \u0646\u0645\u0627\u0630\u062c NLP.<\/li>\n<li>\u062f\u0639\u0645 \u0644\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0644\u0644\u063a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629.<\/li>\n<\/ul>\n<h3>7. <strong>Run.ai<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0639\u062f\u0629 \u0648\u062d\u062f\u0627\u062a GPU\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0636\u062e\u0645\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0628\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0633\u062d\u0627\u0628\u064a.<\/li>\n<li>\u0625\u062f\u0627\u0631\u0629 \u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0648\u0627\u0631\u062f GPU \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n<\/ul>\n<h3>8. <strong>Paperspace Gradient<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u062a\u0648\u0641\u0631 \u0628\u064a\u0626\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0633\u0645\u062d \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0628\u064a\u0626\u0629 \u062a\u062f\u0631\u064a\u0628 \u0633\u0647\u0644\u0629 \u0648\u062c\u0627\u0647\u0632\u0629.<\/li>\n<li>\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0645\u062b\u0644 TensorFlow \u0648PyTorch.<\/li>\n<li>\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 GPU \u0628\u062a\u0643\u0644\u0641\u0629 \u0645\u0639\u0642\u0648\u0644\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062f\u0631\u064a\u0628 \u0645\u062a\u0648\u0633\u0637 \u0625\u0644\u0649 \u062b\u0642\u064a\u0644 \u0639\u0644\u0649 GPU.<\/li>\n<\/ul>\n<h3>9. <strong>Databricks<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u0645\u0646\u0635\u0629 \u062a\u0639\u0627\u0648\u0646\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Apache Spark\u060c \u062a\u0642\u062f\u0645 \u062d\u0644\u0648\u0644\u0627\u064b \u0634\u0627\u0645\u0644\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/li>\n<li>\u0628\u064a\u0626\u0629 \u062a\u0639\u0627\u0648\u0646\u064a\u0629 \u0644\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li>\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062b\u0644 TensorFlow \u0648Keras.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u064a\u0626\u0629 \u0645\u0634\u062a\u0631\u0643\u0629.<\/li>\n<\/ul>\n<h3>10. <strong>OpenAI API<\/strong><\/h3>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641<\/strong>: \u064a\u0645\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u062b\u0644 GPT-3 \u0648DALL\u00b7E\u060c \u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621\u0647\u0627 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631.<\/li>\n<li><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong>:\n<ul>\n<li>\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/li>\n<li>\u0645\u0631\u0648\u0646\u0629 \u0641\u064a \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u0646\u062a\u0627\u0626\u062c \u0633\u0631\u064a\u0639\u0629 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Google.<\/li>\n<li>\u0623\u062f\u0648\u0627\u062a \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0646\u0634\u0631.<\/li>\n<li>\u062f\u0639\u0645 TensorFlow \u0648scikit-learn \u0648\u063a\u064a\u0631\u0647\u0627.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u0627\u0633\u0628<\/strong>: \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0628\u064a\u0626\u0629 \u062a\u062f\u0631\u064a\u0628 \u0642\u0648\u064a\u0629 \u0648\u0645\u0631\u0646\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n<\/ul>\n<h3>\u062e\u0644\u0627\u0635\u0629<\/h3>\n<p>\u0643\u0644 \u0645\u0646\u0635\u0629 \u0644\u0647\u0627 \u0645\u0632\u0627\u064a\u0627\u0647\u0627 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0645\u0634\u0631\u0648\u0639\u060c \u0646\u0648\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u062b\u0644 <strong>Google Colab<\/strong> \u0648<strong>Kaggle<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0628\u062a\u062f\u0626\u064b\u0627 \u0623\u0648 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 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\u0627\u0644\u0645\u0634\u0643\u0644\u0629. 2. \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u062a\u0634\u0645\u0644 \u0643\u0644 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0645\u0634\u0643\u0644\u0629. \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u064a\u0645\u0643\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs)\u060c \u0623\u0648 \u062d\u062a\u0649 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 (Open Data). 3. \u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0641: \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u062e\u0637\u0627\u0621\u060c \u0642\u064a\u0645 \u0645\u0641\u0642\u0648\u062f\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0645\u062a\u0633\u0642\u0629. \u064a\u062c\u0628 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u062c\u0648\u062f\u062a\u0647\u0627. \u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u064a\u0634\u0645\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0634\u0643\u0644 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u062b\u0644 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u0645\u064a\u0632) \u0623\u0648 \u062a\u0633\u0648\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Normalization) \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0642\u064a\u0645 \u0645\u062a\u0646\u0648\u0639\u0629. 4. \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a: \u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 (Training Set) \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 (Testing Set)\u060c \u0648\u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062d\u0642\u0642 (Validation Set). \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0639\u062a\u0627\u062f\u0629: \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u062a\u0645 \u062a\u062e\u0635\u064a\u0635 \u062d\u0648\u0627\u0644\u064a 70-80% \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0628\u0627\u0642\u064a \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u062d\u0642\u0642. 5. \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c: \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0646\u0633\u0628 \u0627\u0639\u062a\u0645\u0627\u062f\u064b\u0627 \u0639\u0644\u0649 \u0646\u0648\u0639 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0623\u0648 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0628\u0633\u0637). \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a: \u0625\u0639\u062f\u0627\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (\u0645\u062b\u0644 \u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0648 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645). 6. \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0644\u062a\u062d\u062f\u064a\u062b \u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a (Backpropagation) \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 (Epochs): \u062a\u0634\u063a\u064a\u0644 \u0639\u062f\u0629 \u062f\u0648\u0631\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u062d\u062a\u0649 \u064a\u0635\u0644 \u0625\u0644\u0649 \u0623\u062f\u0627\u0621 \u0645\u0631\u0636\u064d. 7. \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c: \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0645\u0639\u0631\u0641\u0629 \u0645\u062f\u0649 \u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629. \u0642\u064a\u0627\u0633 \u0627\u0644\u0623\u062f\u0627\u0621: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (Accuracy)\u060c \u0623\u0648 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 (Loss)\u060c \u0623\u0648 \u0627\u0644\u0645\u062a\u0631 (F1 Score) \u0644\u0642\u064a\u0627\u0633 \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. 8. \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621: \u0628\u0639\u062f \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Augmentation) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u062a\u062c\u0646\u0628 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062e\u0635\u064a\u0635 (Overfitting): \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0627 \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639 (Cross-Validation). 9. \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c: \u0628\u0639\u062f \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u064a\u0645\u0643\u0646 \u0646\u0634\u0631\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c: \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629. \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0633\u0627\u0639\u062f\u0629: \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644: \u0647\u0646\u0627\u0643 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0634\u0627\u0626\u0639\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0648scikit-learn. \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629: \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0648\u0627\u0631\u062f \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 AWS \u0623\u0648 Google Cloud \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0645\u062b\u0627\u0644 \u0628\u0633\u064a\u0637: \u0644\u0646\u0642\u0644 \u0623\u0646\u0643 \u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 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Google Colab \u0627\u0644\u0648\u0635\u0641: \u0645\u0646\u0635\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0648\u062a\u062a\u064a\u062d \u062a\u0634\u063a\u064a\u0644 \u0643\u0648\u062f Python \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GPU \u0645\u062c\u0627\u0646\u064b\u0627. \u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u062f\u0639\u0645 \u0645\u0628\u0627\u0634\u0631 \u0644\u0640 TensorFlow \u0648PyTorch. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 GPU \u0645\u062c\u0627\u0646\u064b\u0627 \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u062a\u0643\u0627\u0645\u0644 \u0633\u0644\u0633 \u0645\u0639 Google Drive \u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0627\u0644\u0645\u0646\u0627\u0633\u0628: \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0627\u0644\u062d\u062c\u0645. 2. Kaggle \u0627\u0644\u0648\u0635\u0641: \u0645\u0646\u0635\u0629 \u0634\u0628\u064a\u0647\u0629 \u0628\u0640 Google Colab \u0645\u0639 \u062a\u0631\u0643\u064a\u0632 \u0625\u0636\u0627\u0641\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u0628\u064a\u0626\u0629 \u062c\u0627\u0647\u0632\u0629 \u0645\u0639 \u062f\u0639\u0645 \u0644\u0640 GPUs. \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0648\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f. \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0627\u0644\u0645\u0646\u0627\u0633\u0628: \u0644\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u0645\u0633\u0627\u0628\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. 3. Amazon SageMaker \u0627\u0644\u0648\u0635\u0641: \u0645\u0646\u0635\u0629 \u0645\u0646 Amazon Web Services (AWS) \u062a\u0642\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0644\u0628\u0646\u0627\u0621\u060c \u062a\u062f\u0631\u064a\u0628\u060c \u0648\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0648\u0641\u0631 \u0645\u0648\u0627\u0631\u062f \u0633\u062d\u0627\u0628\u064a\u0629 \u0642\u0648\u064a\u0629 \u0645\u062b\u0644 GPU \u0648TPU. \u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 \u062c\u062f\u064b\u0627. \u062e\u062f\u0645\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u0646\u0634\u0631 \u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u062f\u0639\u0645 \u0644\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u062a\u0639\u062f\u062f \u0645\u062b\u0644 TensorFlow\u060c PyTorch\u060c \u0648MXNet. \u0627\u0644\u0645\u0646\u0627\u0633\u0628: \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0648\u0627\u0631\u062f \u062d\u0648\u0633\u0628\u0629 \u0636\u062e\u0645\u0629. 4. Microsoft Azure Machine Learning \u0627\u0644\u0648\u0635\u0641: \u0645\u0646\u0635\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u062a\u0642\u062f\u0645\u0647\u0627 Microsoft \u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0642\u062f\u0645 \u0628\u064a\u0626\u0629 \u062a\u062f\u0631\u064a\u0628 \u0645\u0631\u0646\u0629 \u0645\u0639 \u062f\u0639\u0645 \u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Python \u0648Jupyter Notebooks. \u0627\u0644\u0645\u0632\u0627\u064a\u0627: \u062f\u0639\u0645 \u0642\u0648\u064a \u0644\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629. \u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a Microsoft \u0627\u0644\u0623\u062e\u0631\u0649. \u0625\u062f\u0627\u0631\u0629 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (MLOps) \u0644\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0627\u0644\u0645\u0646\u0627\u0633\u0628: \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0636\u0645\u0646 \u0628\u064a\u0626\u0629 Microsoft. 5. IBM Watson Studio \u0627\u0644\u0648\u0635\u0641: \u0645\u0646\u0635\u0629 IBM \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0642\u062f\u0645<\/p>\n","protected":false},"author":4,"featured_media":4221,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[37,12,38,535],"tags":[],"class_list":["post-4220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-37","category-topics","category-38","category-source"],"_links":{"self":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4220","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/comments?post=4220"}],"version-history":[{"count":1,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4220\/revisions"}],"predecessor-version":[{"id":5151,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4220\/revisions\/5151"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/media?parent=4220"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/categories?post=4220"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/tags?post=4220"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}