{"id":123099,"date":"2025-08-28T17:14:03","date_gmt":"2025-08-28T17:14:03","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-%d8%b2%d8%a8%d8%a7%d9%86-%d8%a8%d8%b2%d8%b1%da%af-%d8%a8%d8%a7-%d8%aa\/"},"modified":"2025-08-28T17:14:14","modified_gmt":"2025-08-28T17:14:14","slug":"%d8%af%d9%88%d8%b1%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-%d8%b2%d8%a8%d8%a7%d9%86-%d8%a8%d8%b2%d8%b1%da%af-%d8%a8%d8%a7-%d8%aa","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-%d8%b2%d8%a8%d8%a7%d9%86-%d8%a8%d8%b2%d8%b1%da%af-%d8%a8%d8%a7-%d8%aa\/","title":{"rendered":"\u062f\u0648\u0631\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0627 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06cc Hugging Face \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB"},"content":{"rendered":"\n\n\n\n\n\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/th>\n Udemy – 2025 Fine Tuning LLM with Hugging Face Transformers for NLP 2024-12 – <\/td>\n<\/tr>\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc<\/th>\n\u062f\u0648\u0631\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0627 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06cc Hugging Face \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/td>\n<\/tr>\n
\u0632\u0628\u0627\u0646<\/th>\n\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0627 \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n
\u0646\u0648\u0639 \u0645\u062d\u0635\u0648\u0644<\/th>\n\u0622\u0645\u0648\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/td>\n<\/tr>\n
\u0646\u062d\u0648\u0647 \u062a\u062d\u0648\u06cc\u0644<\/th>\n\u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc<\/td>\n<\/tr>\n<\/table>\n
\r\n

\ud83c\udf93 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 <\/h2>\r\n
    \r\n
  • \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639<\/li>\r\n
  • \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0631\u0648\u06cc \u0641\u0644\u0634 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/strong><\/li>\r\n
  • \u0622\u0645\u0627\u062f\u0647 \u0627\u0631\u0633\u0627\u0644 \u0641\u0648\u0631\u06cc \u0628\u0647 \u0633\u0631\u0627\u0633\u0631 \u06a9\u0634\u0648\u0631<\/li>\r\n\r\n <\/ul>\r\n

    \r\n \ud83d\udcda \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u2014 \u0641\u0631\u0635\u062a \u0631\u0634\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647!\r\n <\/p>\r\n\t\r\n\t

    \r\n \u062c\u0647\u062a \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0633\u0641\u0627\u0631\u0634\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 09395106248<\/strong> \u06cc\u0627 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645\u06cc @ma_limbs<\/strong> \u062f\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627\u0634\u06cc\u062f.\r\n <\/p>\r\n<\/div>\n

    \n

    \u062f\u0648\u0631\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0627 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06cc Hugging Face \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/h1>\n

    \u0645\u0639\u0631\u0641\u06cc \u062f\u0648\u0631\u0647<\/h2>\n
    \n

    \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc “\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0627 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06cc Hugging Face \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc” \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0632\u0628\u0627\u0646\u06cc \u0645\u0647\u0627\u0631\u062a \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u0644 2025 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Hugging Face Transformers\u060c \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f. \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u0648 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

    \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0631\u062a\u0642\u0627\u06cc \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0632\u0628\u0627\u0646\u06cc \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f. \u062a\u0645\u0631\u06a9\u0632 \u0627\u0635\u0644\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631 \u0631\u0648\u06cc \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627 \u0627\u0633\u062a \u062a\u0627 \u0634\u0645\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f.<\/p>\n<\/div>\n

    \u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a<\/h2>\n
    \n

    \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f:<\/p>\n

      \n
    • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af:<\/b> \u062f\u0631\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LLM.<\/li>\n
    • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Hugging Face Transformers:<\/b> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062d\u0648\u0647 \u0646\u0635\u0628\u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f.<\/li>\n
    • \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627:<\/b> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646\u060c \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc.<\/li>\n
    • \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647\u200c\u0634\u062f\u0647:<\/b> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LLM \u0645\u0648\u062c\u0648\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635.<\/li>\n
    • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642:<\/b> \u0622\u0645\u0648\u0632\u0634 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Fine-tuning\u060c Prompt Engineering \u0648 Adapter Tuning.<\/li>\n
    • \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627:<\/b> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062d\u0648\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u06cc\u06a9\u062f\u06cc\u06af\u0631.<\/li>\n
    • \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627:<\/b> \u0622\u0645\u0648\u0632\u0634 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641.<\/li>\n
    • \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627:<\/b> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062d\u062c\u0645 \u0645\u062f\u0644\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639.<\/li>\n
    • \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc:<\/b> \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u062b\u0628\u06cc\u062a \u062f\u0627\u0646\u0634 \u0648 \u06a9\u0633\u0628 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc.<\/li>\n<\/ul>\n

      \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0634\u0645\u0627 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 BERT \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 \u062e\u0627\u0635 \u0645\u0627\u0646\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a (Sentiment Analysis) \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06a9\u0646\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 Prompt Engineering \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc GPT \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a.<\/p>\n<\/div>\n

      \u0645\u0632\u0627\u06cc\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647<\/h2>\n
      \n

      \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a:<\/p>\n

        \n
      • \u06a9\u0633\u0628 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc:<\/b> \u0634\u0645\u0627 \u0628\u0647 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LLM \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Hugging Face Transformers \u0645\u0633\u0644\u0637 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f.<\/li>\n
      • \u0627\u0641\u0632\u0627\u06cc\u0634 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc:<\/b> \u0645\u062a\u062e\u0635\u0635\u0627\u0646 NLP \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062a\u0642\u0627\u0636\u0627\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f \u0648 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u06cc\u0627\u0641\u062a\u0646 \u0634\u063a\u0644 \u0645\u0646\u0627\u0633\u0628 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/li>\n
      • \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc:<\/b> \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 NLP \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
      • \u0628\u0647\u200c\u0631\u0648\u0632 \u0628\u0648\u062f\u0646 \u0628\u0627 \u0622\u062e\u0631\u06cc\u0646 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627:<\/b> \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0622\u062e\u0631\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627 \u0648 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u062d\u0648\u0632\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n
      • \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646:<\/b> \u0627\u0631\u0627\u0626\u0647 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc\u060c \u0627\u0645\u06a9\u0627\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n

        \u0628\u0627 \u0627\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u060c \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0645\u0648\u0641\u0642\u06cc\u062a \u0628\u0631\u0633\u06cc\u062f.<\/p>\n<\/div>\n

        \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062f\u0648\u0631\u0647<\/h2>\n
        \n

        \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0627\u0646\u0634 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/p>\n

          \n
        • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646:<\/b> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0631\u062a\u0628\u0637.<\/li>\n
        • \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646:<\/b> \u062a\u0633\u0644\u0637 \u0628\u0631 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637.<\/li>\n
        • \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc:<\/b> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 NLP \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0631\u062f\u0646\u060c \u0631\u06cc\u0634\u0647\u200c\u06cc\u0627\u0628\u06cc \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u0632\u0646\u06cc.<\/li>\n
        • \u062c\u0628\u0631 \u062e\u0637\u06cc \u0648 \u062d\u0633\u0627\u0628 \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u0648 \u0627\u0646\u062a\u06af\u0631\u0627\u0644:<\/b> \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642.<\/li>\n<\/ul>\n

          \u0627\u06af\u0631 \u0628\u0627 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u062f\u0648\u0631\u0647\u060c \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647\u060c \u0645\u0646\u0627\u0628\u0639 \u062a\u06a9\u0645\u06cc\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u06af\u0631\u0641\u062a.<\/p>\n<\/div>\n

          \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0648\u0631\u0647<\/h2>\n
          \n

          \u062f\u0648\u0631\u0647 “\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0627 \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627\u06cc Hugging Face” \u0634\u0627\u0645\u0644 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062c\u0627\u0645\u0639 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627 \u0627\u0634\u0627\u0631\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n

            \n
          1. \u0628\u062e\u0634 \u0627\u0648\u0644: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0648 Hugging Face Transformers<\/b>\n
              \n
            • \u0645\u0639\u0631\u0641\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LLM (\u0645\u0627\u0646\u0646\u062f BERT\u060c GPT\u060c RoBERTa)<\/li>\n
            • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Hugging Face Transformers \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0622\u0646<\/li>\n
            • \u0646\u0635\u0628 \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/li>\n<\/ul>\n<\/li>\n
            • \u0628\u062e\u0634 \u062f\u0648\u0645: \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/b>\n
                \n
              • \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u0646\u0631\u0645\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/li>\n
              • \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u0646 \u0628\u0647 \u0627\u0639\u062f\u0627\u062f<\/li>\n
              • \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/li>\n<\/ul>\n<\/li>\n
              • \u0628\u062e\u0634 \u0633\u0648\u0645: \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647\u200c\u0634\u062f\u0647<\/b>\n
                  \n
                • \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u0645\u0648\u0631\u062f \u0646\u0638\u0631<\/li>\n
                • \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0627\u0632 Hugging Face Model Hub<\/li>\n
                • \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644<\/li>\n
                • \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635<\/li>\n<\/ul>\n<\/li>\n
                • \u0628\u062e\u0634 \u0686\u0647\u0627\u0631\u0645: \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<\/b>\n
                    \n
                  • Fine-tuning<\/li>\n
                  • Prompt Engineering<\/li>\n
                  • Adapter Tuning<\/li>\n
                  • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc regulariztion<\/li>\n<\/ul>\n<\/li>\n
                  • \u0628\u062e\u0634 \u067e\u0646\u062c\u0645: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062f\u0644\u200c\u0647\u0627<\/b>\n
                      \n
                    • \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 (\u0645\u0627\u0646\u0646\u062f \u062f\u0642\u062a\u060c recall\u060c F1-score)<\/li>\n
                    • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc Hugging Face<\/li>\n
                    • \u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/li>\n<\/ul>\n<\/li>\n
                    • \u0628\u062e\u0634 \u0634\u0634\u0645: \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627<\/b>\n
                        \n
                      • \u0630\u062e\u06cc\u0631\u0647 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647\u200c\u0634\u062f\u0647<\/li>\n
                      • \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (\u0645\u0627\u0646\u0646\u062f local\u060c cloud)<\/li>\n
                      • \u0627\u06cc\u062c\u0627\u062f API \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062f\u0644<\/li>\n<\/ul>\n<\/li>\n
                      • \u0628\u062e\u0634 \u0647\u0641\u062a\u0645: \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc<\/b>\n
                          \n
                        • \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a (Sentiment Analysis)<\/li>\n
                        • \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646 (Text Summarization)<\/li>\n
                        • \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 (Text Generation)<\/li>\n
                        • \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a (Question Answering)<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n

                          \u0647\u0631 \u0628\u062e\u0634 \u0634\u0627\u0645\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u062a\u0626\u0648\u0631\u06cc\u060c \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0645\u0633\u0644\u0637 \u0634\u0648\u06cc\u062f. \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f \u0648 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/div>\n

                          \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/h2>\n
                          \n

                          \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u0627\u062f\u0647\u200c\u0634\u062f\u0647\u060c \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644:<\/p>\n

                            \n
                          • \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a:<\/b> \u0634\u0645\u0627 \u06cc\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u062f \u06af\u0631\u0641\u062a \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 BERT \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0646\u0638\u0631\u0627\u062a \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u060c \u0628\u0631\u0631\u0633\u06cc \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0631\u0646\u062f\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/li>\n
                          • \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0646:<\/b> \u0634\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Transformer\u060c \u0631\u0648\u0634 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062a\u0648\u0646 \u0637\u0648\u0644\u0627\u0646\u06cc \u0631\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a. \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0644\u0627\u0635\u0647 \u0645\u0642\u0627\u0644\u0627\u062a \u0639\u0644\u0645\u06cc\u060c \u0627\u062e\u0628\u0627\u0631 \u0648 \u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f.<\/li>\n
                          • \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646:<\/b> \u0634\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc GPT\u060c \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062a\u0628\u0644\u06cc\u063a\u0627\u062a\u06cc\u060c \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u0633\u062a\u0627\u0646 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0686\u062a\u200c\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0628\u0647 \u06a9\u0627\u0631 \u0631\u0648\u062f.<\/li>\n<\/ul>\n

                            \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0631\u0632\u0634 \u0627\u0641\u0632\u0648\u062f\u0647\u200c\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"

                            \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Udemy – 2025 Fine Tuning LLM with Hugging Face Transformers for NLP 2024-12 – \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 […]<\/p>\n","protected":false},"featured_media":113382,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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