{"id":139623,"date":"2025-10-25T17:45:36","date_gmt":"2025-10-25T14:45:36","guid":{"rendered":"https:\/\/aiacademy.info\/blog\/?p=139623"},"modified":"2025-10-25T17:45:36","modified_gmt":"2025-10-25T14:45:36","slug":"%d9%83%d9%8a%d9%81-%d9%8a%d8%b9%d9%85%d9%84-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d8%af%d9%84%d9%8a%d9%84-%d8%aa%d9%81%d8%b5%d9%8a%d9%84%d9%8a","status":"publish","type":"post","link":"https:\/\/aiacademy.info\/blog\/%d9%83%d9%8a%d9%81-%d9%8a%d8%b9%d9%85%d9%84-%d8%a7%d9%84%d8%b0%d9%83%d8%a7%d8%a1-%d8%a7%d9%84%d8%a7%d8%b5%d8%b7%d9%86%d8%a7%d8%b9%d9%8a-%d8%af%d9%84%d9%8a%d9%84-%d8%aa%d9%81%d8%b5%d9%8a%d9%84%d9%8a\/","title":{"rendered":"\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062f\u0644\u064a\u0644 \u062a\u0641\u0635\u064a\u0644\u064a \u0634\u0627\u0645\u0644"},"content":{"rendered":"<p>\u0643\u064a\u0641 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\u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0648\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a. \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0647\u0648 \u0631\u062d\u0644\u0629 \u0645\u0643\u062b\u0641\u0629 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u0630\u0647\u0644\u0629.<\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"https:\/\/aiacademy.info\/blog\/wp-content\/uploads\/2025\/10\/5660553_250a_3.jpg\" alt=\"An Introduction to AI Agents | Udemy\" title=\"\"><\/p>\n<h2>\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u0648\u0627\u0639<\/h2>\n<h3>\u0645\u0627 \u0647\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0648\u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629<\/h3>\n<p>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a Artificial Intelligence\u060c \u0623\u0648 AI\u060c \u0647\u0648 \u0645\u062c\u0627\u0644 \u0639\u0644\u0645 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0627\u0644\u0645\u062e\u0635\u0635 \u0644\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0631\u0641\u064a\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0639\u0627\u062f\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0628\u0634\u0631\u064a\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0648\u064a \u0648\u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0628\u0635\u0631\u064a.<\/p>\n<p>\u064a\u062c\u0628 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646\u0647 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\u0645\u0639\u064a\u0646\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 Deep Learning \u0623\u0648 DL: \u0647\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0644\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0648\u0647\u0648 \u0627\u0644\u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u0627\u0644\u0625\u0646\u062c\u0627\u0632\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0648\u0627\u0644\u0635\u0648\u0631.<\/li>\n<\/ol>\n<p>\u0628\u0628\u0633\u0627\u0637\u0629\u060c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 \u0627\u0644\u0647\u062f\u0641\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0647\u0648 \u0627\u0644\u0648\u0633\u064a\u0644\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0647\u0630\u0627 \u0627\u0644\u0647\u062f\u0641\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0648\u0633\u064a\u0644\u0629.<\/p>\n<h3>\u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0646 \u0627\u0644\u0641\u0643\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0648\u0627\u0642\u0639<\/h3>\n<p>\u062a\u0639\u0648\u062f \u062c\u0630\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0625\u0644\u0649 \u0645\u0646\u062a\u0635\u0641 \u0627\u0644\u0642\u0631\u0646 \u0627\u0644\u0639\u0634\u0631\u064a\u0646.<\/p>\n<ul>\n<li>\u0639\u0642\u062f \u0627\u0644\u062e\u0645\u0633\u064a\u0646\u0627\u062a: \u0648\u064f\u0644\u062f \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0631\u0633\u0645\u064a\u0627\u064b \u0641\u064a \u0645\u0624\u062a\u0645\u0631 \u062f\u0627\u0631\u062a\u0645\u0648\u062b \u0639\u0627\u0645 1956. \u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062b\u0644 \u0628\u0631\u0627\u0645\u062c \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0631\u0645\u0632\u064a.<\/li>\n<li>\u0641\u062a\u0631\u0629 \u0627\u0644\u0634\u062a\u0627\u0621 (1974-1993): \u062a\u0636\u0627\u0621\u0644 \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0628\u0633\u0628\u0628 \u0639\u062f\u0645 \u0642\u062f\u0631\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0639\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0648\u0639\u0648\u062f \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0627\u0644\u062a\u064a \u0642\u0637\u0639\u0647\u0627 \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0627\u0644\u0623\u0648\u0627\u0626\u0644.<\/li>\n<li>\u0627\u0644\u0646\u0647\u0636\u0629: \u0628\u062f\u0623 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0644\u0627\u0632\u062f\u0647\u0627\u0631 \u0645\u062c\u062f\u062f\u0627\u064b \u0645\u0639 \u0638\u0647\u0648\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0632\u064a\u0627\u062f\u0629 \u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629\u060c \u062e\u0627\u0635\u0629 \u0645\u0639 \u0627\u0646\u062a\u0635\u0627\u0631 \u062f\u064a\u0628 \u0628\u0644\u0648 Deep Blue \u0645\u0646 IBM \u0639\u0644\u0649 \u0628\u0637\u0644 \u0627\u0644\u0639\u0627\u0644\u0645 \u0641\u064a \u0627\u0644\u0634\u0637\u0631\u0646\u062c \u063a\u0627\u0631\u064a \u0643\u0627\u0633\u0628\u0627\u0631\u0648\u0641 \u0639\u0627\u0645 1997.<\/li>\n<li>\u0627\u0644\u0627\u0646\u0641\u062c\u0627\u0631 \u0627\u0644\u0639\u0645\u064a\u0642: \u0628\u0639\u062f \u0639\u0627\u0645 2010\u060c \u0623\u062f\u062a \u0632\u064a\u0627\u062f\u0629 \u0636\u062e\u0645\u0629 \u0641\u064a \u0643\u0645\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0648\u0627\u0641\u0631 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a GPUs \u0627\u0644\u0642\u0648\u064a\u0629 \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u0646 \u062a\u062d\u0642\u064a\u0642 \u0637\u0641\u0631\u0627\u062a \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u0629.<\/li>\n<\/ul>\n<h3>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0646\u0637\u0627\u0642 \u0627\u0644\u0642\u062f\u0631\u0629<\/h3>\n<p>\u062a\u0635\u0646\u0641 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062d\u0633\u0628 \u0642\u062f\u0631\u062a\u0647\u0627:<\/p>\n<ol>\n<li>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0636\u064a\u0642 Narrow AI \u0623\u0648 Weak AI: \u0647\u0648 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0633\u0627\u0626\u062f \u062d\u0627\u0644\u064a\u0627\u064b. \u0625\u0646\u0647 \u0645\u0635\u0645\u0645 \u0648\u0645\u064f\u062f\u0631\u0628 \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0645\u0629 \u0645\u062d\u062f\u062f\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0623\u0648 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0623\u0648 \u0644\u0639\u0628 \u0627\u0644\u0634\u0637\u0631\u0646\u062c. \u0625\u0646\u0647 \u0644\u0627 \u064a\u0645\u062a\u0644\u0643 \u0648\u0639\u064a\u0627\u064b \u0623\u0648 \u0625\u062f\u0631\u0627\u0643\u0627\u064b \u062d\u0642\u064a\u0642\u064a\u0627\u064b.<\/li>\n<li>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0645 General AI \u0623\u0648 Strong AI: \u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0625\u0644\u0649 \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u0625\u062f\u0631\u0627\u0643\u064a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644. \u064a\u0645\u0643\u0646\u0647 \u062d\u0644 \u0623\u064a \u0645\u0634\u0643\u0644\u0629 \u0645\u0639\u0631\u0641\u064a\u0629 \u064a\u0642\u062f\u0631 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0625\u0646\u0633\u0627\u0646\u060c \u0648\u0644\u062f\u064a\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0639\u0628\u0631 \u0627\u0644\u0645\u0647\u0627\u0645. \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0644\u0627 \u064a\u0632\u0627\u0644 \u0647\u062f\u0641\u0627\u064b \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0627\u064b \u0644\u0644\u0628\u062d\u062b.<\/li>\n<li>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0641\u0627\u0626\u0642 Super AI: \u0647\u0648 \u0627\u0641\u062a\u0631\u0627\u0636 \u0646\u0638\u0631\u064a \u0644\u0646\u0638\u0627\u0645 \u0630\u0643\u064a \u064a\u062a\u0641\u0648\u0642 \u0630\u0643\u0627\u0624\u0647 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0639\u0642\u0648\u0644 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0641\u064a \u0643\u0644 \u0645\u062c\u0627\u0644 \u062a\u0642\u0631\u064a\u0628\u0627\u064b.<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629: \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/h2>\n<p>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0647\u0648 \u0627\u0644\u0642\u0644\u0628 \u0627\u0644\u0646\u0627\u0628\u0636 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a\u062b. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0642\u0648\u0627\u0639\u062f \u0635\u0631\u064a\u062d\u0629 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 (\u0645\u062b\u0644: \u0625\u0630\u0627 \u0643\u0627\u0646 X\u060c \u0641\u0627\u0641\u0639\u0644 Y)\u060c \u064a\u062a\u0645 \u062a\u0632\u0648\u064a\u062f\u0647 \u0628\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0633\u0645\u062d \u0644\u0647 \u0628\u0640\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u0646\u0641\u0633\u0647.<\/p>\n<h3>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 Supervised Learning<\/h3>\n<p>\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u0627\u064b. \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u064f\u0639\u0644\u0645\u0629 Labeled Data\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0642\u0627\u0628\u0644\u0629.<\/p>\n<h4>1. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 Classification<\/h4>\n<p>\u0647\u062f\u0641\u0647\u0627 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0641\u0626\u0629 \u0623\u0648 \u062a\u0635\u0646\u064a\u0641 \u0645\u0639\u064a\u0646.<\/p>\n<ul>\n<li>\u0645\u062b\u0627\u0644: \u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0635\u0648\u0631\u0629 \u0645\u0639\u064a\u0646\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u0637\u0629 \u0623\u0648 \u0643\u0644\u0628.<\/li>\n<li>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a: \u0635\u0648\u0631 \u0645\u064f\u0639\u0644\u0645\u0629 \u0628\u0640 (\u0643\u0644\u0628) \u0623\u0648 (\u0642\u0637\u0629).<\/li>\n<li>\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a: \u0641\u0626\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 (\u0643\u0644\u0628 \u0623\u0648 \u0642\u0637\u0629).<\/li>\n<\/ul>\n<h4>2. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 Regression<\/h4>\n<p>\u0647\u062f\u0641\u0647\u0627 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0639\u062f\u062f\u064a\u0629 \u0645\u0633\u062a\u0645\u0631\u0629.<\/p>\n<ul>\n<li>\u0645\u062b\u0627\u0644: \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0633\u0639\u0631 \u0645\u0646\u0632\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0633\u0627\u062d\u062a\u0647 \u0648\u0645\u0648\u0642\u0639\u0647.<\/li>\n<li>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a: \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0646 \u0627\u0644\u0645\u0646\u0627\u0632\u0644 (\u0627\u0644\u0645\u0633\u0627\u062d\u0629\u060c \u0627\u0644\u0645\u0648\u0642\u0639\u060c \u0639\u062f\u062f \u0627\u0644\u063a\u0631\u0641).<\/li>\n<li>\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a: \u0642\u064a\u0645\u0629 \u0627\u0644\u0633\u0639\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 Unsupervised Learning<\/h3>\n<p>\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639\u060c \u064a\u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u064f\u0639\u0644\u0645\u0629 Unlabeled Data. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062e\u0641\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<h4>1. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 Clustering<\/h4>\n<p>\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/p>\n<ul>\n<li>\u0645\u062b\u0627\u0644: \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0633\u0644\u0648\u0643\u064a\u0627\u062a\u0647\u0645 \u0627\u0644\u0634\u0631\u0627\u0626\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0634\u0631\u0627\u0626\u062d \u062a\u0633\u0648\u064a\u0642\u064a\u0629.<\/li>\n<li>\u0623\u0634\u0647\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a: \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a K-Means Clustering.<\/li>\n<\/ul>\n<h4>2. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f Dimensionality Reduction<\/h4>\n<p>\u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0623\u0648 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062c\u0639\u0644\u0647 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629\u060c \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0623\u0643\u0628\u0631 \u0642\u062f\u0631 \u0645\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/p>\n<ul>\n<li>\u0623\u0634\u0647\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a: \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 Principal Component Analysis \u0623\u0648 PCA.<\/li>\n<\/ul>\n<h3>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 Reinforcement Learning \u0623\u0648 RL<\/h3>\n<p>\u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u062e\u062a\u0644\u0641 \u0643\u0644\u064a\u0627\u064b. \u0625\u0646\u0647 \u064a\u0642\u0648\u0645 \u0639\u0644\u0649 \u0641\u0643\u0631\u0629 \u0627\u0644\u0639\u0645\u064a\u0644 Agent \u0627\u0644\u0630\u064a \u064a\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0628\u064a\u0626\u0629 Environment \u0644\u062a\u062d\u0642\u064a\u0642 \u0647\u062f\u0641 Goal.<\/p>\n<ul>\n<li>\u0627\u0644\u0622\u0644\u064a\u0629: \u064a\u0642\u0648\u0645 \u0627\u0644\u0639\u0645\u064a\u0644 \u0628\u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621 Action\u060c \u0648\u062a\u0633\u062a\u062c\u064a\u0628 \u0627\u0644\u0628\u064a\u0626\u0629 \u0628\u0645\u0646\u062d\u0647 \u0645\u0643\u0627\u0641\u0623\u0629 Reward \u0623\u0648 \u0639\u0642\u0648\u0628\u0629 Penalty. \u0627\u0644\u0647\u062f\u0641 \u0647\u0648 \u062a\u0639\u0644\u0645 \u0633\u064a\u0627\u0633\u0629 Policy \u062a\u0632\u064a\u062f \u0645\u0646 \u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0645\u0643\u0627\u0641\u0622\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644.<\/li>\n<li>\u0623\u0634\u0647\u0631 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a: \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u064a\u060c \u0623\u0646\u0638\u0645\u0629 \u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629\u060c \u0648\u0627\u0644\u0623\u0644\u0639\u0627\u0628 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 AlphaGo.<\/li>\n<\/ul>\n<h3>\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0648\u0642\u0648\u062f \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h3>\n<p>\u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0646 \u064a\u0639\u0645\u0644 \u0628\u062f\u0648\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629.<\/p>\n<ul>\n<li>\u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u0643\u0645\u064a\u0629: \u0643\u0644\u0645\u0627 \u0643\u0627\u0646\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0643\u0628\u0631 \u0648\u0623\u0643\u062b\u0631 \u062a\u0645\u062b\u064a\u0644\u0627\u064b \u0644\u0644\u0648\u0627\u0642\u0639\u060c \u0643\u0627\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0641\u0636\u0644.<\/li>\n<li>\u0627\u0644\u062a\u062d\u064a\u0632 Bias: \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0646\u062d\u064a\u0627\u0632 \u062a\u0627\u0631\u064a\u062e\u064a \u0623\u0648 \u0639\u0631\u0642\u064a \u0623\u0648 \u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0633\u064a\u062a\u0639\u0644\u0645 \u0647\u0630\u0627 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0648\u0633\u064a\u0642\u0648\u0645 \u0628\u062a\u0636\u062e\u064a\u0645\u0647 \u0641\u064a \u0642\u0631\u0627\u0631\u0627\u062a\u0647. \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062d\u064a\u0632 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u062e\u0637\u0648\u0629 \u062d\u0627\u0633\u0645\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0646\u0638\u064a\u0641 \u0648\u0627\u0644\u0625\u0639\u062f\u0627\u062f: \u0642\u0628\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062c\u0628 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629) \u0648\u062a\u0637\u0628\u064a\u0639\u0647\u0627 \u0623\u0648 \u0642\u064a\u0627\u0633\u0647\u0627 Scaling \u0644\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u063a\u0648\u0635 \u0627\u0644\u0639\u0645\u064a\u0642: \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/h2>\n<p>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0647\u0648 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u062d\u062f\u062b\u062a \u0627\u0644\u062b\u0648\u0631\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0647\u0648 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0643\u064a \u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0645\u0627\u063a \u0627\u0644\u0628\u0634\u0631\u064a.<\/p>\n<h3>1. \u0627\u0644\u062e\u0644\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629 (\u0627\u0644\u0646\u064a\u0648\u0631\u0648\u0646)<\/h3>\n<p>\u0627\u0644\u0646\u064a\u0648\u0631\u0648\u0646 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 \u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n<ol>\n<li>\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a Inputs: \u064a\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0646\u064a\u0648\u0631\u0648\u0646 \u0639\u062f\u0629 \u0645\u062f\u062e\u0644\u0627\u062a (\u0645\u062b\u0644 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0635\u0648\u0631\u0629 \u0623\u0648 \u0627\u0644\u0643\u0644\u0645\u0627\u062a).<\/li>\n<li>\u0627\u0644\u0623\u0648\u0632\u0627\u0646 Weights: \u0644\u0643\u0644 \u0645\u062f\u062e\u0644 \u0648\u0632\u0646 Weight\u060c \u0648\u0647\u0648 \u0631\u0642\u0645 \u064a\u0645\u062b\u0644 \u0623\u0647\u0645\u064a\u0629 \u0647\u0630\u0627 \u0627\u0644\u0645\u062f\u062e\u0644. \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0630\u0647 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0645\u0631\u062c\u062d Weighted Sum: \u064a\u062a\u0645 \u0636\u0631\u0628 \u0643\u0644 \u0645\u062f\u062e\u0644 \u0641\u064a \u0648\u0632\u0646\u0647 \u0627\u0644\u0645\u0642\u0627\u0628\u0644 \u062b\u0645 \u064a\u062a\u0645 \u062c\u0645\u0639 \u0643\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0639\u0627\u064b. \u064a\u0636\u0627\u0641 \u0625\u0644\u064a\u0647\u0627 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 Bias.<\/li>\n<li>\u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 Activation Function: \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0644\u0629 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0645\u062e\u0631\u062c (\u0639\u0627\u062f\u0629 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0628\u064a\u0646 0 \u0648 1). \u0647\u0630\u0647 \u0627\u0644\u062f\u0627\u0644\u0629 \u062a\u0642\u062f\u0645 \u0627\u0644\u0644\u0627\u062e\u0637\u064a\u0629 Non-linearity\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0634\u0628\u0643\u0629 \u0628\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629.<\/li>\n<\/ol>\n<h3>2. \u0647\u064a\u0643\u0644 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/h3>\n<p>\u062a\u062a\u0643\u0648\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0645\u0646 \u062b\u0644\u0627\u062b \u0637\u0628\u0642\u0627\u062a \u0631\u0626\u064a\u0633\u064a\u0629:<\/p>\n<ul>\n<li>\u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 Input Layer: \u062a\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062e\u0641\u064a\u0629 Hidden Layers: \u0647\u064a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0645 \u0641\u064a\u0647\u0627 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u064a\u0639\u0646\u064a \u0648\u062c\u0648\u062f \u0637\u0628\u0642\u0627\u062a \u0645\u062e\u0641\u064a\u0629 \u0639\u062f\u064a\u062f\u0629.<\/li>\n<li>\u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c Output Layer: \u062a\u0646\u062a\u062c \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 (\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629).<\/li>\n<\/ul>\n<h3>3. \u0622\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u062e\u0644\u0641\u064a Backpropagation: \u0643\u064a\u0641 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0634\u0628\u0643\u0629<\/h3>\n<p>\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u062e\u0644\u0641\u064a \u0647\u0648 \u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642. \u0625\u0646\u0647\u0627 \u0639\u0645\u0644\u064a\u0629 \u0645\u0646 \u062e\u0637\u0648\u062a\u064a\u0646:<\/p>\n<ol>\n<li>\u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629 Forward Pass: \u064a\u062a\u0645 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0625\u0644\u0649 \u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0646\u0628\u0624.<\/li>\n<li>\u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0637\u0623 (\u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629) Loss Function: \u064a\u062a\u0645 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0646\u0627\u062a\u062c \u0628\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 (\u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0631\u0636\u064a\u0629 Ground Truth) \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0637\u0623 \u0623\u0648 \u0627\u0644\u062e\u0633\u0627\u0631\u0629.<\/li>\n<li>\u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u062e\u0644\u0641\u064a (\u0627\u0644\u062a\u062d\u062f\u064a\u062b): \u064a\u0646\u062a\u0634\u0631 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u062d\u0633\u0648\u0628 \u062e\u0644\u0641\u0627\u064b \u0639\u0628\u0631 \u0627\u0644\u0634\u0628\u0643\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u064a\u0642\u0629 \u0631\u064a\u0627\u0636\u064a\u0629 \u062a\u0633\u0645\u0649 \u0627\u0634\u062a\u0642\u0627\u0642 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 Chain Rule \u0644\u062d\u0633\u0627\u0628 \u0645\u062f\u0649 \u0645\u0633\u0627\u0647\u0645\u0629 \u0643\u0644 \u0648\u0632\u0646 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u062e\u0637\u0623.<\/li>\n<li>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u0648\u0632\u0627\u0646: \u064a\u062a\u0645 \u062a\u0639\u062f\u064a\u0644 \u0623\u0648\u0632\u0627\u0646 \u0643\u0644 \u0646\u064a\u0648\u0631\u0648\u0646 \u0628\u0634\u0643\u0644 \u0637\u0641\u064a\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u064f\u062d\u0633\u0650\u0651\u0646 Optimizer \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u062c\u064a (Gradient Descent) \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u062a\u0627\u0644\u064a.<\/li>\n<\/ol>\n<p>\u062a\u062a\u0643\u0631\u0631 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0622\u0644\u0627\u0641 \u0623\u0648 \u0645\u0644\u0627\u064a\u064a\u0646 \u0627\u0644\u0645\u0631\u0627\u062a \u062d\u062a\u0649 \u064a\u0635\u0628\u062d \u0627\u0644\u062e\u0637\u0623 \u0636\u0626\u064a\u0644\u0627\u064b \u062c\u062f\u0627\u064b.<\/p>\n<h3>4. \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629<\/h3>\n<h4>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 Convolutional Neural Networks \u0623\u0648 CNNs<\/h4>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/p>\n<ul>\n<li>\u0637\u0628\u0642\u0629 \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 Convolutional Layer: \u0647\u064a \u0642\u0644\u0628 CNN. \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u0631\u0634\u062d\u0627\u062a Filters \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 (\u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0648\u0627\u0644\u0632\u0648\u0627\u064a\u0627).<\/li>\n<li>\u0637\u0628\u0642\u0629 \u0627\u0644\u062a\u062c\u0645\u064a\u0639 Pooling Layer: \u062a\u0642\u0644\u0644 \u0645\u0646 \u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0625\u062c\u0628\u0627\u0631\u064a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0642\u0644 \u062d\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0627\u0644\u0637\u0641\u064a\u0641\u0629 \u0641\u064a \u0645\u0648\u0642\u0639 \u0627\u0644\u0643\u0627\u0626\u0646.<\/li>\n<li>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a: \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0634\u0639\u0629\u060c \u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629.<\/li>\n<\/ul>\n<h4>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 Recurrent Neural Networks \u0623\u0648 RNNs<\/h4>\n<ul>\n<li>\u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u064a\u0629\u060c \u062d\u064a\u062b \u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0639\u0646\u0635\u0631 \u0627\u0644\u062d\u0627\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0643\u0644\u0627\u0645).<\/li>\n<li>\u0627\u0644\u0645\u0634\u0643\u0644\u0629: \u062a\u0639\u0627\u0646\u064a RNNs \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0646 \u0645\u0634\u0643\u0644\u0629 &#8220;\u062a\u0644\u0627\u0634\u064a \u0627\u0644\u062a\u062f\u0631\u062c&#8221; Vanishing Gradient\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u062a\u0646\u0633\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629.<\/li>\n<li>\u0627\u0644\u062d\u0644: \u0638\u0647\u0631\u062a \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0645\u062f\u0649 Long Short-Term Memory \u0623\u0648 LSTMs\u060c \u0648\u0647\u064a \u0646\u0648\u0639 \u0645\u0646 RNNs \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0628\u0648\u0627\u0628\u0627\u062a Gates (\u0628\u0648\u0627\u0628\u0629 \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u060c \u0628\u0648\u0627\u0628\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c\u060c \u0628\u0648\u0627\u0628\u0629 \u0627\u0644\u0646\u0633\u064a\u0627\u0646) \u062a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0644\u0641\u062a\u0631\u0627\u062a \u0637\u0648\u064a\u0644\u0629.<\/li>\n<\/ul>\n<h4>\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a Transformers<\/h4>\n<p>\u0623\u062d\u062f\u062b\u062a \u0647\u0630\u0647 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0647\u064a \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0630\u064a \u0628\u064f\u0646\u064a\u062a \u0639\u0644\u064a\u0647 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 Large Language Models \u0623\u0648 LLMs \u0645\u062b\u0644 GPT.<\/p>\n<ul>\n<li>\u0622\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 Attention Mechanism: \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0644\u062a\u0633\u0644\u0633\u0644\u060c \u062a\u0633\u0645\u062d \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u062a\u0642\u064a\u064a\u0645 \u0623\u0647\u0645\u064a\u0629 \u0643\u0644 \u0643\u0644\u0645\u0629 (\u0623\u0648 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a) \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u062c\u0645\u0644\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u062f\u0641\u0639\u0629 \u0648\u0627\u062d\u062f\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a: \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n<h2>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629<\/h2>\n<p>\u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0648\u0633\u0647\u0648\u0644\u0629 \u062a\u0641\u0633\u064a\u0631\u0647\u0627\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629 \u0623\u0648 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629.<\/p>\n<h3>1. \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 Decision Trees<\/h3>\n<p>\u0647\u064a \u0646\u0645\u0627\u0630\u062c \u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u0627\u0646\u062d\u062f\u0627\u0631 \u0628\u0633\u064a\u0637\u0629 \u062a\u0645\u062b\u0644 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0639\u0644\u0649 \u0634\u0643\u0644 \u0634\u062c\u0631\u0629.<\/p>\n<ul>\n<li>\u0627\u0644\u0622\u0644\u064a\u0629: \u062a\u0628\u062f\u0623 \u0645\u0646 \u0639\u0642\u062f\u0629 \u062c\u0630\u0631 Root Node \u062b\u0645 \u062a\u0646\u0642\u0633\u0645 \u0625\u0644\u0649 \u0641\u0631\u0648\u0639 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u064a\u0632\u0629 \u0645\u0639\u064a\u0646\u0629\u060c \u0648\u0635\u0648\u0644\u0627\u064b \u0625\u0644\u0649 \u0639\u0642\u062f\u0629 \u0648\u0631\u0642\u064a\u0629 Leaf Node \u062a\u0645\u062b\u0644 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0645\u064a\u0632\u0629: \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u062a\u062a\u0628\u0639 \u0645\u0633\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0633\u0647\u0648\u0644\u0629.<\/li>\n<li>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629.<\/li>\n<\/ul>\n<h3>2. \u0622\u0644\u0629 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629 Support Vector Machines \u0623\u0648 SVMs<\/h3>\n<p>\u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631.<\/p>\n<ul>\n<li>\u0627\u0644\u0622\u0644\u064a\u0629: \u062a\u062d\u0627\u0648\u0644 \u0625\u064a\u062c\u0627\u062f \u0645\u0633\u062a\u0648\u0649 \u0641\u0627\u0626\u0642 Hyperplane \u064a\u0641\u0635\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0648\u0636\u0648\u062d \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0628\u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0641\u0627\u0626\u0642 \u0648\u0623\u0642\u0631\u0628 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u062f\u0627\u0639\u0645\u0629) \u0623\u0642\u0635\u0649 \u0645\u0627 \u064a\u0645\u0643\u0646.<\/li>\n<li>\u0627\u0644\u0645\u064a\u0632\u0629: \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0633\u0627\u062d\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/li>\n<\/ul>\n<h3>3. \u062a\u0635\u0646\u064a\u0641 \u0628\u0627\u064a\u0632 \u0627\u0644\u0633\u0627\u0630\u062c Naive Bayes<\/h3>\n<p>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0635\u0646\u064a\u0641 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0646\u0638\u0631\u064a\u0629 \u0628\u0627\u064a\u0632 \u0641\u064a \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a.<\/p>\n<ul>\n<li>\u0627\u0644\u0622\u0644\u064a\u0629: \u062a\u0641\u062a\u0631\u0636 \u0623\u0646 \u0648\u062c\u0648\u062f \u0645\u064a\u0632\u0629 \u0645\u0639\u064a\u0646\u0629 \u0641\u064a \u0641\u0626\u0629 \u0645\u0627 \u0645\u0633\u062a\u0642\u0644 \u0639\u0646 \u0648\u062c\u0648\u062f \u0623\u064a \u0645\u064a\u0632\u0629 \u0623\u062e\u0631\u0649. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636 \u0633\u0627\u0630\u062c \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0625\u0644\u0627 \u0623\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u062c\u062f\u0627\u064b \u0641\u064a \u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062d\u0627\u0644\u0627\u062a.<\/li>\n<li>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u0631\u064a\u062f \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0625\u0644\u0649 \u0631\u0633\u0627\u0626\u0644 \u0645\u0632\u0639\u062c\u0629 Spam \u0623\u0648 \u063a\u064a\u0631 \u0645\u0632\u0639\u062c\u0629.<\/li>\n<\/ul>\n<h3>4. \u062a\u062c\u0645\u064a\u0639 K-\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a K-Means Clustering<\/h3>\n<p>\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u063a\u064a\u0631 \u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0625\u0634\u0631\u0627\u0641.<\/p>\n<ul>\n<li>\u0627\u0644\u0622\u0644\u064a\u0629:\n<ol>\n<li>\u064a\u062a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0627\u064b (\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a Centroids).<\/li>\n<li>\u062a\u064f\u062e\u0635\u0635 \u0643\u0644 \u0646\u0642\u0637\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0623\u0642\u0631\u0628 \u0644\u0647\u0627.<\/li>\n<li>\u064a\u064f\u0639\u0627\u062f \u062d\u0633\u0627\u0628 \u0645\u0648\u0642\u0639 \u0627\u0644\u0645\u0631\u0643\u0632 \u0644\u064a\u0635\u0628\u062d \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0647.<\/li>\n<li>\u062a\u062a\u0643\u0631\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062d\u062a\u0649 \u0644\u0627 \u062a\u062a\u063a\u064a\u0631 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0631\u0627\u0643\u0632 \u0643\u062b\u064a\u0631\u0627\u064b.<\/li>\n<\/ol>\n<\/li>\n<li>\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645: \u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0633\u0648\u0642\u060c \u0636\u063a\u0637 \u0627\u0644\u0635\u0648\u0631.<\/li>\n<\/ul>\n<h2>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/h2>\n<p>\u062a\u062a\u062c\u0633\u062f \u0642\u0648\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647 \u0627\u0644\u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u062a\u064a \u063a\u064a\u0631\u062a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a.<\/p>\n<h3>1. \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 Natural Language Processing \u0623\u0648 NLP<\/h3>\n<p>\u0647\u064a \u0642\u062f\u0631\u0629 \u0627\u0644\u0622\u0644\u0629 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629.<\/p>\n<ul>\n<li>\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642: \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u064a\u0645\u0643\u0646\u0647\u0627 \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u063a\u0645\u0648\u0636 \u0648\u0627\u0644\u0646\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u062c\u0645\u0644\u0629.<\/li>\n<li>\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0644\u063a\u0629: \u0646\u0645\u0627\u0630\u062c LLMs \u0644\u0627 \u062a\u0642\u0648\u0645 \u0641\u0642\u0637 \u0628\u0627\u0644\u0631\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u0628\u0644 \u064a\u0645\u0643\u0646\u0647\u0627 \u0643\u062a\u0627\u0628\u0629 \u0645\u0642\u0627\u0644\u0627\u062a\u060c \u062a\u0644\u062e\u064a\u0635 \u0646\u0635\u0648\u0635\u060c \u0623\u0648 \u062d\u062a\u0649 \u0643\u062a\u0627\u0628\u0629 \u0634\u0641\u0631\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a: \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0648\u0646 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0648\u0646 (\u0633\u064a\u0631\u064a\u060c \u0623\u0644\u064a\u0643\u0633\u0627)\u060c \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062f\u0642\u064a\u0642 \u0627\u0644\u0646\u062d\u0648\u064a \u0648\u0627\u0644\u0625\u0645\u0644\u0627\u0626\u064a.<\/li>\n<\/ul>\n<h3>2. \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 Computer Vision<\/h3>\n<p>\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0622\u0644\u0629 \u0645\u0646 &#8220;\u0631\u0624\u064a\u0629&#8221; \u0648\u0641\u0647\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0631\u0626\u064a.<\/p>\n<ul>\n<li>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a Object Recognition: \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0635\u0648\u0631\u0629 \u0623\u0648 \u0641\u064a\u062f\u064a\u0648 \u0648\u0645\u0648\u0642\u0639\u0647\u0627 (\u0645\u062b\u0644 \u0633\u064a\u0627\u0631\u0629\u060c \u0634\u062e\u0635\u060c \u0625\u0634\u0627\u0631\u0629 \u0645\u0631\u0648\u0631).<\/li>\n<li>\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631 Image Segmentation: \u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0643\u0644 \u0643\u0627\u0626\u0646 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644.<\/li>\n<li>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a: \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0641\u062d\u0635 \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0635\u0627\u0646\u0639\u060c \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0634\u0639\u0629 \u0627\u0644\u0633\u064a\u0646\u064a\u0629 \u0648\u0627\u0644\u0631\u0646\u064a\u0646 \u0627\u0644\u0645\u063a\u0646\u0627\u0637\u064a\u0633\u064a.<\/li>\n<\/ul>\n<h3>3. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a Generative AI<\/h3>\n<p>\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u062c\u062f\u064a\u062f \u0648\u0623\u0635\u0644\u064a (\u0646\u0635\u060c \u0635\u0648\u0631\u060c \u0641\u064a\u062f\u064a\u0648\u060c \u0635\u0648\u062a) \u0644\u0645 \u064a\u0643\u0646 \u0645\u0648\u062c\u0648\u062f\u0627\u064b \u0645\u0646 \u0642\u0628\u0644.<\/p>\n<ul>\n<li>\u0627\u0644\u0635\u0648\u0631: \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 DALL-E \u0623\u0648 Midjourney \u062a\u0633\u062a\u062e\u062f\u0645 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 Diffusion Models \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0646\u0635\u064a\u0629 \u0625\u0644\u0649 \u0635\u0648\u0631 \u0641\u0646\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0635\u0648\u062a: \u062a\u0648\u0644\u064a\u062f \u0623\u0635\u0648\u0627\u062a \u0628\u0634\u0631\u064a\u0629 \u0637\u0628\u064a\u0639\u064a\u0629 \u0623\u0648 \u0625\u0646\u0634\u0627\u0621 \u0645\u0642\u0637\u0648\u0639\u0627\u062a \u0645\u0648\u0633\u064a\u0642\u064a\u0629 \u062c\u062f\u064a\u062f\u0629.<\/li>\n<li>\u0627\u0644\u0641\u064a\u062f\u064a\u0648: \u062a\u0648\u0644\u064a\u062f \u0645\u0642\u0627\u0637\u0639 \u0641\u064a\u062f\u064a\u0648 \u0645\u0646 \u0623\u0648\u0635\u0627\u0641 \u0646\u0635\u064a\u0629 \u0623\u0648 \u062a\u062d\u0631\u064a\u0643 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629.<\/li>\n<\/ul>\n<h3>4. \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629<\/h3>\n<ul>\n<li>\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a: \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 (\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629) \u0648\u0641\u064a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629 \u0644\u0644\u062a\u062e\u0637\u064a\u0637 \u0644\u0644\u0645\u0633\u0627\u0631 (\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632).<\/li>\n<li>\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629: \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u0632\u064a\u062c \u0645\u0639\u0642\u062f \u0645\u0646 CNNs \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u060c \u0648LSTMs \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0644\u062d\u0638\u064a\u0629.<\/li>\n<\/ul>\n<h2>\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u062a\u0637\u0648\u064a\u0631 \u0648\u0646\u0634\u0631 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<p>\u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u0648\u0646\u0634\u0631 \u0646\u0638\u0627\u0645 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u064a \u062f\u0648\u0631\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u062a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 MLOps.<\/p>\n<h3>1. \u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 (Data Preprocessing)<\/h3>\n<p>\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0647\u0644\u0627\u0643\u0627\u064b \u0644\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u0623\u0647\u0645.<\/p>\n<ul>\n<li>\u0627\u0644\u062a\u0646\u0638\u064a\u0641: \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u0643\u0631\u0631\u0629 \u0623\u0648 \u0627\u0644\u062a\u0627\u0644\u0641\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0627\u0644\u0645\u0643\u062a\u0645\u0644\u0629.<\/li>\n<li>\u0627\u0644\u062a\u062d\u0648\u064a\u0644: \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0646\u0635\u064a\u0629 \u0625\u0644\u0649 \u0645\u062a\u062c\u0647\u0627\u062a \u0631\u0642\u0645\u064a\u0629 Embedding \u064a\u0645\u0643\u0646 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u0647\u0645\u0647\u0627\u060c \u0623\u0648 \u062a\u063a\u064a\u064a\u0631 \u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0631\u0642\u0645\u064a\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0639\u0644\u064a\u0645 (\u0641\u064a \u062d\u0627\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641): \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u064a\u062f\u0648\u064a\u0627\u064b \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u064f\u0639\u0644\u0645\u0629.<\/li>\n<li>\u0627\u0644\u062a\u0642\u0633\u064a\u0645: \u062a\u0642\u0633\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0623\u062c\u0632\u0627\u0621: \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 Training Set\u060c \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 Validation Set\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 Test Set.<\/li>\n<\/ul>\n<h3>2. \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062a\u062d\u0633\u064a\u0646\u0647 (Training and Optimization)<\/h3>\n<ul>\n<li>\u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u062a\u0634\u063a\u064a\u0644 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0627\u0645\u064a \u0648\u0627\u0644\u062e\u0644\u0641\u064a \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631 (\u0639\u0628\u0631 \u0627\u0644\u0639\u0635\u0648\u0631 Epochs) \u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0648\u0632\u0627\u0646.<\/li>\n<li>\u0627\u0644\u062a\u062d\u0633\u064a\u0646 Hyperparameter Tuning: \u064a\u062a\u0645 \u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 (\u0645\u062b\u0644 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 Learning Rate\u060c \u0648\u062d\u062c\u0645 \u0627\u0644\u062f\u0641\u0639\u0629 Batch Size\u060c \u0648\u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a). \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0644\u0627 \u064a\u062a\u0639\u0644\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0644 \u064a\u062d\u062f\u062f\u0647\u0627 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n<li>\u062a\u062c\u0646\u0628 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u0645\u0644\u0627\u0621\u0645\u0629 Overfitting: \u0648\u0647\u064a \u0645\u0634\u0643\u0644\u0629 \u062a\u062d\u062f\u062b \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0639\u0644\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u062d\u0631\u0641\u064a\u0627\u064b\u060c \u0648\u064a\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0625\u0633\u0642\u0627\u0637 \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a Dropout \u0644\u0645\u0643\u0627\u0641\u062d\u0629 \u0630\u0644\u0643.<\/li>\n<\/ul>\n<h3>3. \u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 (Evaluation)<\/h3>\n<p>\u0628\u0639\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 Test Set \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<ul>\n<li>\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0635\u0646\u064a\u0641: \u0627\u0644\u062f\u0642\u0629 Accuracy\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 Recall\u060c \u0648\u0627\u0644\u062a\u062d\u062f\u064a\u062f Precision\u060c \u0648\u062f\u0631\u062c\u0629 F1.<\/li>\n<li>\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631: \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0637\u0644\u0642 Mean Absolute Error\u060c \u0648\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u062a\u0631\u0628\u064a\u0639\u064a \u0627\u0644\u062c\u0630\u0631\u064a Root Mean Squared Error.<\/li>\n<li>\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0644\u062a\u0628\u0627\u0633 Confusion Matrix: \u0623\u062f\u0627\u0629 \u0645\u0631\u0626\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u064a \u064a\u0631\u062a\u0643\u0628\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (\u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u062e\u0627\u0637\u0626 \u0644\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629).<\/li>\n<\/ul>\n<h3>4. \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c (Deployment) \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a<\/h3>\n<p>\u0628\u0639\u062f \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f\u060c \u064a\u062c\u0628 \u0646\u0634\u0631\u0647 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0645\u0644\u064a.<\/p>\n<ul>\n<li>\u0627\u0644\u0646\u0634\u0631 \u0639\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629: \u064a\u062a\u0645 \u062f\u0645\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a API \u064a\u0645\u0643\u0646 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0633\u062a\u062f\u0639\u0627\u0624\u0647\u0627 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a.<\/li>\n<li>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062d\u062f\u064a Edge AI: \u064a\u062a\u0645 \u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0628\u0627\u0634\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0647\u0627\u062a\u0641 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u060c \u0623\u0648 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627 \u0627\u0644\u0623\u0645\u0646\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u0631\u0648\u0628\u0648\u062a) \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u062a\u0635\u0627\u0644 \u0633\u062d\u0627\u0628\u064a. \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0632\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u064a\u062d\u0633\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629: \u0628\u0639\u062f \u0627\u0644\u0646\u0634\u0631\u060c \u064a\u062c\u0628 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0628\u062d\u062b\u0627\u064b \u0639\u0646 \u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c Model Drift\u060c \u0648\u0647\u0648 \u0627\u0646\u062e\u0641\u0627\u0636 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a \u0628\u0633\u0628\u0628 \u062a\u063a\u064a\u0631 \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0644\u0642\u0627\u0647\u0627.<\/li>\n<\/ul>\n<h2>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0627\u062a \u0648\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0647\u0627\u0626\u0644\u060c \u0644\u0627 \u064a\u0632\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0648\u0627\u062c\u0647 \u062a\u062d\u062f\u064a\u0627\u062a \u062a\u0642\u0646\u064a\u0629 \u0648\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0639\u0645\u064a\u0642\u0629.<\/p>\n<h3>1. \u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0648\u0627\u0644\u0639\u062f\u0627\u0644\u0629 (Bias and Fairness)<\/h3>\n<p>\u0627\u0644\u062a\u062d\u064a\u0632 \u0647\u0648 \u0627\u0644\u062a\u062d\u062f\u064a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a \u0627\u0644\u0623\u0628\u0631\u0632. \u0625\u0630\u0627 \u062a\u0645 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0639\u0643\u0633 \u062a\u062d\u064a\u0632\u0627\u062a \u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629 \u0623\u0648 \u062a\u0627\u0631\u064a\u062e\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0636\u062f \u0641\u0626\u0629 \u0645\u0639\u064a\u0646\u0629)\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0633\u064a\u062a\u0639\u0644\u0645 \u0647\u0630\u0627 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0648\u064a\u0637\u0628\u0642\u0647 \u0641\u064a \u0642\u0631\u0627\u0631\u0627\u062a\u0647\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u0639\u0627\u062f\u0644\u0629 \u0623\u0648 \u062a\u0645\u064a\u064a\u0632\u064a\u0629.<\/p>\n<ul>\n<li>\u0645\u062b\u0627\u0644: \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0642\u0644 \u062f\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0630\u0648\u064a \u0627\u0644\u0628\u0634\u0631\u0629 \u0627\u0644\u062f\u0627\u0643\u0646\u0629 \u0628\u0633\u0628\u0628 \u0642\u0644\u0629 \u062a\u0645\u062b\u064a\u0644\u0647\u0645 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629: \u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u062c\u0647\u062f\u0627\u064b \u0647\u0646\u062f\u0633\u064a\u0627\u064b \u0644\u0625\u0644\u063a\u0627\u0621 \u0627\u0644\u062a\u062d\u064a\u0632 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062c\u0647\u062f\u0627\u064b \u0645\u062c\u062a\u0645\u0639\u064a\u0627\u064b \u0644\u062a\u0637\u0648\u064a\u0631 \u0645\u0628\u0627\u062f\u0626 \u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0648\u0627\u0636\u062d\u0629.<\/li>\n<\/ul>\n<h3>2. \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0633\u064a\u0631 \u0648\u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 (Explainability and Transparency)<\/h3>\n<p>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u062e\u0627\u0635\u0629 \u0630\u0627\u062a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0639\u062f\u064a\u062f\u0629\u060c \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u0648\u0635\u0641 \u0628\u0623\u0646\u0647\u0627 \u0635\u0646\u0627\u062f\u064a\u0642 \u0633\u0648\u062f\u0627\u0621 Black Boxes. \u0642\u062f \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u062f\u0642\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0644\u0643\u0646 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062a\u062d\u062f\u064a\u062f \u0643\u064a\u0641 \u0648\u0635\u0644\u062a \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0628\u0624.<\/p>\n<ul>\n<li>\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u0641\u0633\u064a\u0631: \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0637\u0628 \u0648\u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0648\u0627\u0644\u062a\u0645\u0648\u064a\u0644\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0645\u0639\u0631\u0641\u0629 \u0633\u0628\u0628 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631 \u0645\u0639\u064a\u0646.<\/li>\n<li>\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0641\u0633\u064a\u0631: \u0638\u0647\u0631 \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 Explainable AI \u0623\u0648 XAI \u0644\u062a\u0637\u0648\u064a\u0631 \u0623\u062f\u0648\u0627\u062a \u062a\u0633\u0645\u062d \u0628\u0641\u0647\u0645 \u0645\u0646\u0637\u0642 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0645\u062b\u0644 \u062a\u062d\u062f\u064a\u062f \u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0623\u062b\u064a\u0631\u0627\u064b \u0641\u064a \u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u0635\u0646\u064a\u0641.<\/li>\n<\/ul>\n<h3>3. \u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0648\u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/h3>\n<p>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0648\u0627\u062c\u0647 \u062a\u062d\u062f\u064a\u0627\u062a \u0623\u0645\u0646\u064a\u0629 \u062c\u062f\u064a\u062f\u0629:<\/p>\n<ul>\n<li>\u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0639\u062f\u0627\u0626\u064a\u0629 Adversarial Attacks: \u0625\u062f\u062e\u0627\u0644 \u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0637\u0641\u064a\u0641\u0629 (\u0644\u0627 \u064a\u0645\u0643\u0646 \u0645\u0644\u0627\u062d\u0638\u062a\u0647\u0627 \u0628\u0634\u0631\u064a\u0627\u064b) \u0639\u0644\u0649 \u0635\u0648\u0631\u0629 \u0623\u0648 \u0645\u062f\u062e\u0644 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0631\u062a\u0643\u0628 \u062e\u0637\u0623 \u0641\u0627\u062f\u062d\u0627\u064b (\u0645\u062b\u0644 \u062a\u063a\u064a\u064a\u0631 \u0625\u0634\u0627\u0631\u0629 \u062a\u0648\u0642\u0641 \u0625\u0644\u0649 \u0625\u0634\u0627\u0631\u0629 \u0645\u0631\u0648\u0631).<\/li>\n<li>\u0627\u0644\u062a\u0632\u064a\u064a\u0641 \u0627\u0644\u0639\u0645\u064a\u0642 Deepfakes: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0635\u0648\u062a\u064a \u0623\u0648 \u0645\u0631\u0626\u064a \u0645\u0632\u064a\u0641 \u0648\u0645\u0642\u0646\u0639 \u0644\u0644\u063a\u0627\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0634\u0643\u0644 \u062a\u0647\u062f\u064a\u062f\u0627\u064b \u0644\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0645\u0635\u062f\u0627\u0642\u064a\u0629.<\/li>\n<\/ul>\n<h3>4. \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0645 AGI: \u0627\u0644\u062d\u0644\u0645 \u0627\u0644\u0642\u0627\u062f\u0645<\/h3>\n<p>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0645 \u0647\u0648 \u0627\u0644\u0647\u062f\u0641 \u0627\u0644\u0646\u0647\u0627\u0626\u064a \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0627\u0644\u0633\u0639\u064a \u0625\u0644\u064a\u0647. \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0643\u0644 \u0645\u0627 \u0646\u0645\u0644\u0643\u0647 \u0647\u0648 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0636\u064a\u0642\u060c \u0645\u0645\u062a\u0627\u0632 \u0641\u064a \u0645\u0647\u0645\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<ul>\n<li>\u0627\u0644\u062a\u062d\u062f\u064a: \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0645\u0647\u0645\u0629 \u0648\u0627\u062d\u062f\u0629 \u0625\u0644\u0649 \u0646\u0638\u0627\u0645 \u064a\u0645\u062a\u0644\u0643 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0633\u0644\u064a\u0645 Common Sense\u060c \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u060c \u0648\u0627\u0644\u0648\u0639\u064a \u0627\u0644\u0630\u0627\u062a\u064a \u0647\u0648 \u0642\u0641\u0632\u0629 \u0646\u0648\u0639\u064a\u0629 \u0644\u0645 \u062a\u062a\u062d\u0642\u0642 \u0628\u0639\u062f. \u064a\u062a\u0637\u0644\u0628 \u0647\u0630\u0627 \u0641\u0647\u0645\u0627\u064b \u0623\u0639\u0645\u0642 \u0628\u0643\u062b\u064a\u0631 \u0644\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0634\u0631\u064a.<\/li>\n<\/ul>\n<h2>\u062a\u0634\u0643\u064a\u0644 \u0645\u0633\u062a\u0642\u0628\u0644\u0646\u0627 \u0627\u0644\u0631\u0642\u0645\u064a<\/h2>\n<p>\u0644\u0642\u062f \u0643\u0634\u0641\u0646\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0645\u0643\u062b\u0641 \u0639\u0646 \u0627\u0644\u0622\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0639\u0645\u0644\u060c \u0628\u062f\u0621\u0627\u064b \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u0644\u0646\u064a\u0648\u0631\u0648\u0646\u0627\u062a \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u0629\u060c \u0645\u0631\u0648\u0631\u0627\u064b \u0628\u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 (\u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u0648\u0627\u0644\u0645\u0639\u0632\u0632)\u060c \u0648\u0635\u0648\u0644\u0627\u064b \u0625\u0644\u0649 \u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629.<\/p>\n<p>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u064a\u0633 \u0633\u062d\u0631\u0627\u064b\u060c \u0628\u0644 \u0647\u0648 \u0646\u062a\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0647\u0627\u0626\u0644\u0629 \u0648\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u063a\u064a\u0631 \u0627\u0644\u0645\u0633\u0628\u0648\u0642\u0629. \u0625\u0646 \u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0647\u0648 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0641\u0639\u0627\u0644\u064a\u0629 \u0648\u0645\u0633\u0624\u0648\u0644\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062d\u0630\u0631 \u0645\u0646 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062d\u064a\u0627\u0632 \u0648\u0627\u0644\u062d\u0627\u062c\u0629 \u0627\u0644\u0645\u0644\u062d\u0629 \u0625\u0644\u0649 \u0627\u0644\u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631. \u0646\u062d\u0646 \u0641\u064a \u0628\u062f\u0627\u064a\u0629 \u0639\u0635\u0631 \u062c\u062f\u064a\u062f\u060c \u0648\u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0623\u0646 \u062a\u0643\u0648\u0646 \u0631\u062d\u0644\u062a\u0646\u0627 \u0646\u062d\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0639\u0627\u0645 \u0631\u062d\u0644\u0629 \u0648\u0627\u0639\u064a\u0629 \u0648\u0645\u0648\u062c\u0647\u0629 \u0646\u062d\u0648 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0641\u0627\u0626\u062f\u0629 \u0644\u0644\u0628\u0634\u0631\u064a\u0629 \u062c\u0645\u0639\u0627\u0621.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u062f\u0644\u064a\u0644 \u062a\u0641\u0635\u064a\u0644\u064a \u0634\u0627\u0645\u0644 \u0641\u0643 \u0634\u0641\u0631\u0629 \u0627\u0644\u0639\u0642\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0647\u0648 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062f\u0627\u0641\u0639\u0629 \u0648\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a \u0627\u0644\u0623\u0643\u0628\u0631 \u0641\u064a \u0639\u0635\u0631\u0646\u0627. \u0625\u0646\u0647 \u0644\u064a\u0633 \u0645\u062c\u0631\u062f&#8230;<\/p>\n","protected":false},"author":21,"featured_media":139624,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"default","_kad_post_title":"default","_kad_post_layout":"default","_kad_post_sidebar_id":"","_kad_post_content_style":"default","_kad_post_vertical_padding":"default","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[72],"tags":[2530,4417,4907,4908,4910,4912,4909,4911,4913,4914],"class_list":["post-139623","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-72","tag-2530","tag-4417","tag-4907","tag-4908","tag-4910","tag-4912","tag-4909","tag-4911","tag-4913","tag-4914"],"_links":{"self":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts\/139623","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/comments?post=139623"}],"version-history":[{"count":1,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts\/139623\/revisions"}],"predecessor-version":[{"id":139625,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/posts\/139623\/revisions\/139625"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/media\/139624"}],"wp:attachment":[{"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/media?parent=139623"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/categories?post=139623"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.info\/blog\/wp-json\/wp\/v2\/tags?post=139623"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}