{"id":4619,"date":"2024-11-26T15:13:39","date_gmt":"2024-11-26T12:13:39","guid":{"rendered":"https:\/\/marketing-byai.com\/?p=4619"},"modified":"2026-03-05T17:32:40","modified_gmt":"2026-03-05T17:32:40","slug":"how-to-be-technical-marketer","status":"publish","type":"post","link":"https:\/\/mahira.app\/ar\/how-to-be-technical-marketer\/","title":{"rendered":"7 \u0645\u0631\u0627\u062d\u0644 \u0644\u062a\u0635\u0628\u062d Technical Marketer \u0645\u062d\u062a\u0631\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0640 AI"},"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=\"90cd25cb-7654-47df-87c9-754b7abc08bd\" 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<h2>\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0633\u0644\u064a\u0645 \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer \u064a\u0648\u0627\u0643\u0628 \u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u0649 \u0627\u0644\u062a\u0633\u0648\u064a\u0642<\/h2>\n<p>\u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u062d\u062f\u064a\u062b\u060c \u0644\u0645 \u064a\u0639\u062f <a href=\"https:\/\/marketing-byai.com\/marketing-agent\">\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a> \u0645\u062c\u0631\u062f \u0631\u0641\u0627\u0647\u064a\u0629\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u063a\u064a\u064a\u0631 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0644\u0639\u0628\u0629. \u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0638\u0647\u0648\u0631 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0637\u0648\u0631\u0629\u060c \u0623\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0644\u0644\u0645\u0633\u0648\u0642\u064a\u0646 \u0623\u0646 \u064a\u0648\u0627\u0643\u0628\u0648\u0627 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u0648\u064a\u0633\u062a\u0641\u064a\u062f\u0648\u0627 \u0645\u0646 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0648\u0641\u0631\u0647\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647\u0645 \u0648\u0646\u062a\u0627\u0626\u062c \u062d\u0645\u0644\u0627\u062a\u0647\u0645.<\/p>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u0639\u0649 \u0644\u0623\u0646 \u062a\u0643\u0648\u0646<a href=\"https:\/\/marketing-byai.com\/courses\"> <strong>Technical Marketer<\/strong><\/a> \u0645\u062a\u0645\u064a\u0632\u060c \u0641\u0639\u0644\u064a\u0643 \u0623\u0646 \u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0641\u0639\u0651\u0627\u0644. \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0647\u0644 \u062d\u064a\u0627\u062a\u0643 \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u060c \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a \u064a\u0645\u0643\u0646\u0647 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0646\u064a\u0627\u0628\u0629 \u0639\u0646\u0643\u060c \u0645\u0631\u0648\u0631\u064b\u0627 \u0628\u062a\u0637\u0648\u064a\u0631 \u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u0633\u0647\u0645 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0633\u062a\u062c\u062f \u0623\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0641\u062a\u062d \u0623\u0645\u0627\u0645\u0643 \u0622\u0641\u0627\u0642\u064b\u0627 \u062c\u062f\u064a\u062f\u0629 \u063a\u064a\u0631 \u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n<p>\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0646\u0642\u062f\u0645 \u0644\u0643 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0645\u0646 7 \u0645\u0631\u0627\u062d\u0644\u060c \u062a\u0623\u062e\u0630\u0643 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0641\u064a \u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0633\u0646\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0648\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0627\u0631\u0628 \u0645\u0645\u064a\u0632\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621. \u0641\u0647\u0644 \u0623\u0646\u062a \u0645\u0633\u062a\u0639\u062f \u0644\u062a\u0635\u0628\u062d \u0631\u0627\u0626\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f \u062f\u0639\u0646\u0627 \u0646\u0628\u062f\u0623!<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n<h2><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649: \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 AI Tools<\/strong><\/h2>\n<p>\u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0627\u0648\u0644\u0649 \u0644\u062a\u064f\u0635\u0628\u062d <strong>Technical Marketer <\/strong>\u00a0\u064a\u0628\u062f\u0623 \u0623\u064a \u0634\u062e\u0635 \u0645\u0647\u062a\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0628\u062a\u0639\u0644\u0645 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0635\u0645\u0645\u062a \u0644\u062a\u0633\u0647\u064a\u0644 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0628\u0634\u0643\u0644 \u0633\u0631\u064a\u0639 \u0648\u0641\u0639\u0627\u0644\u060c \u0648\u0647\u064a \u062a\u0645\u062b\u0644 \u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u0645\u0648\u0627\u0643\u0628\u0629 \u0627\u0644\u062a\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0631\u0642\u0645\u064a.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629\u061f<\/strong><\/h4>\n<p><a href=\"https:\/\/marketing-byai.com\/marketing-tools\">\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629<\/a> \u0647\u064a \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0623\u0648 \u0645\u0646\u0635\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u0648\u0642\u064a\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631 \u0645\u0646 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0641\u0647\u0645 \u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a. \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062a\u0642\u062f\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u062a\u0646\u0648\u0639\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<h4><strong>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0627\u0644\u062a\u0649 \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0643\u0644 Technical Marketer<\/strong><\/h4>\n<ol>\n<li><strong>HubSpot AI:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0647\u064a \u0645\u0646\u0635\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0645\u062b\u0644 \u0625\u062f\u0627\u0631\u0629 \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 \u062a\u062d\u0644\u064a\u0644\u064a\u0629\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM)\u060c \u0648\u0627\u0644\u0645\u0632\u064a\u062f. \u064a\u0639\u062a\u0645\u062f HubSpot \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0642\u062f\u064a\u0645 \u0646\u0635\u0627\u0626\u062d \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 HubSpot \u0644\u0625\u0646\u0634\u0627\u0621 \u062d\u0645\u0644\u0627\u062a \u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u062f\u064a\u062f \u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u0648\u0642\u0627\u062a \u0644\u0625\u0631\u0633\u0627\u0644 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Jasper (\u0633\u0627\u0628\u0642\u064b\u0627 Jarvis):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0623\u062f\u0627\u0629 \u0643\u062a\u0627\u0628\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0625\u0646\u062a\u0627\u062c \u0646\u0635\u0648\u0635 \u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u0645\u0642\u0627\u0644\u0627\u062a\u060c \u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u064a\u0639\u062a\u0645\u062f Jasper \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0641\u0647\u0645 \u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639\u0647.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Jasper \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0645\u062f\u0648\u0646\u0629 \u0623\u0648 \u0646\u0635 \u0625\u0639\u0644\u0627\u0646\u064a \u0641\u064a \u062f\u0642\u0627\u0626\u0642 \u0645\u0639\u062f\u0648\u062f\u0629\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0642\u0636\u0627\u0621 \u0633\u0627\u0639\u0627\u062a \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 \u0647\u0630\u0647 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0645\u062a\u0633\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Leonardo AI:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0623\u062f\u0627\u0629 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u062a\u064a\u062d \u0644\u0643 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0623\u0648 \u062a\u0635\u0627\u0645\u064a\u0645 \u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0648\u0635\u0627\u0641 \u0646\u0635\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0645\u0628\u062a\u0643\u0631\u0629 \u0644\u0644\u0625\u0639\u0644\u0627\u0646\u060c \u064a\u0645\u0643\u0646\u0643 \u0628\u0628\u0633\u0627\u0637\u0629 \u0625\u062f\u062e\u0627\u0644 \u0648\u0635\u0641 \u0639\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a Leonardo\u060c \u0648\u0633\u064a\u0642\u0648\u0645 \u0628\u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631\u0629 \u062a\u0644\u062a\u0632\u0645 \u0628\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0648\u0631\u064a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>TTS Maker (Text to Speech):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0623\u062f\u0627\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0625\u0644\u0649 \u0635\u0648\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u0625\u0646\u062a\u0627\u062c \u0645\u0648\u0627\u062f \u0635\u0648\u062a\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u0642\u0627\u0637\u0639 \u0635\u0648\u062a\u064a\u0629 \u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0623\u0648 \u0627\u0644\u062d\u0644\u0642\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 (\u0628\u0648\u062f\u0643\u0627\u0633\u062a).<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0623\u0648 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062f\u0648\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0635\u0648\u062a\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0639\u0644\u0649 \u062c\u0645\u0647\u0648\u0631\u0643 \u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0642\u0644.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Gamma AI:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0623\u062f\u0627\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0642\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u0641\u0648\u062c\u0631\u0627\u0641\u064a\u0643 \u0628\u0634\u0643\u0644 \u0633\u0631\u064a\u0639 \u0648\u0627\u062d\u062a\u0631\u0627\u0641\u064a. \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0648\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u062c\u0630\u0627\u0628.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0639\u0631\u0636 \u062a\u0642\u062f\u064a\u0645\u064a \u0644\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u062e\u062f\u0645\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Gamma \u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0639\u0631\u0648\u0636 \u0628\u0633\u0631\u0639\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u0635\u0627\u0645\u064a\u0645 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0647\u0648\u064a\u0629 \u0639\u0644\u0627\u0645\u062a\u0643 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Vendor:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0623\u062f\u0627\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u062b\u0644 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u0631\u0624\u0649 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u062d\u0645\u0644\u0627\u062a \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 \u0641\u064a\u0633\u0628\u0648\u0643 \u0623\u0648 \u0625\u0646\u0633\u062a\u062c\u0631\u0627\u0645\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Vendoz \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u062a\u0642\u062f\u064a\u0645 \u0646\u0635\u0627\u0626\u062d \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0648\u0627\u0644\u0639\u0648\u0627\u0626\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u061f<\/strong><\/h4>\n<ol>\n<li><strong>\u062d\u062f\u062f \u0647\u062f\u0641\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a:<\/strong> \u0642\u0628\u0644 \u0623\u0646 \u062a\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u0646 \u062a\u062d\u062f\u062f \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0630\u064a \u062a\u0633\u0639\u0649 \u0644\u062a\u062d\u0642\u064a\u0642\u0647. \u0647\u0644 \u062a\u0631\u063a\u0628 \u0641\u064a \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0648\u0639\u064a \u0628\u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629\u061f \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u061f \u0623\u0645 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0645\u062a\u0645\u064a\u0632\u061f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0647\u062f\u0641 \u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629.<\/li>\n<li><strong>\u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629:<\/strong> \u0645\u0639\u0638\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u062a\u0648\u0641\u0631 \u0646\u0633\u062e\u064b\u0627 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0623\u0648 \u0645\u062c\u0627\u0646\u064a\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0628\u062a\u062c\u0631\u0628\u0629 \u0647\u0630\u0647 \u0627\u0644\u0646\u0633\u062e \u0644\u062a\u0642\u064a\u064a\u0645 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0627\u0629 \u0642\u0628\u0644 \u0623\u0646 \u062a\u0642\u0631\u0631 \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643 \u0641\u064a \u0627\u0644\u0646\u0633\u062e\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n<li><strong>\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0639 \u0623\u0646\u0638\u0645\u062a\u0643 \u0627\u0644\u062d\u0627\u0644\u064a\u0629:<\/strong> \u0645\u062b\u0644\u064b\u0627\u060c \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 HubSpot \u0641\u064a \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM)\u060c \u0641\u064a\u0645\u0643\u0646\u0643 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u062f\u0627\u0629 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Google Analytics \u0623\u0648 \u0645\u0646\u0635\u0627\u062a \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621. \u0645\u0639\u0638\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062a\u0648\u0641\u0631 \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0633\u0647\u0644\u0629 \u0645\u0639 \u0623\u062f\u0648\u0627\u062a \u0623\u062e\u0631\u0649.<\/li>\n<li><strong>\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629:<\/strong> \u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u062a\u062a\u0642\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0633\u062a\u0644\u0627\u062d\u0638 \u0623\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0644\u0643 \u0648\u0642\u062a\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u0645\u0643\u0646 \u0644\u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0623\u0646 \u062a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0645\u062d\u062a\u0648\u0649 \u0645\u062a\u0645\u064a\u0632 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<p>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0644\u0643\u0644 Technical Marketer \u0647\u0648 \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0651\u0627\u0644 \u0644\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0648\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u062a\u0627\u062c \u0645\u062d\u062a\u0648\u0649 \u0645\u0643\u062a\u0648\u0628\u060c \u0645\u0631\u0626\u064a\u060c \u0648\u0645\u0633\u0645\u0648\u0639\u060c \u0648\u062a\u0646\u0638\u064a\u0645 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0633\u0631\u0639\u0629 \u0648\u062f\u0642\u0629.<\/p>\n<\/div>\n<hr \/>\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=\"7ba118a0-7f4f-4313-978a-44d598f6d4d6\" 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<h3><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer : \u0627\u0644\u0623\u062a\u0645\u062a\u0629 (Automation)<\/strong><\/h3>\n<p>\u0628\u0639\u062f \u0623\u0646 \u062a\u0628\u062f\u0623 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0625\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u064a\u0623\u062a\u064a \u062f\u0648\u0631 \u0627\u0644\u0623\u062a\u0645\u062a\u0629. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0644\u0643 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u062c\u0647\u062f \u0648\u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629. \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0647\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0643\u0631\u0631\u0629 \u0625\u0644\u0649 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u064a\u0646\u0629.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u064a \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u061f<\/strong><\/h4>\n<p>\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0645\u0639\u064a\u0646\u0629 \u0628\u0634\u0643\u0644 \u062a\u0644\u0642\u0627\u0626\u064a \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u062a\u062f\u062e\u0644 \u064a\u062f\u0648\u064a \u0645\u0633\u062a\u0645\u0631. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u0645\u0644 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0645\u062b\u0644 \u0625\u0631\u0633\u0627\u0644 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0648\u062d\u062a\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629. \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0644\u0644\u0623\u062a\u0645\u062a\u0629 \u0647\u0648 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u064f\u0642\u0636\u0649 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u062f\u0648\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u0648\u0642\u064a\u0646 \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649 \u0648\u0627\u0644\u0625\u0628\u062f\u0627\u0639.<\/p>\n<h4><strong>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u062a\u0645\u062a\u0629:<\/strong><\/h4>\n<ol>\n<li><strong>Zapier:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> Zapier \u0647\u0648 \u0623\u062f\u0627\u0629 \u0623\u062a\u0645\u062a\u0629 \u062a\u062a\u064a\u062d \u0644\u0643 \u0631\u0628\u0637 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0639\u064b\u0627 \u0644\u062a\u0643\u0648\u064a\u0646 \u062a\u062f\u0641\u0642\u0627\u062a \u0639\u0645\u0644 \u062a\u0644\u0642\u0627\u0626\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0640 Zapier \u0623\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u062a\u0646\u0641\u064a\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u062d\u062f\u0627\u062b \u0645\u0639\u064a\u0646\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u062d\u0645\u0644\u0629 \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Meta (\u0641\u064a\u0633\u0628\u0648\u0643 \u0648\u0625\u0646\u0633\u062a\u062c\u0631\u0627\u0645)\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Zapier \u0644\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062a\u0644\u0643 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0648\u0646\u0642\u0644\u0647\u0627 \u0625\u0644\u0649 \u062c\u062f\u0627\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a Google Sheets \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0646 \u062a\u064f\u0631\u0633\u0644 \u0625\u0644\u0649 Google Data Studio \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 \u0645\u062d\u062f\u062b\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Make (\u0633\u0627\u0628\u0642\u064b\u0627 Integromat):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> Make \u0647\u0648 \u0623\u062f\u0627\u0629 \u0623\u062e\u0631\u0649 \u0644\u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u0631\u0628\u0637 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u064b\u0627 \u0648\u0625\u0646\u0634\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0645\u0644 \u062a\u0644\u0642\u0627\u0626\u064a\u0629. \u0647\u064a \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0640 Zapier \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u062e\u064a\u0627\u0631\u0627\u062a \u062a\u062e\u0635\u064a\u0635 \u0623\u0643\u062b\u0631.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Make \u0644\u0625\u0646\u0634\u0627\u0621 \u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0645\u0639\u0642\u062f \u064a\u0642\u0648\u0645 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0628\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u062d\u0645\u0644\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 Meta \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u0639 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0627\u0644\u062a\u064a \u0623\u0631\u0633\u0644\u062a\u0647\u0627 \u0644\u0647\u0645 \u0639\u0628\u0631 Mailchimp.<\/li>\n<\/ul>\n<\/li>\n<li><strong>HubSpot:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u0643\u0648\u0646\u0647\u0627 \u0623\u062f\u0627\u0629 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM)\u060c \u062a\u0642\u062f\u0645 HubSpot \u0623\u064a\u0636\u064b\u0627 \u0645\u064a\u0632\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0645\u062f\u0645\u062c\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u0623\u062a\u0645\u062a\u0629 \u0631\u062f\u0648\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0644\u062f\u064a\u0643 \u062d\u0645\u0644\u0629 \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629 \u0641\u064a \u0634\u0643\u0644 \u0631\u0633\u0627\u0626\u0644 \u0628\u0631\u064a\u062f \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 HubSpot \u0623\u0646 \u062a\u0631\u0633\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0641\u062a\u062d \u0627\u0644\u0639\u0645\u064a\u0644 \u0628\u0631\u064a\u062f\u064b\u0627 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u064b\u0627 \u0645\u0639\u064a\u0646\u064b\u0627\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0640 HubSpot \u0625\u0631\u0633\u0627\u0644 \u0631\u0633\u0627\u0644\u0629 \u0645\u062a\u0627\u0628\u0639\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Mailchimp:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u062a\u0639\u062a\u0628\u0631 Mailchimp \u0645\u0646 \u0623\u0634\u0647\u0631 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a. \u062a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0623\u062a\u0645\u062a\u0629 \u0625\u0631\u0633\u0627\u0644 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u0645\u062b\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0631\u062d\u064a\u0628\u064a\u0629\u060c \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0630\u0643\u064a\u0631\u060c \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Mailchimp\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0639\u062f\u0627\u062f \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0644\u0639\u0645\u0644\u0627\u0626\u0643 \u0627\u0644\u062c\u062f\u062f \u0639\u0646\u062f \u0627\u0644\u062a\u0633\u062c\u064a\u0644 \u0641\u064a \u0642\u0627\u0626\u0645\u062a\u0643 \u0627\u0644\u0628\u0631\u064a\u062f\u064a\u0629\u060c \u0628\u062d\u064a\u062b \u064a\u062a\u0645 \u0625\u0631\u0633\u0627\u0644 \u0643\u0644 \u0631\u0633\u0627\u0644\u0629 \u0641\u064a \u0648\u0642\u062a \u0645\u062d\u062f\u062f \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Google Sheets + Google Apps Script:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> Google Sheets \u0647\u0648 \u062a\u0637\u0628\u064a\u0642 \u062c\u062f\u0627\u0648\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0645\u0639 Google Apps Script \u064a\u0645\u0643\u0646\u0643 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0625\u0644\u0649 \u0623\u062f\u0627\u0629 \u0623\u062a\u0645\u062a\u0629 \u0642\u0648\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 Google Apps Script\u060c \u064a\u0645\u0643\u0646 \u0631\u0628\u0637 Google Sheets \u0628\u0623\u062f\u0648\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 Google Forms \u0648 Gmail \u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u062a\u0644\u0642\u0627\u0626\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u062a\u062e\u062f\u0645 \u0641\u0631\u064a\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 Google Sheets \u0644\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0627\u0633\u062a\u0645\u0627\u0631\u0627\u062a Google Forms. \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u062a\u0645 \u0625\u0631\u0633\u0627\u0644 \u0628\u0631\u064a\u062f \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0639\u0645\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Gmail \u0639\u0628\u0631 Google Apps Script.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Trello + Butler:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> Trello \u0647\u0648 \u0623\u062f\u0627\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639\u060c \u0648<strong>Butler<\/strong> \u0647\u064a \u0645\u064a\u0632\u0629 \u062f\u0627\u062e\u0644 Trello \u062a\u0633\u0645\u062d \u0644\u0643 \u0628\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u062f\u0627\u062e\u0644 \u0627\u0644\u0623\u062f\u0627\u0629\u060c \u0645\u062b\u0644 \u062a\u062d\u0631\u064a\u0643 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0644\u0648\u062d\u0627\u062a \u0623\u0648 \u0625\u0636\u0627\u0641\u0629 \u0642\u0648\u0627\u0626\u0645 \u062c\u062f\u064a\u062f\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0639\u064a\u0646\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 Trello \u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Butler \u0644\u0623\u062a\u0645\u062a\u0629 \u0625\u0636\u0627\u0641\u0629 \u0628\u0637\u0627\u0642\u0629 \u062c\u062f\u064a\u062f\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0639\u062f \u0645\u0639\u064a\u0646 \u0644\u0644\u062d\u0645\u0644\u0629\u060c \u0623\u0648 \u0644\u062a\u062d\u0631\u064a\u0643 \u0627\u0644\u0628\u0637\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0644\u0648\u062d\u0627\u062a \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u062a\u0645\u0644 \u062c\u0632\u0621 \u0645\u0639\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u0634\u0631\u0648\u0639.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0628\u0634\u0643\u0644 \u0641\u0639\u0651\u0627\u0644\u061f<\/strong><\/h4>\n<ol>\n<li><strong>\u062d\u062f\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0623\u062a\u0645\u062a\u062a\u0647\u0627:<\/strong> \u0623\u0648\u0644 \u062e\u0637\u0648\u0629 \u0647\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b \u0648\u062a\u062a\u0645 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631\u060c \u0645\u062b\u0644 \u0625\u0631\u0633\u0627\u0644 \u0631\u0633\u0627\u0626\u0644 \u0628\u0631\u064a\u062f \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u062c\u0645\u0627\u0639\u064a\u0629\u060c \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0623\u062f\u0627\u0621 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629. \u0641\u0643\u0631 \u0641\u064a \u0643\u0644 \u0645\u0647\u0645\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0645 \u0628\u0634\u0643\u0644 \u0622\u0644\u064a \u062f\u0648\u0646 \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u062c\u0648\u062f\u0629.<\/li>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629:<\/strong> \u0628\u0639\u062f \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u062d\u062f\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u062a\u0645\u062a\u0629 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0647\u064a \u0627\u0644\u0623\u0647\u0645 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0643\u060c \u0641\u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u062f\u0627\u0629 \u0645\u062b\u0644 Mailchimp \u0623\u0648 HubSpot \u0633\u064a\u0643\u0648\u0646 \u0627\u0644\u0623\u0646\u0633\u0628. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0631\u0628\u0637 \u0628\u064a\u0646 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0641\u0631\u0628\u0645\u0627 Zapier \u0623\u0648 Make \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0645\u062b\u0644.<\/li>\n<li><strong>\u0625\u0639\u062f\u0627\u062f \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629:<\/strong> \u0628\u0639\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u0642\u0645 \u0628\u0625\u0639\u062f\u0627\u062f \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0627\u0644\u062a\u064a \u062d\u062f\u062f\u062a\u0647\u0627. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 Zapier\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u0634\u0627\u0621 &#8220;Zap&#8221; \u064a\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0648\u064a\u0631\u0633\u0644\u0647\u0627 \u0625\u0644\u0649 Google Sheets \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/li>\n<li><strong>\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621:<\/strong> \u0628\u0639\u062f \u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u0623\u062a\u0645\u062a\u0629\u060c \u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0627\u0646\u062a\u0638\u0627\u0645 \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0646\u0638\u0627\u0645 \u064a\u0639\u0645\u0644 \u0643\u0645\u0627 \u064a\u0646\u0628\u063a\u064a. \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 Google Data Studio \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062c\u0645\u0639\u0647\u0627.<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0647\u0648 \u0628\u0646\u0627\u0621 <strong>\u0623\u0646\u0638\u0645\u0629 \u0623\u062a\u0645\u062a\u0629<\/strong> \u062a\u062a\u064a\u062d \u0644\u0643 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0634\u0643\u0644 \u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0628\u062f\u0648\u0646 \u062a\u062f\u062e\u0644 \u064a\u062f\u0648\u064a \u0645\u0633\u062a\u0645\u0631. \u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u064a\u0646 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0623\u0643\u0628\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a. \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u0633\u0627\u0647\u0645 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a <strong>\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>\u060c \u062d\u064a\u062b \u062a\u0642\u0644\u0644 \u0645\u0646 \u0641\u0631\u0635 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0628\u0634\u0631\u064a\u0629.<\/p>\n<h3><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h3>\n<p>\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0647\u064a \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u0631\u062d\u0644\u062a\u0643 \u0646\u062d\u0648 \u0623\u0646 \u062a\u0635\u0628\u062d <strong>Technical Marketer<\/strong> \u0645\u062d\u062a\u0631\u0641\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u064a\u0648\u0645\u064a\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0632\u064a\u0627\u062f\u0629 \u0643\u0641\u0627\u0621\u062a\u0643\u060c \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0648\u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0623\u0641\u0636\u0644 \u0641\u064a \u0648\u0642\u062a \u0623\u0642\u0644. \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0642\u0627\u062f\u0645\u0629\u060c \u0633\u0646\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0641\u0639\u0627\u0644\u064a\u0629<\/p>\n<hr \/>\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=\"0fb96f37-1e27-4725-a647-facce65f6f10\" 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<h3><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062b\u0627\u0644\u062b\u0629<\/strong><\/h3>\n<h3><strong> \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer <\/strong><strong>: \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 (Customization of Ready-Made Tools)<\/strong><\/h3>\n<p>\u0628\u0639\u062f \u0623\u0646 \u062a\u062a\u0642\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0648\u062a\u0628\u062f\u0623 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629\u060c \u064a\u0623\u062a\u064a \u0627\u0644\u062f\u0648\u0631 \u0639\u0644\u0649 <strong>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/strong> \u0628\u0645\u0627 \u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0627\u0644\u062f\u0642\u064a\u0642\u0629. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 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\u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631:<\/strong> \u0644\u0627 \u062a\u062a\u0648\u0642\u0641 \u0639\u0646\u062f \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u0642\u0637\u060c \u0628\u0644 \u064a\u062c\u0628 \u0623\u0646 \u062a\u062e\u062a\u0628\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u062a\u0631\u0627\u0642\u0628 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u062b\u0644 <strong>Google Analytics<\/strong> \u0623\u0648 <strong>HubSpot<\/strong> \u0644\u062a\u062d\u0644\u064a\u0644 \u0646\u062a\u0627\u0626\u062c \u062d\u0645\u0644\u0627\u062a\u0643 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0648\u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0627\u0644\u0630\u064a 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<strong>\u062a\u0646\u0641\u064a\u0630 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u062f\u0642\u064a\u0642\u0629<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0644\u0645\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u0644\u0643\u0646 \u0645\u0639 \u062a\u0639\u062f\u064a\u0644\u0627\u062a \u062a\u062e\u0635\u0643 \u0648\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u062c\u0645\u0647\u0648\u0631\u0643 \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643. \u0647\u0630\u0627 \u0633\u064a\u0624\u062f\u064a \u0625\u0644\u0649 <strong>\u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong> \u0648\u0632\u064a\u0627\u062f\u0629 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629.<\/p>\n<h3><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h3>\n<p>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0647\u0648 \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0648\u0632\u064a\u0627\u062f\u0629 \u0641\u0627\u0639\u0644\u064a\u062a\u0647\u0627. \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0642\u0627\u062f\u0645\u0629\u060c \u0633\u0646\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 <strong>\u0645\u0633\u0627\u0639\u062f AI<\/strong> \u062e\u0627\u0635 \u0628\u0643 \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0648\u0623\u062a\u0645\u062a\u0629 \u0625\u0636\u0627\u0641\u064a\u0629<\/p>\n<hr \/>\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=\"54e24e30-3032-4249-b0d3-76595994ab0a\" 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<h3><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0631\u0627\u0628\u0639\u0629<\/strong><strong> \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer\u00a0<\/strong><strong>: \u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f AI (AI Assistant)<\/strong><\/h3>\n<p>\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 <strong>\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f AI<\/strong> \u0647\u0648 \u0645\u0631\u062d\u0644\u0629 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u062d\u064a\u062b \u062a\u0628\u062f\u0623 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0634\u0643\u0644 \u0645\u062a\u0639\u0645\u0642<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 <strong>\u062a\u062e\u0635\u064a\u0635\u064b\u0627 \u0648\u062a\u0641\u0627\u0639\u0644\u064b\u0627<\/strong> \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0644\u0646 \u062a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0623\u0648 \u062a\u062e\u0635\u064a\u0635\u0647\u0627\u060c \u0628\u0644 \u0633\u062a\u0628\u062f\u0623 \u0641\u064a <strong>\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0645\u0633\u0627\u0639\u062f \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644<\/strong> \u0648\u064a\u0642\u0648\u0645 \u0628\u0639\u062f\u0629 \u0645\u0647\u0627\u0645 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u062a\u062f\u062e\u0644 \u064a\u062f\u0648\u064a \u0645\u0633\u062a\u0645\u0631.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u0648 \u0645\u0633\u0627\u0639\u062f AI\u061f<\/strong><\/h4>\n<p>\u0645\u0633\u0627\u0639\u062f AI \u0647\u0648 <strong>\u0646\u0638\u0627\u0645 \u0630\u0643\u064a<\/strong> \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning) \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning) \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u0639\u064a\u0646\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0648\u0627\u0645\u0631 \u0645\u062d\u062f\u062f\u0629 \u0623\u0648 \u062a\u0639\u0644\u0645\u0647 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u0627\u0639\u062f <strong>\u0634\u0627\u062a \u0628\u0648\u062a<\/strong> \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0623\u0648 <strong>\u0645\u0633\u0627\u0639\u062f \u0635\u0648\u062a\u064a<\/strong> \u0644\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u062d\u062a\u0649 <strong>\u0645\u0633\u0627\u0639\u062f \u0630\u0643\u064a<\/strong> \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0623\u0648 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0634\u062e\u0635\u064a\u0629.<\/p>\n<h4><strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f AI:<\/strong><\/h4>\n<ol>\n<li><strong>Hugging Face<\/strong>:\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0645\u0646\u0635\u0629 \u062a\u0648\u0641\u0631 <strong>\u0646\u0645\u0627\u0630\u062c \u062c\u0627\u0647\u0632\u0629<\/strong> (Pre-trained Models) \u0645\u062b\u0644 BERT \u0648 GPT\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u0639\u062f\u064a\u0644\u0647\u0627 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0630\u0643\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 Hugging Face\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062a\u062f\u0631\u064a\u0628 \u0623\u0648 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0645 \u0644\u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0647\u0645.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0639\u0642\u0627\u0631\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c Hugging Face \u0644\u062a\u0637\u0648\u064a\u0631 \u0634\u0627\u062a \u0628\u0648\u062a \u064a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062d\u0648\u0644 \u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0639\u0642\u0627\u0631\u064a\u0629 \u0648\u064a\u0642\u062f\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0644 (\u0645\u062b\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0642\u0639).<\/li>\n<\/ul>\n<\/li>\n<li><strong>APIs (\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0639\u0628\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>APIs<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0631\u0628\u0637 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0641\u064a \u0634\u0631\u0643\u062a\u0643 \u0645\u062b\u0644 \u0645\u0646\u0635\u0627\u062a CRM \u0623\u0648 \u0623\u062f\u0648\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 API \u0645\u0646 <strong>Google Dialogflow<\/strong> \u0623\u0648 <strong>Microsoft Bot Framework<\/strong> \u0644\u0631\u0628\u0637 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0628\u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM) \u0645\u062b\u0644 <strong>HubSpot<\/strong> \u0628\u062d\u064a\u062b \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0645\u0646 \u0641\u0647\u0645 \u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0648\u062a\u062e\u0635\u064a\u0635 \u0631\u062f\u0648\u062f\u0647 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0644.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0645\u0643\u062a\u0628\u0627\u062a Python<\/strong> \u0645\u062b\u0644 <strong>TensorFlow<\/strong> \u0648 <strong>PyTorch<\/strong>:\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0623\u0643\u062b\u0631\u060c \u0641\u0625\u0646 \u0645\u0643\u062a\u0628\u0627\u062a Python \u062a\u0648\u0641\u0631 \u0644\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0645\u062e\u0635\u0635\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0639\u0642\u062f\u0629. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u062f\u0642\u064a\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>TensorFlow<\/strong> \u0644\u0628\u0646\u0627\u0621 \u0634\u0627\u062a \u0628\u0648\u062a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> (Deep Learning) \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u0637\u0631\u062d\u0647\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0645\u0633\u0627\u0639\u062f\u0627\u062a \u0635\u0648\u062a\u064a\u0629 \u0645\u062b\u0644 Siri \u0648 Google Assistant:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 <strong>Siri<\/strong> \u0623\u0648 <strong>Google Assistant API<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0635\u0628\u062d \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0623\u0643\u062b\u0631 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0635\u0648\u062a\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u062a\u062a\u064a\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u062c\u0631\u0627\u0621 \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0635\u0648\u062a\u064a\u0629 \u0645\u0639 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0641\u0648\u0631\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u064a\u0645\u0643\u0646 \u0644\u0645\u0633\u0627\u0639\u062f \u0635\u0648\u062a\u064a \u0645\u062f\u0645\u062c \u0645\u0639 <strong>Google Assistant<\/strong> \u0623\u0646 \u064a\u0642\u0648\u0645 \u0628\u062a\u0642\u062f\u064a\u0645 \u062a\u0642\u0627\u0631\u064a\u0631 \u0623\u0633\u0628\u0648\u0639\u064a\u0629 \u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0623\u0648 \u064a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0647\u0627\u062a\u0641 \u0639\u0646\u062f\u0645\u0627 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 \u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u0648\u0631\u064a\u0629\u060c \u0645\u062b\u0644 \u062a\u0648\u062c\u064a\u0647\u0647\u0645 \u0625\u0644\u0649 \u062e\u0635\u0648\u0645\u0627\u062a \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0645\u0639\u064a\u0646\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f AI (AI Assistant):<\/strong><\/h4>\n<ol>\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u0633\u064a\u0624\u062f\u064a\u0647\u0627 \u0627\u0644\u0645\u0633\u0627\u0639\u062f:<\/strong>\n<ul>\n<li>\u0623\u0648\u0644 \u062e\u0637\u0648\u0629 \u0647\u064a \u062a\u062d\u062f\u064a\u062f <strong>\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u062d\u062f\u062f\u0629<\/strong> \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0623\u0646 \u064a\u0624\u062f\u064a\u0647\u0627. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645:\n<ul>\n<li><strong>\u0627\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong>: \u0645\u062b\u0644 \u0627\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a.<\/li>\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629<\/strong>: \u0645\u062b\u0644 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a\u060c \u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/strong>: \u0645\u062b\u0644 \u0643\u062a\u0627\u0628\u0629 \u0646\u0635\u0648\u0635 \u0625\u0639\u0644\u0627\u0646\u0627\u062a\u060c \u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631\u060c \u0623\u0648 \u0646\u0634\u0631 \u0645\u062d\u062a\u0648\u0649 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0639\u0642\u0627\u0631\u064a\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0645\u0633\u0624\u0648\u0644\u064b\u0627 \u0639\u0646 \u062a\u0642\u062f\u064a\u0645 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0639\u0642\u0627\u0631\u064a\u0629\u060c \u062a\u062d\u062f\u064a\u062b \u0642\u0627\u0639\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u0639\u0642\u0627\u0631\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0639\u0631\u0648\u0636 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u062a\u0646\u0627\u0633\u0628\u0648\u0646 \u0645\u0639 \u0645\u0639\u0627\u064a\u064a\u0631 \u0645\u0639\u064a\u0646\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629:<\/strong>\n<ul>\n<li>\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0634\u0627\u062a \u0628\u0648\u062a \u0644\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0641\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Dialogflow<\/strong> \u0623\u0648 <strong>Rasa<\/strong>\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0623\u062f\u0648\u0627\u062a \u0644\u0628\u0646\u0627\u0621 \u0628\u0648\u062a\u0627\u062a \u0630\u0643\u064a\u0629 \u062a\u062f\u064a\u0631 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u0645\u062a\u062c\u0631\u064b\u0627 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u064b\u0627\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Dialogflow<\/strong> \u0644\u0628\u0646\u0627\u0621 \u0634\u0627\u062a \u0628\u0648\u062a \u064a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062d\u0648\u0644 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a\u060c \u0648\u064a\u0633\u0627\u0639\u062f\u0647\u0645 \u0641\u064a \u0625\u062a\u0645\u0627\u0645 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0634\u0631\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629:<\/strong>\n<ul>\n<li>\u0644\u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629\u060c \u064a\u062c\u0628 <strong>\u062a\u0639\u0644\u064a\u0645\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629<\/strong>. \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0642\u062f\u064a\u0645 <strong>\u0623\u0633\u0626\u0644\u0629 \u0648\u0623\u062c\u0648\u0628\u0629 \u0646\u0645\u0648\u0630\u062c\u064a\u0629<\/strong> \u0623\u0648 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0641\u0647\u0645 \u0646\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0633\u0627\u0639\u062f AI \u0644\u0631\u062f\u0648\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a\u060c \u064a\u062c\u0628 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u062b\u0644 &#8220;\u0645\u0627 \u0647\u064a \u0645\u0645\u064a\u0632\u0627\u062a \u0647\u0630\u0627 \u0627\u0644\u0637\u0631\u0627\u0632\u061f&#8221; \u0623\u0648 &#8220;\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u061f&#8221;\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u0643.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621:<\/strong>\n<ul>\n<li>\u0628\u0639\u062f \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a\u060c \u064a\u062c\u0628 \u0627\u062e\u062a\u0628\u0627\u0631\u0647 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0644\u0636\u0645\u0627\u0646 \u062f\u0642\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a\u0647 \u0648\u0641\u0627\u0639\u0644\u064a\u062a\u0647. \u064a\u0645\u0643\u0646 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u062d\u064a\u0629<\/strong> \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0644\u0627 \u064a\u0631\u062f \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0639\u0642\u0627\u0631\u064a\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0633\u064a\u0646 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0623\u0648 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0634\u0643\u0644 \u062f\u0648\u0631\u064a.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0633\u0627\u0639\u062f AI \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642:<\/strong><\/h4>\n<ol>\n<li><strong>\u0634\u0627\u062a \u0628\u0648\u062a \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/strong>\n<ul>\n<li>\u0641\u064a \u0645\u062a\u062c\u0631 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0627\u062a \u0628\u0648\u062a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 <strong>Dialogflow<\/strong> \u0644\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u062b\u0644 &#8220;\u0647\u0644 \u064a\u0648\u062c\u062f \u062a\u062e\u0641\u064a\u0636\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a\u061f&#8221; \u0623\u0648 &#8220;\u0645\u0627 \u0647\u064a \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0641\u0639 \u0627\u0644\u0645\u062a\u0627\u062d\u0629\u061f&#8221;. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0623\u064a\u0636\u064b\u0627 \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u064a\u0644.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629:<\/strong>\n<ul>\n<li>\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Hugging Face<\/strong> \u0648 <strong>TensorFlow<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f \u0630\u0643\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u062d\u0648\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0633\u0644\u0648\u0643 \u0627\u0644\u0633\u0627\u0628\u0642 \u0644\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0645\u0633\u0627\u0639\u062f \u0635\u0648\u062a\u064a \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629:<\/strong>\n<ul>\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Google Assistant<\/strong> \u0623\u0648 <strong>Amazon Alexa<\/strong> \u0644\u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0627\u0644\u0635\u0648\u062a\u064a\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0635\u0648\u062a\u064a \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0623\u0648 \u062a\u0642\u062f\u064a\u0645 \u062a\u062d\u062f\u064a\u062b\u0627\u062a \u0644\u062d\u0638\u064a\u0629 \u0639\u0646 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0645\u062b\u0644 \u0632\u064a\u0627\u062f\u0629 \u0623\u0648 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u062d\u0645\u0644\u0629 \u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0645\u0639\u064a\u0646\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 <strong>\u0645\u0633\u0627\u0639\u062f AI \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644<\/strong> \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u062a\u0642\u0636\u064a\u0647 \u0641\u064a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629. \u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0627\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/p>\n<p>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0647\u0646\u0627 \u0647\u0648 <strong>\u0627\u0644\u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>\u060c \u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u0630\u0643\u064a \u0628\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0628\u062f\u0648\u0646 \u062a\u062f\u062e\u0644 \u0628\u0634\u0631\u064a \u0645\u0633\u062a\u0645\u0631\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0643 \u0628\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062c\u0648\u0627\u0646\u0628 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0641\u064a \u0639\u0645\u0644\u0643.<\/p>\n<h3><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h3>\n<p>\u0628\u0646\u0627\u0621 \u0645\u0633\u0627\u0639\u062f AI \u0647\u0648 \u062e\u0637\u0648\u0629 \u0645\u0647\u0645\u0629 \u0646\u062d\u0648 \u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u0632\u064a\u0627\u062f\u0629 \u0643\u0641\u0627\u0621\u062a\u0647\u0627. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062b\u0644 Hugging Face\u060c APIs\u060c \u0648\u0623\u062f\u0648\u0627\u062a Python\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0637\u0648\u064a\u0631 \u0645\u0633\u0627\u0639\u062f \u0630\u0643\u064a \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629\u060c \u0633\u0646\u062a\u0646\u0627\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 <strong>\u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a<\/strong> (AI Agent) \u064a\u0642\u0648\u0645 \u0628\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0642\u0644\u0627\u0644\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0639\u0644\u0645\u0647 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644.<\/p>\n<hr \/>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"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=\"bc925a7e-ab6a-446b-b107-23c66cc053f9\" 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<h3><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062e\u0627\u0645\u0633\u0629<\/strong><strong> \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer<\/strong><strong>: \u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a (AI Agent)<\/strong><\/h3>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0646\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u062e\u0637\u0648\u0629 \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0648\u062a\u062e\u0635\u064a\u0635\u064b\u0627\u060c \u062d\u064a\u062b \u0644\u0627 \u062a\u0642\u062a\u0635\u0631 \u0627\u0644\u0645\u0647\u0627\u0645 \u0639\u0644\u0649 <strong>\u0645\u0633\u0627\u0639\u062f AI<\/strong> (\u0627\u0644\u0630\u064a \u064a\u062a\u0628\u0639 \u0623\u0648\u0627\u0645\u0631 \u0645\u062d\u062f\u062f\u0629)\u060c \u0628\u0644 \u062a\u0635\u0628\u062d \u0644\u062f\u064a\u0643 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a (AI Agent)<\/strong> \u064a\u0645\u0643\u0646\u0647 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0642\u0644\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong> \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u064a\u0645\u062b\u0644 \u0645\u0631\u062d\u0644\u0629 \u0646\u0636\u062c \u0623\u0643\u0628\u0631 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0648\u064a\u062a\u064a\u062d \u0644\u0643 \u0628\u0646\u0627\u0621 <strong>\u0646\u0638\u0627\u0645 \u064a\u0639\u0645\u0644 \u0628\u0630\u0627\u062a\u0647<\/strong> \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0645\u0631\u0648\u0646\u0629 \u0648\u0630\u0643\u0627\u0621.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u0648 AI Agent\u061f<\/strong><\/h4>\n<p><strong>\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI Agent)<\/strong> \u0647\u0648 <strong>\u0646\u0638\u0627\u0645 \u0630\u0643\u064a \u0645\u0633\u062a\u0642\u0644<\/strong> \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627<\/strong> \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0623\u0646 \u064a\u062a\u0645 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0648\u0643\u064a\u0644 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629\u060c \u0641\u0647\u0648 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u062b\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning)<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 (Reinforcement Learning)<\/strong> \u0644\u064a\u062d\u062f\u062f \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u0646\u0633\u0628 \u0641\u064a \u0633\u064a\u0627\u0642 \u0645\u0639\u064a\u0646.<\/p>\n<p>\u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u064a\u0645\u0643\u0646 \u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u062f\u0627\u0631\u0629 \u062d\u0645\u0644\u0627\u062a \u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0631\u0648\u0636 \u0644\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062d\u0644\u0648\u0644 \u0630\u0643\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/p>\n<h4><strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0644\u0628\u0646\u0627\u0621 AI Agent:<\/strong><\/h4>\n<ol>\n<li><strong>LangChain:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> <strong>LangChain<\/strong> \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 (framework) \u064a\u0633\u0645\u062d \u0628\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0639\u0642\u062f\u0629\u060c \u0645\u0639 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0635\u0627\u062f\u0631. \u064a\u0639\u062a\u0645\u062f LangChain \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong> \u0648<strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> \u0644\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0630\u0643\u064a\u064a\u0646 \u0642\u0627\u062f\u0631\u064a\u0646 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u062d\u0645\u0644\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LangChain \u0644\u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 AI \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0623\u062f\u0627\u0621 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0648\u064a\u0639\u062f\u0644 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u062c\u0645\u0639\u0647\u0627\u060c \u0645\u062b\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u0645\u062f\u0649 \u062a\u0641\u0627\u0639\u0644\u0647\u0645 \u0645\u0639 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Reinforcement Learning (RL):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong> \u0647\u0648 \u062a\u0642\u0646\u064a\u0629 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0628\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 <strong>\u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u0644\u062e\u0637\u0623<\/strong>. \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0626\u0647 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u064a\u0647\u0627 \u0628\u0639\u062f \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0648\u062a\u0639\u062f\u064a\u0644 \u0633\u0644\u0648\u0643\u0647 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u064a\u064a\u0645\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 (RL) \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0625\u0639\u0644\u0627\u0646 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u062d\u0645\u0644\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0642\u0644\u064a\u0644\u0629\u060c \u0633\u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u062a\u0639\u062f\u064a\u0644 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a (\u0645\u062b\u0644 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0623\u0648 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<li><strong>ChatGPT API \/ OpenAI GPT-4:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>ChatGPT API<\/strong> \u0623\u0648 <strong>OpenAI GPT-4<\/strong> \u0644\u0628\u0646\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0630\u0643\u064a\u064a\u0646 \u064a\u062a\u0641\u0627\u0639\u0644\u0648\u0646 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u064a\u0642\u062f\u0645\u0648\u0646 \u0644\u0647\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062f\u0642\u064a\u0642\u0629. \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u0648\u0635 (\u0645\u062b\u0644 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a\u0647\u0645\u060c \u0623\u0648 \u062d\u062a\u0649 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a) \u0648\u0627\u0644\u0631\u062f \u0639\u0644\u064a\u0647\u0627 \u0628\u0634\u0643\u0644 \u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0645\u062a\u062c\u0631 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u064a\u0645\u0643\u0646 \u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>ChatGPT API<\/strong> \u0623\u0646 \u064a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0634\u0643\u0644 \u0634\u062e\u0635\u064a\u060c \u062d\u064a\u062b \u064a\u0642\u062f\u0645 \u0644\u0647\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u0647\u0645 \u0627\u0644\u0633\u0627\u0628\u0642 \u0623\u0648 \u064a\u062c\u064a\u0628 \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a\u0647\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0634\u0623\u0646 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u0634\u062d\u0646 \u0623\u0648 \u0627\u0644\u062f\u0641\u0639.<\/li>\n<\/ul>\n<\/li>\n<li><strong>TensorFlow \/ PyTorch:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 <strong>TensorFlow<\/strong> \u0648 <strong>PyTorch<\/strong>\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0644\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0646\u0638\u0645\u0629 \u0648\u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0639\u0642\u062f.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0631\u0642\u0645\u064a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>TensorFlow<\/strong> \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u0647\u0645\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062c\u0645\u0639\u0647\u0627 \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0623\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0645\u0639\u0631\u0641\u0629 \u0646\u0648\u0639 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062b\u064a\u0631 \u0627\u0647\u062a\u0645\u0627\u0645 \u0643\u0644 \u0641\u0626\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 AI Agent (\u0648\u0643\u064a\u0644 \u0630\u0643\u064a):<\/strong><\/h4>\n<ol>\n<li><strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u062d\u062a\u0627\u062c \u0627\u0644\u0648\u0643\u064a\u0644 \u0625\u0644\u0649 \u062a\u0646\u0641\u064a\u0630\u0647\u0627:<\/strong>\n<ul>\n<li>\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0647\u064a <strong>\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629<\/strong> \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0645\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0623\u0646 \u064a\u062f\u064a\u0631\u0647\u0627. \u0642\u062f \u062a\u0634\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645:\n<ul>\n<li>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0642\u0646\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0641\u064a\u0633\u0628\u0648\u0643\u060c \u062c\u0648\u062c\u0644\u060c \u0648\u063a\u064a\u0631\u0647\u0627).<\/li>\n<li>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0631\u0648\u0636 \u0623\u0648 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u064a\u0644.<\/li>\n<li>\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0623\u0648 \u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062f\u062e\u0644\u0629.<\/li>\n<li>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 <strong>\u0627\u0644\u0630\u0643\u0627\u0621<\/strong> \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0639\u0642\u0627\u0631\u064a\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0645\u0633\u0624\u0648\u0644\u064b\u0627 \u0639\u0646 <strong>\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong> \u0648\u062a\u0642\u062f\u064a\u0645 <strong>\u062a\u0648\u0635\u064a\u0627\u062a \u0639\u0642\u0627\u0631\u064a\u0629 \u0645\u062e\u0635\u0635\u0629<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0628\u062f\u0648\u0627 \u0639\u0646\u0647\u0627 \u0633\u0627\u0628\u0642\u064b\u0627 (\u0645\u062b\u0644 \u0627\u0644\u0645\u0648\u0642\u0639\u060c 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\u0645\u0646\u0635\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644:\n<ul>\n<li>\u0628\u064a\u0627\u0646\u0627\u062a <strong>\u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a<\/strong>: \u0645\u062b\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u0639 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a.<\/li>\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u0642\u0639<\/strong>: \u0645\u062b\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u0627\u0644\u0632\u0648\u0627\u0631.<\/li>\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629<\/strong>: \u0645\u062b\u0644 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0627\u0644\u0646\u0642\u0631\u0627\u062a\u060c \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u0625\u0646\u0641\u0627\u0642.<\/li>\n<li><strong>\u0628\u064a\u0627\u0646\u0627\u062a CRM<\/strong>: \u0645\u062b\u0644 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0623\u0648 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0642\u062f \u064a\u062f\u0645\u062c \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 <strong>Google Analytics<\/strong> \u0648 <strong>Facebook Ads<\/strong> \u0648 <strong>HubSpot CRM<\/strong> \u0644\u064a\u0642\u062f\u0645 \u062a\u0642\u0631\u064a\u0631\u064b\u0627 \u0645\u0648\u062d\u062f\u064b\u0627 \u062d\u0648\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0644\u064a\u0644 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629:<\/strong>\n<ul>\n<li>\u0644\u0643\u064a \u064a\u0639\u0645\u0644 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u064a\u062c\u0628 \u062a\u062f\u0631\u064a\u0628\u0647 \u0639\u0644\u0649 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629<\/strong>. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a <strong>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong> \u0645\u062b\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0628\u064a\u0639 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\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0639 \u0627\u0644\u0648\u0643\u064a\u0644 \u0648<strong>\u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0631\u0627\u062c\u0639\u0629<\/strong> \u0627\u0644\u0646\u0627\u062a\u062c\u0629 \u0639\u0646 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0630\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0648\u0643\u064a\u0644\u064b\u0627 \u0630\u0643\u064a\u064b\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u062f\u0627\u0626\u0647 \u0628\u0634\u0643\u0644 \u062f\u0648\u0631\u064a. \u0647\u0644 \u064a\u062a\u0645 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0631\u0648\u0636 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u061f \u0647\u0644 \u064a\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0639 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u062f\u0644\u0629\u061f \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0639\u062f\u064a\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 AI Agent \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642:<\/strong><\/h4>\n<ol>\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 AI Agent:<\/strong>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646 \u064a\u062f\u064a\u0631 <strong>\u062d\u0645\u0644\u0627\u062a \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629<\/strong> \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 <strong>Google Ads<\/strong> \u0648 <strong>Facebook Ads<\/strong> \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644. \u064a\u0642\u0648\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629\u060c \u0648\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0623\u0641\u0636\u0644 \u0641\u0626\u0627\u062a \u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0631\u0648\u0636 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/strong>\n<ul>\n<li>\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0641\u064a <strong>\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u064a\u0644 \u0648\u062a\u0642\u062f\u064a\u0645 <strong>\u0639\u0631\u0648\u0636 \u0634\u062e\u0635\u064a\u0629<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645\u0627\u062a \u0623\u0648 \u0639\u0627\u062f\u0627\u062a \u0627\u0644\u0634\u0631\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0634\u0627\u062a \u0628\u0648\u062a:<\/strong>\n<ul>\n<li>\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>ChatGPT API<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a \u064a\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0634\u0627\u062a \u0628\u0648\u062a\u060c \u064a\u0642\u062f\u0645 <strong>\u062a\u0648\u0635\u064a\u0627\u062a \u0644\u0644\u0645\u0646\u062a\u062c\u0627\u062a<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0648\u064a\u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u064a \u0642\u062f \u064a\u0648\u0627\u062c\u0647\u0647\u0627 \u0627\u0644\u0639\u0645\u064a\u0644 \u0641\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0634\u0631\u0627\u0621.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 <strong>\u0648\u0643\u064a\u0644 \u0630\u0643\u064a \u0645\u0633\u062a\u0642\u0644<\/strong> \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0623\u0646 \u064a\u062f\u064a\u0631 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u064a\u062e\u0635\u0635 \u0627\u0644\u0639\u0631\u0648\u0636 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u064a\u0631\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u064a\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u0622\u0644\u064a \u0648\u062f\u0642\u064a\u0642.<\/p>\n<p>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0647\u0648 \u0623\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u064a\u0639\u0645\u0644 <strong>\u0645\u0633\u062a\u0642\u0644\u0627\u064b<\/strong>\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0644\u0644\u062a\u062f\u062e\u0644 \u0627\u0644\u0628\u0634\u0631\u064a \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u064a\u0639\u0632\u0632 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629.<\/p>\n<h3><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h3>\n<p>\u0628\u0646\u0627\u0621 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a \u0647\u0648 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u062a\u0642\u064a \u0628\u0647\u0627 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u0646 \u0645\u062c\u0631\u062f <strong>\u0645\u0633\u0627\u0639\u062f AI<\/strong> \u0625\u0644\u0649 <strong>\u0646\u0638\u0627\u0645 \u0645\u0633\u062a\u0642\u0644<\/strong> \u064a\u0645\u0643\u0646\u0647 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632<\/strong> \u0648 <strong>Reinforcement Learning<\/strong> \u0648 <strong>LangChain<\/strong>\u060c \u064a\u0635\u0628\u062d \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u064a \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629\u060c \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0631\u0648\u0636 \u0644\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u062d\u0644\u0648\u0644 \u0630\u0643\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629.<\/p>\n<hr \/>\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=\"7f1d2ee0-792b-4e51-9219-5af80c914da1\" 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<h2><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0633\u0627\u062f\u0633\u0629<\/strong><strong> \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer <\/strong><strong>: \u062a\u0647\u064a\u0626\u0629 \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 (AI Models Tuning)<\/strong><\/h2>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u062a\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> (AI Models) \u0628\u0634\u0643\u0644 \u0645\u062a\u0642\u062f\u0645\u060c \u062d\u064a\u062b \u064a\u0635\u0628\u062d \u0644\u062f\u064a\u0643 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/strong> \u0644\u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u062e\u0635\u0635 \u0644\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0634\u0631\u0643\u062a\u0643 \u0623\u0648 \u0641\u0631\u064a\u0642\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a. \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u062a\u0639\u062f \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629 \u0646\u062d\u0648 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0623\u0646\u0638\u0645\u0629 <strong>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/strong>.<\/p>\n<p><strong>\u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629<\/strong> \u064a\u0646\u0637\u0648\u064a \u0639\u0644\u0649 <strong>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/strong> \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0643\u060c \u0648\u0645\u0646 \u062b\u0645 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0641\u0642\u064b\u0627 \u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (Big Data)<\/strong> \u0648 <strong>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629<\/strong>.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u0648 Tuning \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/strong><\/h4>\n<p><strong>Tuning<\/strong> \u0623\u0648 <strong>\u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/strong> \u0647\u0648 \u0639\u0645\u0644\u064a\u0629 <strong>\u062a\u062d\u0633\u064a\u0646<\/strong> \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u064a\u0635\u0628\u062d \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0648\u0643\u0641\u0627\u0621\u0629 \u0641\u064a \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0634\u0645\u0644 <strong>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/strong> (Hyperparameters) \u0644\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u0636\u0645\u0627\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0628\u0634\u0643\u0644 \u0645\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0639\u0644\u0642 \u0628\u0645\u062c\u0627\u0644 \u0639\u0645\u0644\u0643.<\/p>\n<p>\u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0627\u0644\u062a\u0647\u064a\u0626\u0629 \u0647\u0648 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 <strong>\u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u0645\u0643\u0646<\/strong> \u0644\u0645\u0639\u0627\u0644\u062c\u0629 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/strong> \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0631\u062c\u0648\u0629.<\/p>\n<h4><strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0645\u0631\u062d\u0644\u0629 Tuning:<\/strong><\/h4>\n<ol>\n<li><strong>LangChain:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0643\u0645\u0627 \u062a\u0645 \u0630\u0643\u0631\u0647 \u0641\u064a \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c <strong>LangChain<\/strong> \u0647\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0642\u0648\u064a \u064a\u0645\u0643\u0646\u0643 \u0645\u0646 \u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/strong> (\u0645\u062b\u0644 GPT-3 \u0623\u0648 GPT-4). \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u062a\u0647\u064a\u0626\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LangChain \u0644\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062d\u0633\u0628 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0634\u0631\u0643\u062a\u0643<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u064a\u0645\u0643\u0646 \u062a\u062e\u0635\u064a\u0635 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>LangChain<\/strong> \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0642\u062f\u064a\u0645 <strong>\u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629<\/strong> \u0644\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0631\u0648\u0636.<\/li>\n<\/ul>\n<\/li>\n<li><strong>BigQuery &amp; Google Cloud AI:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u062e\u062f\u0645\u0627\u062a \u0645\u062b\u0644 <strong>Google BigQuery<\/strong> \u0648 <strong>Google Cloud AI<\/strong> \u062a\u0642\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 <strong>\u0636\u0628\u0637 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u0644\u062a\u0639\u0645\u0644 \u0645\u0639 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629<\/strong> \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u062f\u0642\u064a\u0642\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u062d\u0627\u0644\u0629 \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>BigQuery<\/strong> \u0644\u062a\u062d\u0644\u064a\u0644 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong> \u0645\u0646 <strong>Google Ads<\/strong> \u0648 <strong>YouTube<\/strong>\u060c \u0648\u0645\u0646 \u062b\u0645 <strong>\u0636\u0628\u0637 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u0644\u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0633\u0644\u0648\u0643 \u0643\u0644 \u0641\u0626\u0629 \u0645\u0633\u062a\u0647\u062f\u0641\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>TensorFlow &amp; Keras:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> <strong>TensorFlow<\/strong> \u0648 <strong>Keras<\/strong> \u0647\u0645\u0627 \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0645\u064a\u0642\u0629\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u062a\u062d\u0633\u064a\u0646 <strong>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning Models)<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0645\u062e\u0635\u0635 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639\u0643 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>TensorFlow<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 <strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a<\/strong> \u0627\u0644\u0630\u064a \u0633\u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0644\u064a\u0644 \u062a\u0635\u0631\u0641\u0627\u062a \u0627\u0644\u0632\u0648\u0627\u0631 \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/li>\n<\/ul>\n<\/li>\n<li><strong>Scikit-Learn (\u0644\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> <strong>Scikit-learn<\/strong> \u0647\u0648 \u0645\u0643\u062a\u0628\u0629 \u0634\u0647\u064a\u0631\u0629 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0628\u0646\u0627\u0621 \u0648\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u062b\u0644 <strong>\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a<\/strong> (Linear Regression) \u0648 <strong>\u0634\u062c\u0631\u0627\u062a \u0627\u0644\u0642\u0631\u0627\u0631<\/strong> (Decision Trees). \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-learn\u060c \u064a\u0645\u0643\u0646 \u0628\u0646\u0627\u0621 <strong>\u0646\u0645\u0648\u0630\u062c \u062a\u0635\u0646\u064a\u0641<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u062d\u062a\u0645\u0627\u0644\u064b\u0627 \u0644\u0625\u062a\u0645\u0627\u0645 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0634\u0631\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u0647\u0645 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u062b\u0645 \u064a\u062a\u0645 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0631\u062f\u0648\u062f \u0627\u0644\u0641\u0639\u0644 \u0645\u0646 \u0627\u0644\u062d\u0645\u0644\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 Tuning \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a:<\/strong><\/h4>\n<ol>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (Big Data) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0642\u062f\u0645\u0629:<\/strong>\n<ul>\n<li>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629<\/strong> \u0639\u0628\u0631 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <strong>BigQuery<\/strong> \u0648 <strong>Spark<\/strong>. \u0627\u0644\u0647\u062f\u0641 \u0647\u0646\u0627 \u0647\u0648 \u0641\u0647\u0645 \u0648\u062a\u062d\u0644\u064a\u0644 \u0643\u0645\u064a\u0627\u062a \u0636\u062e\u0645\u0629 \u0645\u0646 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629<\/strong> \u0645\u0646 \u062d\u0645\u0644\u0627\u062a\u0643 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0623\u0648 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u062d\u0645\u0644\u0629 \u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <strong>Facebook Ads<\/strong> \u0623\u0648 <strong>Google Ads<\/strong>\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u0639 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062f\u064a\u0645\u0648\u063a\u0631\u0627\u0641\u064a\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u0646\u0642\u0631 \u0639\u0644\u0649 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a. \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0633\u062a\u0642\u0648\u0645 \u0628\u062a\u0639\u062f\u064a\u0644 <strong>\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u064a\u0629<\/strong> (\u0645\u062b\u0644 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629) \u0639\u0628\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 <strong>BigQuery<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a (Hyperparameter Tuning):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/strong> \u0647\u064a \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u062a\u062d\u0643\u0645 \u0641\u064a \u0637\u0631\u064a\u0642\u0629 <strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong>. \u064a\u062a\u0645 \u0636\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645 \u0628\u0634\u0643\u0644 \u062f\u0648\u0631\u064a \u0644\u0636\u0645\u0627\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u062a\u0639\u0644\u0645 \u0628\u0637\u0631\u064a\u0642\u0629 \u0641\u0639\u0627\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 <strong>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/strong> \u0645\u062b\u0644 <strong>GPT-3<\/strong>\u060c \u0641\u064a\u0645\u0643\u0646\u0643 \u0636\u0628\u0637 \u0645\u0639\u0644\u0645\u0627\u062a \u0645\u062b\u0644 <strong>\u062f\u0631\u062c\u0629 \u0627\u0644\u0625\u0628\u062f\u0627\u0639 (temperature)<\/strong> \u0623\u0648 <strong>\u0639\u062f\u062f \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u0631\u062f<\/strong> (token length) \u0644\u062a\u0646\u0627\u0633\u0628 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a \u0644\u0639\u0645\u0644\u0643. \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u0636\u0628\u0637 \u0645\u0639\u0644\u0645\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u062b\u0644 <strong>learning rate<\/strong> \u0623\u0648 <strong>batch size<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0646\u062f \u062a\u0637\u0628\u064a\u0642\u0647 \u0639\u0644\u0649 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Model Evaluation &amp; Testing):<\/strong>\n<ul>\n<li>\u0628\u0639\u062f \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a <strong>\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong> \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u0631\u0626\u064a\u0629 \u0633\u0627\u0628\u0642\u064b\u0627 \u0644\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 <strong>\u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0642\u0627\u0637\u0639<\/strong> (Cross-Validation) \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0634\u0627\u0645\u0644.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0639\u0628\u0631 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u064a\u0645\u0643\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0639\u0645\u0644\u0627\u0621 \u0644\u0645 \u064a\u062a\u0641\u0627\u0639\u0644\u0648\u0627 \u0645\u0639 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u062f\u0642\u064a\u0642\u0629 \u0648\u0641\u0639\u0627\u0644\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u062d\u0645\u0644\u0627\u062a\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 (Predictive Models):<\/strong>\n<ul>\n<li>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u062a\u0628\u062f\u0623 \u0641\u064a \u0628\u0646\u0627\u0621 <strong>\u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629<\/strong> \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/strong>. \u0633\u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0645\u062b\u0644 \u0645\u0646 \u0633\u064a\u0642\u0648\u0645 \u0628\u0627\u0644\u0634\u0631\u0627\u0621\u060c \u0648\u0645\u0646 \u0633\u064a\u0638\u0644 \u063a\u064a\u0631 \u0646\u0634\u0637.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u0645\u062a\u062c\u0631\u064b\u0627 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u064b\u0627\u060c \u064a\u0645\u0643\u0646\u0643 \u0628\u0646\u0627\u0621 <strong>\u0646\u0645\u0648\u0630\u062c \u062a\u0646\u0628\u0624\u064a<\/strong> \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0645\u0644 \u0623\u0646 \u064a\u0634\u062a\u0631\u0648\u0627 \u0645\u0646\u062a\u062c\u064b\u0627 \u0645\u0639\u064a\u0646\u064b\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0635\u0631\u0641\u0627\u062a\u0647\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a<\/strong> \u0623\u0648 <strong>\u0634\u062c\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631<\/strong> \u0644\u062a\u062d\u0642\u064a\u0642 \u0630\u0644\u0643.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u0645\u0631\u062d\u0644\u0629 Tuning:<\/strong><\/h4>\n<ol>\n<li><strong>\u062c\u0645\u0639 \u0648\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong>\n<ul>\n<li>\u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0643\u0628\u0631 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0647\u064a <strong>\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629<\/strong> \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627. \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0646\u0627\u0642\u0636\u0629 \u0642\u062f \u062a\u0624\u062f\u064a \u0625\u0644\u0649 <strong>\u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0642\u062f \u062a\u062d\u062a\u0648\u064a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0645\u0646 \u0645\u0646\u0635\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0645\u062b\u0644 <strong>Google Ads<\/strong> \u0648 <strong>Facebook<\/strong> \u0639\u0644\u0649 \u0642\u064a\u0645 \u0645\u0641\u0642\u0648\u062f\u0629 \u0623\u0648 \u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u064a\u062c\u0628 \u062a\u0646\u0638\u064a\u0641 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062d\u0648\u0633\u0628\u064a\u0629:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0647\u064a\u0626\u0629<\/strong> \u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u064b\u0627 \u0648<strong>\u0645\u0648\u0627\u0631\u062f \u062d\u0648\u0633\u0628\u064a\u0629<\/strong> \u0643\u0628\u064a\u0631\u0629\u060c \u062e\u0627\u0635\u0629 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> (Deep Learning) \u0623\u0648 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629<\/strong> (Big Data).<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0642\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 <strong>\u062e\u0648\u0627\u062f\u0645 \u0642\u0648\u064a\u0629<\/strong> \u0623\u0648 \u0625\u0644\u0649 <strong>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629<\/strong> \u0645\u062b\u0644 <strong>Google Cloud<\/strong> \u0623\u0648 <strong>AWS<\/strong> \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 <strong>\u0646\u0645\u0648\u0630\u062c \u0630\u0643\u064a \u0648\u0645\u062e\u0635\u0635<\/strong> \u064a\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u0645\u0639 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0634\u0631\u0643\u062a\u0643<\/strong> \u0623\u0648 <strong>\u062d\u0645\u0644\u0627\u062a\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629<\/strong>. \u0645\u0639 \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0623\u062f\u0642 \u0648\u0623\u0633\u0631\u0639 \u0648\u064a\u0645\u0643\u0646\u0643 <strong>\u062a\u0648\u0642\u0639 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong> \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0648\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 (ROI).<\/p>\n<h4><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h4>\n<p>\u0645\u0631\u062d\u0644\u0629 <strong>\u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/strong> \u0647\u064a \u0645\u0631\u062d\u0644\u0629 \u062d\u0627\u0633\u0645\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/strong> \u0645\u062b\u0644 <strong>BigQuery<\/strong> \u0648 <strong>TensorFlow<\/strong> \u0648 <strong>LangChain<\/strong>\u060c \u064a\u0645\u0643\u0646 \u062a\u0639\u062f\u064a\u0644 \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0639\u0645\u0644\u0643\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629<\/strong> \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/p>\n<hr \/>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"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=\"3fcc09fc-8a0f-4c92-9199-9d1d76dbd94c\" 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<h3><strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0633\u0627\u0628\u0639\u0629<\/strong><strong> \u0644\u062a\u064f\u0635\u0628\u062d Technical Marketer<\/strong><strong>: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning) \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/strong><\/h3>\n<p>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0633\u0627\u0628\u0639\u0629 \u0647\u064a <strong>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/strong> \u0641\u064a \u0645\u0633\u0627\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c <strong>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u064a\u062a\u062c\u0627\u0648\u0632 \u062f\u0648\u0631\u0647 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0643\u0645\u0633\u0627\u0639\u062f \u0623\u0648 \u0648\u0643\u064a\u0644 \u0630\u0643\u064a \u0644\u064a\u0635\u0628\u062d \u0623\u062f\u0627\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/strong>\u060c <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>\u060c <strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/strong>\u060c \u0648<strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0628\u0630\u0643\u0627\u0621<\/strong> \u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u064a\u062f\u062e\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning)<\/strong> \u0648 <strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/strong> \u0641\u064a \u0635\u0645\u064a\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u061f<\/strong><\/h4>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (ML)<\/strong> \u0647\u0648 <strong>\u0641\u0631\u0639 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u0627\u0644\u0630\u064a \u064a\u062a\u064a\u062d \u0644\u0644\u0646\u0645\u0627\u0630\u062c &#8220;\u0627\u0644\u062a\u0639\u0644\u0645&#8221; \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u0629 \u0635\u0631\u064a\u062d\u0629 \u0644\u0643\u0644 \u062e\u0637\u0648\u0629. \u0647\u0630\u0627 \u064a\u0634\u0645\u0644 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629<\/strong> \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u0623\u0646\u0645\u0627\u0637.<\/p>\n<h4><strong>\u0645\u0627 \u0647\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u061f<\/strong><\/h4>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP)<\/strong> \u0647\u064a \u0641\u0631\u0639 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0639\u0646\u0649 \u0628\u0641\u0647\u0645 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u062d\u0644\u064a\u0644 <strong>\u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629<\/strong> (\u0645\u062b\u0644 <strong>\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0646\u0635\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0647\u0627\u062a\u0641\u064a\u0629<\/strong>) \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a.<\/p>\n<h4><strong>\u0643\u064a\u0641 \u064a\u062f\u062e\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0633\u0627\u0628\u0639\u0629\u061f<\/strong><\/h4>\n<p>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0644\u0627 \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0623\u0645\u0631 \u0641\u0642\u0637 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0628\u0644 \u064a\u062a\u0637\u0644\u0628 \u0645\u0646\u0643 \u0628\u0646\u0627\u0621 <strong>\u0623\u0646\u0638\u0645\u0629 \u0630\u0643\u064a\u0629<\/strong> \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629<\/strong> \u0628\u0634\u0643\u0644 \u0639\u0645\u064a\u0642. \u0633\u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 <strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong>\u060c <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong>\u060c <strong>\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>\u060c <strong>\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/strong>\u060c \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644\u0647\u0627 <strong>NLP<\/strong>.<\/p>\n<h4><strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<ol>\n<li><strong>\u0646\u0645\u0648\u0630\u062c GPT (Generative Pre-trained Transformer):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0646\u0645\u0627\u0630\u062c <strong>GPT<\/strong> \u0645\u062b\u0644 <strong>GPT-4<\/strong> (\u0627\u0644\u062a\u064a \u0623\u0637\u0644\u0642\u062a\u0647\u0627 OpenAI) \u0647\u064a \u0645\u0646 \u0623\u0642\u0648\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629<\/strong> \u0648\u0625\u0646\u0634\u0627\u0621 \u0646\u0635\u0648\u0635 \u0628\u0634\u0643\u0644 \u0645\u0634\u0627\u0628\u0647 \u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062a\u0648\u0644\u064a\u062f \u0645\u062d\u062a\u0648\u0649\u060c \u0627\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648\u063a\u064a\u0631 \u0630\u0644\u0643.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>GPT-4<\/strong> \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u062a\u0633\u0648\u064a\u0642\u064a \u0645\u062e\u0635\u0635\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 <strong>\u062a\u0648\u0644\u064a\u062f \u0623\u0648\u0635\u0627\u0641<\/strong> \u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 <strong>\u0643\u062a\u0627\u0628\u0629 \u0645\u0646\u0634\u0648\u0631\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629<\/strong> \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 <strong>\u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0645\u0631\u063a\u0648\u0628<\/strong> \u0641\u064a \u0634\u0631\u0643\u062a\u0643.<\/li>\n<\/ul>\n<\/li>\n<li><strong>BERT (Bidirectional Encoder Representations from Transformers):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> <strong>BERT<\/strong> \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0622\u062e\u0631 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c <strong>NLP<\/strong>\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 <strong>GPT<\/strong> \u0641\u064a \u0623\u0646\u0647 \u064a\u0631\u0643\u0632 \u0628\u0634\u0643\u0644 \u0623\u0643\u0628\u0631 \u0639\u0644\u0649 <strong>\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642<\/strong> \u0641\u064a \u0627\u0644\u0644\u063a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 <strong>\u0627\u0644\u062a\u0631\u0645\u064a\u0632 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/strong>. \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0628\u0634\u0643\u0644 \u0631\u0626\u064a\u0633\u064a \u0641\u064a \u0641\u0647\u0645 \u0648\u062a\u0641\u0633\u064a\u0631 <strong>\u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a<\/strong> \u0648 <strong>\u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>BERT<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0648\u0642\u0639\u0643 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u0628\u062d\u064a\u062b \u064a\u062a\u0645\u0643\u0646 \u0645\u0646 <strong>\u0641\u0647\u0645 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646<\/strong> \u0628\u062f\u0642\u0629 \u0623\u0639\u0644\u0649 \u0648\u062a\u0642\u062f\u064a\u0645 <strong>\u0625\u062c\u0627\u0628\u0627\u062a \u0623\u0643\u062b\u0631 \u062f\u0642\u0629<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<li><strong>SpaCy \u0648 NLTK:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0647\u064a \u0645\u0643\u062a\u0628\u0627\u062a \u0634\u0647\u064a\u0631\u0629 \u0641\u064a <strong>Python<\/strong> \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a <strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong>. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a <strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/strong> \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0645\u062b\u0644 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a (Entity Recognition)<\/strong> \u0623\u0648 <strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>SpaCy<\/strong> \u0623\u0648 <strong>NLTK<\/strong>\u060c \u064a\u0645\u0643\u0646 \u062a\u062d\u0644\u064a\u0644 \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0625\u0644\u0649 \u0641\u0626\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0645\u062b\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629<\/strong> \u0648 <strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u0644\u0628\u064a\u0629<\/strong>\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u062f\u0642\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>AutoML (Google AutoML\u060c H2O.ai):<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> <strong>AutoML<\/strong> \u0647\u0648 \u0623\u062f\u0627\u0629 \u062a\u0633\u0647\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0645\u062a\u0642\u062f\u0645\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0639\u0631\u0641\u0629 \u0639\u0645\u064a\u0642\u0629 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0623\u0648 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629 <strong>\u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Google AutoML<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c <strong>\u062a\u0646\u0628\u0624\u064a \u0644\u0644\u0634\u0631\u0627\u0621<\/strong> \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u062b\u064a\u0631 \u0627\u0647\u062a\u0645\u0627\u0645\u0647\u0645 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0627\u0631\u064a\u062e \u062a\u0635\u0641\u062d\u0647\u0645.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0643\u064a\u0641 \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648NLP \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u061f<\/strong><\/h4>\n<ol>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 (Sentiment Analysis):<\/strong>\n<ul>\n<li>\u0645\u0646 \u062e\u0644\u0627\u0644 <strong>NLP<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0634\u0631\u0643\u0627\u062a <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong> \u0645\u0646 \u062e\u0644\u0627\u0644 <strong>\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0646\u0635\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a<\/strong> \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a \u0623\u0648 <strong>\u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u062d\u0645\u0644\u0629 \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0644\u0645\u0646\u062a\u062c \u062c\u062f\u064a\u062f\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong> \u0644\u0645\u0639\u0631\u0641\u0629 \u0643\u064a\u0641 \u064a\u0631\u062f \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0639\u0644\u0649 \u062d\u0645\u0644\u062a\u0643\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0627\u0644\u0631\u062f \u0625\u064a\u062c\u0627\u0628\u064a\u064b\u0627 \u0623\u0645 \u0633\u0644\u0628\u064a\u064b\u0627\u060c \u0648\u0645\u0646 \u062b\u0645 \u062a\u062e\u0635\u064a\u0635 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u062a\u0643 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0628\u0631 \u0627\u0644\u0634\u0627\u062a \u0628\u0648\u062a\u0627\u062a (Chatbots) \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629:<\/strong>\n<ul>\n<li>\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong> \u0648 <strong>NLP<\/strong> \u0644\u0628\u0646\u0627\u0621 \u0634\u0627\u062a \u0628\u0648\u062a \u0645\u062a\u0642\u062f\u0645 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a <strong>\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0645\u062a\u062c\u0631 \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u064a\u0645\u0643\u0646 \u0628\u0646\u0627\u0621 <strong>\u0634\u0627\u062a \u0628\u0648\u062a \u0645\u062f\u0639\u0648\u0645 \u0628\u0640 GPT<\/strong> \u0644\u064a\u062c\u064a\u0628 \u0639\u0646 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062d\u0648\u0644 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a\u060c \u0648\u064a\u0642\u062a\u0631\u062d \u0644\u0647\u0645 \u0645\u0646\u062a\u062c\u0627\u062a \u0623\u062e\u0631\u0649 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 <strong>\u062a\u0627\u0631\u064a\u062e \u062a\u0635\u0641\u062d\u0647\u0645<\/strong> \u0648 <strong>\u0623\u0630\u0648\u0627\u0642\u0647\u0645<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u0645\u062d\u062a\u0648\u0649 (Automatic Content Summarization):<\/strong>\n<ul>\n<li><strong>NLP<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0625\u0646\u0634\u0627\u0621 <strong>\u062a\u0644\u062e\u064a\u0635\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u0629<\/strong> \u0644\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u0645\u062f\u0648\u0646\u0629 \u0623\u0648 \u0645\u0648\u0642\u0639\u064b\u0627 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 <strong>\u0645\u0642\u0627\u0644\u0627\u062a \u0637\u0648\u064a\u0644\u0629<\/strong>\u060c \u064a\u0645\u0643\u0646 \u0644\u0640 <strong>NLP<\/strong> \u062a\u0644\u062e\u064a\u0635 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0628\u0634\u0643\u0644 \u062a\u0644\u0642\u0627\u0626\u064a \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 <strong>\u0646\u0642\u0627\u0637 \u0631\u0626\u064a\u0633\u064a\u0629<\/strong> \u062a\u0644\u0627\u0626\u0645 \u062c\u0645\u0647\u0648\u0631\u0643 \u0628\u0634\u0643\u0644 \u0623\u0633\u0631\u0639.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a (Entity Recognition):<\/strong>\n<ul>\n<li>\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>NLP<\/strong> \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 <strong>\u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/strong> \u0641\u064a \u0627\u0644\u0646\u0635\u0648\u0635 \u0645\u062b\u0644 <strong>\u0627\u0644\u0623\u0645\u0627\u0643\u0646<\/strong> \u0648 <strong>\u0627\u0644\u0623\u0634\u062e\u0627\u0635<\/strong> \u0648 <strong>\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/strong> \u0644\u062a\u062d\u0644\u064a\u0644 <strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a<\/strong> \u0648 <strong>\u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a<\/strong> \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u062d\u0648\u0644 \u0645\u0646\u062a\u062c \u0645\u0639\u064a\u0646\u060c \u0648\u0645\u0646 \u062b\u0645 \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 (Machine Translation):<\/strong>\n<ul>\n<li>\u0645\u0639 \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0646\u0634\u0627\u0637 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>NLP<\/strong> \u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0625\u0644\u0649 \u0644\u063a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u062c\u0645\u0647\u0648\u0631 \u0623\u0648\u0633\u0639.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062f\u064a\u0631 \u062d\u0645\u0644\u0629 \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0641\u064a \u0623\u0633\u0648\u0627\u0642 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629<\/strong> \u0645\u062b\u0644 <strong>Google Translate API<\/strong> \u0644\u062a\u0631\u062c\u0645\u0629 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0625\u0644\u0649 \u0644\u063a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0636\u0645\u0627\u0646 \u0648\u0635\u0648\u0644 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0625\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0643\u0644 \u0633\u0648\u0642.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<ol>\n<li><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u0627\u0644\u0645\u0639\u0642\u062f\u0629:<\/strong>\n<ul>\n<li>\u0645\u0639 \u062a\u0646\u0648\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0646\u0635\u0648\u0635\u060c \u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0635\u0648\u062a\u064a\u0629\u060c \u0635\u0648\u0631)\u060c \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062a\u0643\u0627\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 <strong>\u0623\u062e\u0637\u0627\u0621 \u0625\u0645\u0644\u0627\u0626\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0644\u063a\u0629 \u0639\u0627\u0645\u064a\u0629<\/strong> \u0642\u062f \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631<\/strong> \u0623\u0648 <strong>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a<\/strong>.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628:<\/strong>\n<ul>\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong> \u0648 <strong>NLP<\/strong> \u064a\u062a\u0637\u0644\u0628\u0627\u0646 <strong>\u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629<\/strong> \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0634\u0643\u0644 \u062c\u064a\u062f\u060c \u0645\u0627 \u0642\u062f \u064a\u0633\u0628\u0628 \u062a\u062d\u062f\u064a\u0627\u062a \u0641\u064a \u062c\u0645\u0639 \u0648\u062a\u062d\u0644\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 <strong>\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/strong> \u0628\u0643\u0645\u064a\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 <strong>\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0627\u062a<\/strong> \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0644\u062a\u062f\u0631\u064a\u0628\u0647 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0645\u0648\u0627\u0631\u062f:<\/strong>\n<ul>\n<li>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong> \u0648 <strong>NLP<\/strong> \u064a\u062a\u0637\u0644\u0628 <strong>\u0645\u0648\u0627\u0631\u062f \u062d\u0648\u0633\u0628\u064a\u0629<\/strong> \u0636\u062e\u0645\u0629 \u0648 <strong>\u062a\u0643\u0644\u0641\u0629 \u0645\u0627\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629<\/strong>.<\/li>\n<li><strong>\u0627\u0644\u0645\u062b\u0627\u0644:<\/strong> \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0623\u0646 \u064a\u062d\u062a\u0627\u062c \u062a\u062f\u0631\u064a\u0628 <strong>\u0646\u0645\u0648\u0630\u062c \u0645\u062b\u0644 GPT-4<\/strong> \u0625\u0644\u0649 <strong>\u062e\u0648\u0627\u062f\u0645 \u0642\u0648\u064a\u0629<\/strong> \u0648\u0633\u0639\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0636\u062e\u0645\u0629.<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u0627\u0644\u0625\u0646\u062c\u0627\u0632 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629:<\/strong><\/h4>\n<p>\u0628\u0639\u062f \u0623\u0646 \u062a\u062f\u062e\u0644 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0633\u062a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 <strong>\u0646\u0638\u0627\u0645 \u062a\u0633\u0648\u064a\u0642\u064a \u0630\u0643\u064a<\/strong> \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629<\/strong> \u0623\u0648 <strong>\u0627\u0644\u0635\u0648\u062a\u064a\u0629<\/strong>\u060c \u0648\u0625\u0646\u062a\u0627\u062c \u0645\u062d\u062a\u0648\u0649 \u0645\u062e\u0635\u0635 \u0648\u0630\u0643\u064a. \u0633\u062a\u0643\u0648\u0646 \u0642\u062f \u062a\u0637\u0648\u0631\u062a \u0645\u0646 \u0645\u062c\u0631\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/strong> \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 <strong>\u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629<\/strong> \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629<\/strong>\u060c <strong>\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/strong> \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a\u060c \u0648<strong>\u062a\u062d\u0642\u064a\u0642 \u0623\u0641\u0636\u0644 \u0646\u062a\u0627\u0626\u062c<\/strong> \u0641\u064a \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642.<\/p>\n<h4><strong>\u0627\u0644\u062e\u0644\u0627\u0635\u0629:<\/strong><\/h4>\n<p>\u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0633\u0627\u0628\u0639\u0629 \u062a\u062a\u0639\u0644\u0642 \u0628\u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong> \u0648 <strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong> (NLP) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 <a href=\"https:\/\/chatgpt.com\/\"><strong>GPT<\/strong> <\/a>\u0648 <strong>BERT<\/strong>\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u0634\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0630\u0643\u064a\u0629 \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong>\u060c <strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635<\/strong>\u060c \u0648 <strong>\u062a\u062d\u0642\u064a\u0642 \u0623\u0647\u062f\u0627\u0641 \u062a\u0633\u0648\u064a\u0642\u064a\u0629<\/strong> \u062f\u0642\u064a\u0642\u0629 \u0648\u0641\u0639\u0627\u0644\u0629.<\/p>\n<\/div>\n<hr \/>\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=\"ee20c8e3-647b-4bc6-bb36-cf3f953cd2d8\" 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<h3><strong>\u0627\u0644\u062e\u0627\u062a\u0645\u0629:<\/strong><\/h3>\n<p>\u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0627\u0644\u0630\u064a \u064a\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629\u060c \u0623\u0635\u0628\u062d \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0623\u0646 \u064a\u0643\u0648\u0646 \u00a0Technical Marketer \u00a0\u0639\u0644\u0649 \u062f\u0631\u0627\u064a\u0629 \u0628\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u0633\u0648\u064a\u0642\u064a\u0629 \u0630\u0643\u064a\u0629 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629. \u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u062a\u0631\u0646\u062f \u0645\u0624\u0642\u062a\u060c \u0628\u0644 \u0647\u0648 <strong>\u062a\u063a\u064a\u064a\u0631 \u062c\u0630\u0631\u064a<\/strong> \u0641\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u0646\u062a\u0639\u0627\u0645\u0644 \u0628\u0647\u0627 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0646\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0646\u0635\u0645\u0645 \u0627\u0644\u062d\u0645\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a\u0629.<\/p>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u062a\u064a \u062a\u0645 \u0627\u0633\u062a\u0639\u0631\u0627\u0636\u0647\u0627\u060c \u0646\u062c\u062f \u0623\u0646 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0630\u0643\u064a\u0629 \u0648\u0645\u0633\u062a\u0642\u0644\u0629 \u064a\u062a\u0637\u0644\u0628 <strong>\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a<\/strong>\u060c <strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/strong>\u060c \u0648 <strong>\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a<\/strong>. \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0635\u0628\u062d \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 <strong>\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/strong> \u0648 <strong>\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u0635\u0635\u0629<\/strong> \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0641\u0648\u0642 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0641\u064a \u0627\u0644\u0633\u0648\u0642.<\/p>\n<p>\u0645\u0646 \u0623\u0647\u0645 \u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0639\u0644\u0649 \u0643\u0644 <strong>\u062a\u0643\u0646\u064a\u0643\u0627\u0644 \u0645\u0627\u0631\u0643\u062a\u064a\u0631<\/strong> \u0627\u062a\u0628\u0627\u0639\u0647\u0627:<\/p>\n<ol>\n<li><strong>\u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631<\/strong>\u060c \u0641\u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u064a\u062a\u0637\u0648\u0631 \u0628\u0633\u0631\u0639\u0629\u060c \u0648\u064a\u062c\u0628 \u0645\u062a\u0627\u0628\u0639\u0629 \u0623\u062d\u062f\u062b \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong>\u060c \u0641\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 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\u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0627\u0644\u062a\u0649 \u064a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0643\u0644 Technical Marketer HubSpot AI: \u0627\u0644\u0648\u0635\u0641: \u0647\u064a \u0645\u0646\u0635\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u062a\u0633\u0647\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u060c \u0645\u062b\u0644 \u0625\u062f\u0627\u0631\u0629 \u062d\u0645\u0644\u0627\u062a \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u060c \u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 \u062a\u062d\u0644\u064a\u0644\u064a\u0629\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0645\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (CRM)\u060c \u0648\u0627\u0644\u0645\u0632\u064a\u062f. \u064a\u0639\u062a\u0645\u062f HubSpot \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0642\u062f\u064a\u0645 \u0646\u0635\u0627\u0626\u062d \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0633\u0648\u064a\u0642. \u0627\u0644\u0645\u062b\u0627\u0644: \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 HubSpot \u0644\u0625\u0646\u0634\u0627\u0621 \u062d\u0645\u0644\u0627\u062a \u0625\u0639\u0644\u0627\u0646\u064a\u0629 \u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 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Jasper (\u0633\u0627\u0628\u0642\u064b\u0627 Jarvis): \u0627\u0644\u0648\u0635\u0641: \u0623\u062f\u0627\u0629 \u0643\u062a\u0627\u0628\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u0625\u0646\u062a\u0627\u062c \u0646\u0635\u0648\u0635 \u062a\u0633\u0648\u064a\u0642\u064a\u0629\u060c \u0645\u0642\u0627\u0644\u0627\u062a\u060c \u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0639\u0644\u0649 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u063a\u064a\u0631\u0647\u0627. \u064a\u0639\u062a\u0645\u062f Jasper \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0644\u0641\u0647\u0645 \u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u0627\u0644\u062a\u0643\u064a\u0641 \u0645\u0639\u0647. \u0627\u0644\u0645\u062b\u0627\u0644: \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Jasper \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0645\u062f\u0648\u0646\u0629 \u0623\u0648 \u0646\u0635 \u0625\u0639\u0644\u0627\u0646\u064a \u0641\u064a \u062f\u0642\u0627\u0626\u0642 \u0645\u0639\u062f\u0648\u062f\u0629\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0642\u0636\u0627\u0621 \u0633\u0627\u0639\u0627\u062a \u0641\u064a \u0627\u0644\u0643\u062a\u0627\u0628\u0629. \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u062b\u0644 \u0647\u0630\u0647 \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062a\u0633\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u062a\u062d\u0642\u064a\u0642 \u0646\u062a\u0627\u0626\u062c \u0645\u062a\u0633\u0642\u0629. Leonardo AI: \u0627\u0644\u0648\u0635\u0641: \u0623\u062f\u0627\u0629 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648\u0647\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u062a\u064a\u062d \u0644\u0643 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u0623\u0648 \u062a\u0635\u0627\u0645\u064a\u0645 \u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0648\u0635\u0627\u0641 \u0646\u0635\u064a\u0629. \u0627\u0644\u0645\u062b\u0627\u0644: \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631\u0629 \u0645\u0628\u062a\u0643\u0631\u0629 \u0644\u0644\u0625\u0639\u0644\u0627\u0646\u060c \u064a\u0645\u0643\u0646\u0643 \u0628\u0628\u0633\u0627\u0637\u0629 \u0625\u062f\u062e\u0627\u0644 \u0648\u0635\u0641 \u0639\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a Leonardo\u060c \u0648\u0633\u064a\u0642\u0648\u0645 \u0628\u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631\u0629 \u062a\u0644\u062a\u0632\u0645 \u0628\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0648\u0631\u064a. TTS Maker (Text to Speech): \u0627\u0644\u0648\u0635\u0641: \u0623\u062f\u0627\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0625\u0644\u0649 \u0635\u0648\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0643 \u0625\u0646\u062a\u0627\u062c \u0645\u0648\u0627\u062f \u0635\u0648\u062a\u064a\u0629 \u0628\u0633\u0647\u0648\u0644\u0629. \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u0642\u0627\u0637\u0639 \u0635\u0648\u062a\u064a\u0629 \u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0623\u0648 \u0627\u0644\u062d\u0644\u0642\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 (\u0628\u0648\u062f\u0643\u0627\u0633\u062a). \u0627\u0644\u0645\u062b\u0627\u0644: \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0642\u0627\u0644\u0627\u062a \u0623\u0648 \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062f\u0648\u0646\u0627\u062a \u0625\u0644\u0649 \u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0635\u0648\u062a\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u0639\u0644\u0649 \u062c\u0645\u0647\u0648\u0631\u0643 \u0627\u0644\u0627\u0633\u062a\u0645\u0627\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0646\u0642\u0644. Gamma AI: \u0627\u0644\u0648\u0635\u0641: \u0623\u062f\u0627\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0642\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u0641\u0648\u062c\u0631\u0627\u0641\u064a\u0643 \u0628\u0634\u0643\u0644 \u0633\u0631\u064a\u0639 \u0648\u0627\u062d\u062a\u0631\u0627\u0641\u064a. \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0648\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0628\u0634\u0643\u0644 \u062c\u0630\u0627\u0628. \u0627\u0644\u0645\u062b\u0627\u0644: \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0639\u0631\u0636 \u062a\u0642\u062f\u064a\u0645\u064a \u0644\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u062e\u062f\u0645\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Gamma \u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0639\u0631\u0648\u0636 \u0628\u0633\u0631\u0639\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u062a\u0635\u0627\u0645\u064a\u0645 \u0645\u062a\u0648\u0627\u0641\u0642\u0629 \u0645\u0639 \u0647\u0648\u064a\u0629 \u0639\u0644\u0627\u0645\u062a\u0643 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629. 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Make (\u0633\u0627\u0628\u0642\u064b\u0627 Integromat): \u0627\u0644\u0648\u0635\u0641: Make \u0647\u0648 \u0623\u062f\u0627\u0629 \u0623\u062e\u0631\u0649 \u0644\u0644\u0623\u062a\u0645\u062a\u0629 \u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u0631\u0628\u0637 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u0639\u064b\u0627 \u0648\u0625\u0646\u0634\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0645\u0644 \u062a\u0644\u0642\u0627\u0626\u064a\u0629. \u0647\u064a \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0640 Zapier \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u062e\u064a\u0627\u0631\u0627\u062a \u062a\u062e\u0635\u064a\u0635 \u0623\u0643\u062b\u0631.<\/p>\n","protected":false},"author":4,"featured_media":4620,"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":[12,535],"tags":[],"class_list":["post-4619","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-topics","category-source"],"_links":{"self":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4619","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=4619"}],"version-history":[{"count":1,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4619\/revisions"}],"predecessor-version":[{"id":5108,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/posts\/4619\/revisions\/5108"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/media?parent=4619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/categories?post=4619"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mahira.app\/ar\/wp-json\/wp\/v2\/tags?post=4619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}