{"id":2983,"date":"2026-07-07T01:04:54","date_gmt":"2026-07-07T00:04:54","guid":{"rendered":"https:\/\/saiftech.me\/?p=2983"},"modified":"2026-07-07T01:05:54","modified_gmt":"2026-07-07T00:05:54","slug":"learn-generative-ai-roadmap-2026","status":"publish","type":"post","link":"https:\/\/saiftech.me\/ar\/learn-generative-ai-roadmap-2026\/","title":{"rendered":"\u0643\u064a\u0641 \u062a\u0628\u062f\u0623 \u0641\u064a \u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0641\u064a 2026\u061f (\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642)"},"content":{"rendered":"
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\"\u0643\u064a\u0641<\/a><\/h1>\n<\/div>\n
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\u0641\u064a \u0639\u0627\u0645 2026\u060c \u0644\u0645 \u064a\u0639\u062f \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) \u0645\u062c\u0631\u062f \u0645\u0635\u0637\u0644\u062d \u062a\u0642\u0646\u064a \u064a\u062a\u0631\u062f\u062f \u0641\u064a \u0627\u0644\u0645\u0624\u062a\u0645\u0631\u0627\u062a\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0642\u0648\u0629 \u062f\u0627\u0641\u0639\u0629 \u062a\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0646 \u0627\u0644\u0641\u0646 \u0648\u0627\u0644\u0645\u0648\u0633\u064a\u0642\u0649 \u0625\u0644\u0649 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0634\u0639\u0631 \u0623\u0646\u0643 \u0641\u0627\u062a\u0643 \u0627\u0644\u0642\u0637\u0627\u0631\u060c \u0641\u062f\u0639\u0646\u064a \u0623\u062e\u0628\u0631\u0643 \u0623\u0646\u0643 \u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0635\u062d\u064a\u062d \u062a\u0645\u0627\u0645\u0627\u064b. \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0645\u0646 <\/span><\/span>\u0633\u064a\u0641 \u062a\u064a\u0643 (SaifTech)<\/span><\/span> \u0647\u0648 \u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642\u0643 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0644\u0644\u063a\u0648\u0635 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u060c \u0628\u062f\u0621\u0627\u064b \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0648\u0635\u0648\u0644\u0627\u064b \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639\u0643 \u0627\u0644\u062e\u0627\u0635\u0629.<\/span><\/span><\/div>\n<\/div>\n
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\u0647\u0630\u0627 \u0627\u0644\u0623\u062e\u064a\u0631 \u0647\u0648 \u0641\u0631\u0639 \u0645\u0646 \u0641\u0631\u0648\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u062c\u062f\u064a\u062f \u0648\u0623\u0635\u0644\u064a\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062c\u0631\u062f \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629. \u062a\u062e\u064a\u0644 \u0623\u0646 \u0644\u062f\u064a\u0643 \u0622\u0644\u0629 \u064a\u0645\u0643\u0646\u0647\u0627 \u0643\u062a\u0627\u0628\u0629 \u0642\u0635\u0635\u060c \u0631\u0633\u0645 \u0644\u0648\u062d\u0627\u062a\u060c \u062a\u0623\u0644\u064a\u0641 \u0645\u0648\u0633\u064a\u0642\u0649\u060c \u0623\u0648 \u062d\u062a\u0649 \u062a\u0635\u0645\u064a\u0645 \u0623\u0643\u0648\u0627\u062f \u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0648\u0635\u0641 \u0628\u0633\u064a\u0637 \u0645\u0646\u0643. \u0647\u0630\u0627 \u0647\u0648 \u062c\u0648\u0647\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u060c \u0648\u0647\u0648 \u0645\u0627 \u0633\u0646\u0633\u062a\u0643\u0634\u0641\u0647 \u0645\u0639\u0627\u064b.<\/span><\/span><\/div>\n<\/div>\n
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1. \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a: \u0645\u0646 \u0623\u064a\u0646 \u062a\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643\u061f<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0642\u0628\u0644 \u0623\u0646 \u062a\u0634\u0631\u0639 \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0623\u0646 \u062a\u0641\u0647\u0645 \u0627\u0644\u0644\u0628\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0642\u0648\u0645 \u0639\u0644\u064a\u0647\u0627 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a. \u0647\u0630\u0627 \u0644\u0627 \u064a\u0639\u0646\u064a \u0623\u0646 \u062a\u0635\u0628\u062d \u0639\u0627\u0644\u0645\u0627\u064b \u0641\u064a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a\u060c \u0628\u0644 \u0623\u0646 \u062a\u0643\u062a\u0633\u0628 \u0641\u0647\u0645\u0627\u064b \u0643\u0627\u0641\u064a\u0627\u064b \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0633\u062a\u0645\u0643\u0646\u0643 \u0645\u0646 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a. \u0627\u0628\u062f\u0623 \u0628\u0641\u0647\u0645 \u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning) \u0628\u0634\u0643\u0644 \u0639\u0627\u0645\u060c \u0648\u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0646\u0645\u0627\u0630\u062c\u0647 \u0639\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0631\u0643\u0632 \u0639\u0644\u0649 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (Neural Networks)\u060c \u0648\u0643\u064a\u0641 \u062a\u062a\u0639\u0644\u0645 \u0647\u0630\u0647 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0644\u0627 \u062a\u0642\u0644\u0642 \u0628\u0634\u0623\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0641\u0627\u0644\u0645\u0647\u0645 \u0647\u0648 \u0628\u0646\u0627\u0621 \u0642\u0627\u0639\u062f\u0629 \u0645\u0639\u0631\u0641\u064a\u0629 \u0635\u0644\u0628\u0629.<\/span><\/span><\/div>\n<\/div>\n
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\u0645\u0641\u0627\u0647\u064a\u0645 \u0623\u0633\u0627\u0633\u064a\u0629 \u064a\u062c\u0628 \u0625\u062a\u0642\u0627\u0646\u0647\u0627:<\/span><\/span><\/h3>\n<\/div>\n
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\u2022<\/span><\/span>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning):<\/span><\/span> <\/span><\/div>\n
\u0641\u0647\u0645 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u060c \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u060c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632) \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0641\u064a \u0633\u064a\u0627\u0642\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0647\u0630\u0627 \u0633\u064a\u0645\u0646\u062d\u0643 \u0645\u0646\u0638\u0648\u0631\u0627\u064b \u0623\u0648\u0633\u0639 \u062d\u0648\u0644 \u0645\u0643\u0627\u0646\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0636\u0645\u0646 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0639\u0627\u0645 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/span><\/span><\/span><\/div>\n<\/div>\n
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\u2022<\/span><\/span>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (Neural Networks):<\/span><\/span> <\/span><\/div>\n
\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a (Layers)\u060c \u0627\u0644\u062e\u0644\u0627\u064a\u0627 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (Neurons)\u060c \u0648\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 (Activation Functions). \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0639\u0642\u0648\u0644 \u0627\u0644\u0645\u062f\u0628\u0631\u0629 \u0648\u0631\u0627\u0621 \u0642\u062f\u0631\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649.<\/span><\/span><\/span><\/div>\n<\/div>\n
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\u2022<\/span><\/span>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning):<\/span><\/span> <\/span><\/div>\n
\u0627\u0633\u062a\u0643\u0634\u0641 \u0643\u064a\u0641 \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0647\u0630\u0627 \u0627\u0644\u0645\u0641\u0647\u0648\u0645 \u062d\u064a\u0648\u064a \u0644\u0641\u0647\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
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2. \u0627\u0644\u063a\u0648\u0635 \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629: \u0623\u0646\u0648\u0627\u0639\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627<\/span><\/span><\/h2>\n<\/div>\n
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\u0628\u0645\u062c\u0631\u062f \u0623\u0646 \u062a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u062e\u0644\u0641\u064a\u0629 \u0642\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0646\u0641\u0633\u0647\u0627. \u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0623\u0646\u0648\u0627\u0639 \u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u0635\u0645\u0645 \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u0646\u0648\u0627\u0639 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649. \u0641\u0647\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0633\u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0625\u0646\u062c\u0627\u0632\u0647\u0627\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u0643\u062a\u0627\u0628\u0629 \u0646\u0635\u0648\u0635\u060c \u062a\u0648\u0644\u064a\u062f \u0635\u0648\u0631\u060c \u0623\u0648 \u062d\u062a\u0649 \u0625\u0646\u0634\u0627\u0621 \u0645\u0642\u0627\u0637\u0639 \u0641\u064a\u062f\u064a\u0648.<\/span><\/span><\/div>\n<\/div>\n
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\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629:<\/span><\/span><\/h3>\n<\/div>\n
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\u2022<\/span><\/span>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 (GANs – Generative Adversarial Networks):<\/span><\/span> <\/span><\/div>\n
\u0647\u0630\u0647 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u062a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0634\u0628\u0643\u062a\u064a\u0646 \u0639\u0635\u0628\u064a\u062a\u064a\u0646 \u062a\u062a\u0646\u0627\u0641\u0633\u0627\u0646 \u0636\u062f \u0628\u0639\u0636\u0647\u0645\u0627 \u0627\u0644\u0628\u0639\u0636, \u0648\u0627\u062d\u062f\u0629 \u062a\u0648\u0644\u062f \u0628\u064a\u0627\u0646\u0627\u062a (\u0645\u062b\u0644 \u0627\u0644\u0635\u0648\u0631) \u0648\u0627\u0644\u0623\u062e\u0631\u0649 \u062a\u062d\u0627\u0648\u0644 \u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0644\u062f\u0629. \u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u062b\u0648\u0631\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0648\u062a\u063a\u064a\u064a\u0631 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0635\u0648\u0631.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0634\u0641\u0631\u0627\u062a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0629 (VAEs – Variational Autoencoders):<\/span><\/span> <\/span><\/div>\n
\u062a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u062a\u0639\u0644\u0645 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0645\u0636\u063a\u0648\u0637\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Latent Space) \u062b\u0645 \u062a\u0648\u0644\u064a\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0641\u0636\u0627\u0621. \u0647\u064a \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u062a\u0646\u0648\u0639.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (Transformers):<\/span><\/span> <\/span><\/div>\n
\u0647<\/span><\/span><\/span>\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0645\u0639\u0638\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u062b\u0644 GPT-3 \u0648 GPT-4. \u062a\u062a\u0645\u064a\u0632 \u0628\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0637\u0648\u064a\u0644 \u0648\u0625\u0646\u0634\u0627\u0621 \u0646\u0635\u0648\u0635 \u0645\u062a\u0645\u0627\u0633\u0643\u0629 \u0648\u0630\u0627\u062a \u0645\u0639\u0646\u0649. \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0647\u064a \u0642\u0644\u0628 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 (Diffusion Models):<\/span><\/span> <\/span><\/div>\n
\u0623\u062d\u062f\u062b\u062a \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0637\u0641\u0631\u0629 \u0647\u0627\u0626\u0644\u0629 \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0645\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 (Text-to-Image)\u060c \u0645\u062b\u0644 DALL-E \u0648 Midjourney. \u062a\u0639\u0645\u0644 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0636\u0627\u0641\u0629 \u0636\u0648\u0636\u0627\u0621 \u062a\u062f\u0631\u064a\u062c\u064a\u0627\u064b \u0625\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u062b\u0645 \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0632\u0627\u0644\u0629 \u0647\u0630\u0647 \u0627\u0644\u0636\u0648\u0636\u0627\u0621 \u0644\u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629 \u062a\u0645\u0627\u0645\u0627\u064b.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\n
<\/div>\n<\/div>\n
<\/div>\n<\/div>\n
\n

3. \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (Prompt Engineering)<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0644\u0627 \u064a\u0645\u0643\u0646\u0643 \u0623\u0646 \u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631\u0627\u064b \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u062f\u0648\u0646 \u0625\u062a\u0642\u0627\u0646 \u0628\u0639\u0636 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0623\u064a \u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 \u0623\u0635\u0628\u062d\u062a \u0645\u0647\u0627\u0631\u0629 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0641\u0639\u0627\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062c\u0627\u0647\u0632\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629:<\/span><\/span><\/h3>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 (Python):<\/span><\/span> <\/span><\/div>\n
\u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u0627\u064b \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u0639\u0644\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062b\u0645 \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 NumPy\u060c Pandas\u060c \u0648 Matplotlib \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0635\u0648\u0631\u0647\u0627. \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0633\u062a\u0643\u0648\u0646 \u0623\u062f\u0648\u0627\u062a\u0643 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 (Deep Learning Libraries):<\/span><\/span><\/span><\/div>\n
\u0623\u062a\u0642\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u062d\u062f\u0649 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u062b\u0644 TensorFlow \u0623\u0648 PyTorch. \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u062a\u0648\u0641\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u062b\u0645 \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (Prompt Engineering):<\/span><\/span><\/span><\/div>\n
\u0647\u0630\u0647 \u0645\u0647\u0627\u0631\u0629 \u062c\u062f\u064a\u062f\u0629 \u0648\u062d\u064a\u0648\u064a\u0629. \u062a\u0639\u0646\u064a \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (Prompts) \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629. \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0623\u0645\u062b\u0644\u0629\u060c \u0648\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0628\u062f\u0642\u0629. \u0647\u0630\u0627 \u0633\u064a\u062c\u0639\u0644 \u062a\u0641\u0627\u0639\u0644\u0643 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u0643\u062b\u0631 \u0625\u0646\u062a\u0627\u062c\u064a\u0629.\u00a0\u0644\u0643\u0646 \u062a\u0630\u0643\u0631 \u0623\u0646 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0639\u0644\u0649 \u0647\u0627\u062a\u0641\u0643 \u064a\u0633\u062a\u0647\u0644\u0643 \u0637\u0627\u0642\u0629 \u0643\u0628\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u060c \u0644\u0630\u0627 \u0646\u0646\u0635\u062d\u0643 \u0628\u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u062f\u0644\u064a\u0644\u0646\u0627 \u062d\u0648\u0644 \u062e\u0641\u0627\u064a\u0627 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0641\u064a 2026<\/a><\/strong> <\/span>\u0644\u0636\u0645\u0627\u0646 \u0628\u0642\u0627\u0621 \u0647\u0627\u062a\u0641\u0643 \u0645\u0634\u062d\u0648\u0646\u0627\u064b \u0623\u062b\u0646\u0627\u0621 \u062a\u062c\u0627\u0631\u0628\u0643 \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
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\"\u0643\u064a\u0641<\/a><\/div>\n<\/div>\n
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4. \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629: \u0623\u064a\u0646 \u062a\u062a\u0639\u0644\u0645\u061f<\/span><\/span><\/h2>\n<\/div>\n
<\/div>\n
\n
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\n
\u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0631\u0642\u0645\u064a \u0645\u0644\u064a\u0621 \u0628\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629\u060c \u0648\u0644\u0643\u0646 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0648\u0641\u0631 \u0639\u0644\u064a\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0648\u0627\u0644\u062c\u0647\u062f. \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0627\u0644\u0645\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0642\u0648\u064a\u0629\u060c \u062b\u0645 \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u062c\u062a\u0645\u0639\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/div>\n<\/div>\n
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\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0635\u0627\u062f\u0631<\/span><\/h3>\n<\/div>\n