{"id":108398,"date":"2025-06-06T07:43:32","date_gmt":"2025-06-06T07:43:32","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af-%d8%af%d9%88%d8%b1%d9%87-%d8%af%d9%88%d8%b1%d9%87-%d8%aa%d8%ae%d8%b5%d8%b5%db%8c-%d8%b9%d9%85%d9%84%db%8c%d8%a7%d8%aa-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c\/"},"modified":"2025-06-06T07:43:34","modified_gmt":"2025-06-06T07:43:34","slug":"%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af-%d8%af%d9%88%d8%b1%d9%87-%d8%af%d9%88%d8%b1%d9%87-%d8%aa%d8%ae%d8%b5%d8%b5%db%8c-%d8%b9%d9%85%d9%84%db%8c%d8%a7%d8%aa-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af-%d8%af%d9%88%d8%b1%d9%87-%d8%af%d9%88%d8%b1%d9%87-%d8%aa%d8%ae%d8%b5%d8%b5%db%8c-%d8%b9%d9%85%d9%84%db%8c%d8%a7%d8%aa-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c\/","title":{"rendered":"\u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0648\u0631\u0647 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLMOps)"},"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\u062f\u0627\u0646\u0644\u0648\u062f Coursera – Large Language Model Operations (LLMOps) Specialization 2024-4 – \u062f\u0627\u0646\u0644\u0648\u062f \u0631\u0627\u06cc\u06af\u0627\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631<\/td>\n<\/tr>\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc<\/th>\n\u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0648\u0631\u0647 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLMOps)<\/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\u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/td>\n<\/tr>\n<\/table>\n
\r\n \u062a\u0648\u062c\u0647 \u0645\u0647\u0645:<\/strong>\r\n

\r\n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/span> \u0628\u0648\u062f\u0647 \u0648 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u0641\u0627\u0631\u0633\u06cc<\/span> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06af\u0631\u062f\u062f.\r\n <\/p>\r\n

\r\n \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0627 \u06f2\u06f4 \u0633\u0627\u0639\u062a \u067e\u0633 \u0627\u0632 \u0633\u0641\u0627\u0631\u0634<\/strong>\u060c \u0644\u06cc\u0646\u06a9 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0633\u0627\u062e\u062a\u0647 \u0648 \u062c\u0647\u062a \u062f\u0627\u0646\u0644\u0648\u062f \u0627\u0631\u0633\u0627\u0644 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.\r\n <\/p>\r\n

\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>\r\n\r\n\n

\n

\u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLMOps)<\/h1>\n

\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 LLMOps \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646 \u062f\u0631 \u0639\u0635\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h2>\n
\n

\u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u0645\u0627\u0646\u0646\u062f GPT-3 \u0648 Llama \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u0628\u06cc\u200c\u0633\u0627\u0628\u0642\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0641\u0646\u0627\u0648\u0631\u06cc\u060c \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627 \u0648 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u0634\u062a\u0631\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0647 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0645\u06cc\u0644\u06cc\u0627\u0631\u062f\u0647\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0648 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u06af\u0630\u0627\u0634\u062a\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u062a\u0627 \u0686\u0646\u062f\u06cc \u067e\u06cc\u0634 \u0635\u0631\u0641\u0627\u064b \u062f\u0631 \u062f\u0627\u0633\u062a\u0627\u0646\u200c\u0647\u0627\u06cc \u0639\u0644\u0645\u06cc-\u062a\u062e\u06cc\u0644\u06cc \u0645\u0645\u06a9\u0646 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u06cc\u062f. \u0627\u0645\u0627 \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9 LLM \u062a\u0646\u0647\u0627 \u0646\u06cc\u0645\u06cc \u0627\u0632 \u0645\u0633\u06cc\u0631 \u0627\u0633\u062a\u061b \u0686\u0627\u0644\u0634 \u0627\u0635\u0644\u06cc \u062f\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u06a9\u0631\u062f\u0646\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f (production)<\/span> \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n

\u0627\u06cc\u0646\u062c\u0627 \u062f\u0642\u06cc\u0642\u0627 \u0647\u0645\u0627\u0646 \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u06cc\u0627 LLMOps<\/span> \u0648\u0627\u0631\u062f \u0645\u06cc\u200c\u0634\u0648\u062f. LLMOps \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc\u060c \u0646\u0638\u0627\u0631\u062a \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u06a9\u0627\u0645\u0644 LLM\u200c\u0647\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0647\u06cc\u0646\u0647 \u0648 \u0627\u0645\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0634\u062f \u0646\u0645\u0627\u06cc\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc LLM \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641\u060c \u062a\u0642\u0627\u0636\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646\u06cc \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0641\u0627\u0632 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0628\u0647 \u0641\u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u0646\u062f\u060c \u0628\u0647 \u0634\u062f\u062a \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a. \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc LLMOps \u062f\u0631 \u06a9\u0648\u0631\u0633\u0631\u0627\u060c \u06af\u0627\u0645\u06cc \u062c\u0627\u0645\u0639 \u0628\u0631\u0627\u06cc \u062a\u0633\u0644\u0637 \u0628\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0646\u0639\u062a \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/div>\n

\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a<\/h2>\n
\n

\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0648 \u067e\u06cc\u0634\u0631\u0648 \u0628\u0647 \u062f\u0642\u062a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062a\u0648\u0644\u06cc\u062f \u0622\u0634\u0646\u0627 \u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062a\u062e\u0635\u0635\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f:<\/p>\n

    \n
  • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0646\u06cc\u0627\u062f\u06cc LLMOps \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f:<\/span> \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0644\u06cc LLM\u200c\u0647\u0627\u060c \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f\u060c \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u062f\u0631 LLMOps \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f.<\/li>\n
  • \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/span> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627 (\u067e\u0631\u0627\u0645\u067e\u062a\u200c\u0647\u0627) \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0628\u0647\u062a\u0631\u06cc\u0646 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631\u06cc\u0646 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0627\u0632 LLM\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Chain-of-Thought\u060c Tree-of-Thought\u060c \u0648 Self-Consistency \u0627\u0633\u062a.<\/li>\n
  • \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc Retrieval-Augmented Generation (RAG) \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f:<\/span> \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 LLM\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u062e\u0627\u0631\u062c\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0642\u062a \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0648 \u067e\u062f\u06cc\u062f\u0647 “\u062a\u0648\u0647\u0645” (hallucination) \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n
  • \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0642\u06cc\u0642 (Fine-tuning) \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f:<\/span> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u0627\u0646\u0646\u062f LoRA (Low-Rank Adaptation)\u060c \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f LLM\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627 \u062f\u0627\u0645\u0646\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062e\u0648\u062f\u060c \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n
  • \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc MLOps \u0628\u0631\u0627\u06cc LLM\u200c\u0647\u0627 \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f:<\/span> \u0628\u0627 \u0627\u0635\u0648\u0644 CI\/CD (Continuous Integration\/Continuous Delivery) \u0648 MLOps \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc LLM\u200c\u0647\u0627\u060c \u0634\u0627\u0645\u0644 \u0648\u0631\u0698\u0646\u200c\u0628\u0646\u062f\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u062a\u0633\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0627\u0648\u0645\u060c \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f.<\/li>\n
  • LLM\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f:<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 LLM\u200c\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc (\u0645\u0627\u0646\u0646\u062f AWS, Azure, GCP) \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
  • \u0639\u0645\u0644\u06a9\u0631\u062f LLM \u0631\u0627 \u0646\u0638\u0627\u0631\u062a \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f:<\/span> \u0686\u06af\u0648\u0646\u06af\u06cc \u067e\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u0631\u0635\u062f \u0627\u0646\u062d\u0631\u0627\u0641 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644 (data\/model drift)\u060c \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u0631\u0627 \u0645\u06cc\u200c\u0622\u0645\u0648\u0632\u06cc\u062f \u062a\u0627 \u0627\u0632 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0622\u0646\u200c\u0647\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n
  • \u062e\u0637\u0631\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0648 \u0627\u062e\u0644\u0627\u0642\u06cc LLM \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f:<\/span> \u0628\u0627 \u062a\u0647\u062f\u06cc\u062f\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0631\u0627\u06cc\u062c \u0645\u0627\u0646\u0646\u062f Prompt Injection\u060c Data Leakage \u0648 poison attacks \u0622\u0634\u0646\u0627 \u0634\u062f\u0647 \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0631\u06cc\u0633\u06a9\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u062e\u0644\u0627\u0642\u06cc \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

    \u0645\u0632\u0627\u06cc\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc LLMOps<\/h2>\n
    \n

    \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc\u060c \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0634\u062f \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0627\u063a\u200c\u062a\u0631\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n

      \n
    • \u062a\u0642\u0648\u06cc\u062a \u0645\u0648\u0642\u0639\u06cc\u062a \u0634\u063a\u0644\u06cc \u0648 \u062a\u0642\u0627\u0636\u0627\u06cc \u0628\u0627\u0644\u0627:<\/span> \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc LLMOps \u0628\u0647 \u0634\u062f\u062a \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0648\u0631\u062f \u062a\u0642\u0627\u0636\u0627 \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u062c\u0627\u06cc\u06af\u0627\u0647 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u0646\u0642\u0634\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n
    • \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u06cc\u0646\u0647 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 LLM:<\/span> \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0627\u0631\u0622\u0645\u062f\u060c \u0627\u0645\u0646 \u0648 \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0647\u0632\u06cc\u0646\u0647 \u0645\u0645\u06a9\u0646 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc:<\/span> \u0628\u0627 \u062f\u0627\u0646\u0634 \u06a9\u0633\u0628\u200c\u0634\u062f\u0647\u060c \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 LLM \u0631\u0627 \u0627\u0632 \u0627\u06cc\u062f\u0647 \u062a\u0627 \u0627\u062c\u0631\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u0628\u0647\u200c\u0631\u0648\u0632 \u0645\u0627\u0646\u062f\u0646 \u0628\u0627 \u0622\u062e\u0631\u06cc\u0646 \u0646\u0648\u0622\u0648\u0631\u06cc\u200c\u0647\u0627:<\/span> \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 LLMOps \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062f\u0627\u0646\u0634 \u0634\u0645\u0627 \u0647\u0645\u0648\u0627\u0631\u0647 \u0628\u0647\u200c\u0631\u0648\u0632 \u0628\u0627\u0642\u06cc \u0628\u0645\u0627\u0646\u062f.<\/li>\n
    • \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u0627\u0628\u0644\u06cc\u062a \u062d\u0644 \u0645\u0633\u0626\u0644\u0647:<\/span> \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062a\u0634\u062e\u06cc\u0635\u060c \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0648 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u067e\u0627\u06cc\u0634 LLM\u200c\u0647\u0627 \u0631\u0627 \u06a9\u0633\u0628 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

      \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u062f\u0648\u0631\u0647<\/h2>\n
      \n

      \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f\u06cc \u0628\u0627 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u062f\u0631\u06a9 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0645\u0637\u0627\u0644\u0628 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647\u0631\u0647 \u0631\u0627 \u0628\u0628\u0631\u0646\u062f. \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n

        \n
      • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646:<\/span> \u062f\u0627\u0634\u062a\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0627\u0648\u0644\u06cc\u0647 \u062a\u0627 \u0645\u062a\u0648\u0633\u0637 \u062f\u0631 \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0634\u0627\u0645\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u060c \u062a\u0648\u0627\u0628\u0639 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c.<\/li>\n
      • \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642:<\/span> \u062f\u0631\u06a9 \u0627\u0635\u0648\u0644 \u0627\u0633\u0627\u0633\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (\u0645\u0627\u0646\u0646\u062f \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u062a\u0631\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u0647\u0627). \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u062e\u0635\u0635 \u0639\u0645\u06cc\u0642 \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u06cc\u0646 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0627\u0644\u0632\u0627\u0645\u06cc \u0627\u0633\u062a.<\/li>\n
      • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP):<\/span> \u062f\u0631\u06a9 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062a\u0646\u060c \u062a\u0648\u06a9\u0646\u0627\u06cc\u0632\u06cc\u0634\u0646 \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc NLP \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0627 \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a \u0632\u06cc\u0631\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0644\u0627\u0632\u0645 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n
      • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0628\u0631\u06cc (\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc):<\/span> \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0645\u0627\u0646\u0646\u062f AWS\u060c Azure \u06cc\u0627 Google Cloud \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0645\u0628\u0627\u062d\u062b \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u06cc \u0627\u062c\u0628\u0627\u0631\u06cc \u0646\u06cc\u0633\u062a.<\/li>\n<\/ul>\n<\/div>\n

        \u0645\u0631\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0631 \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc LLMOps (\u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u06a9 \u062a\u062e\u0635\u0635 \u06a9\u0648\u0631\u0633\u0631\u0627)<\/h2>\n
        \n

        \u06cc\u06a9 \u062a\u062e\u0635\u0635 (Specialization) \u062f\u0631 Coursera \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0648\u0631\u0647 (Course) \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0648 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u200c\u0631\u0633\u0627\u0646\u062f. \u0627\u06cc\u0646 \u062a\u062e\u0635\u0635 LLMOps \u0646\u06cc\u0632 \u0628\u0647 \u0627\u062d\u062a\u0645\u0627\u0644 \u0632\u06cc\u0627\u062f \u0634\u0627\u0645\u0644 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a:<\/p>\n

        \u062f\u0648\u0631\u0647 \u06f1: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 LLMOps \u0648 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0622\u0646<\/span><\/h3>\n

        \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0646\u06cc\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0648 \u0636\u0631\u0648\u0631\u062a LLMOps \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0628\u0627\u062d\u062b \u06a9\u0644\u06cc\u062f\u06cc \u0634\u0627\u0645\u0644:<\/p>\n

          \n
        • \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0648 \u062a\u06a9\u0627\u0645\u0644 LLM\u200c\u0647\u0627 \u0648 \u062a\u0641\u0627\u0648\u062a \u0622\u0646\u200c\u0647\u0627 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc NLP \u0633\u0646\u062a\u06cc.<\/li>\n
        • \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc LLM\u200c\u0647\u0627 \u0648 \u0686\u06af\u0648\u0646\u06af\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627.<\/li>\n
        • \u0628\u0631\u0631\u0633\u06cc \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0646\u062d\u0635\u0631\u0628\u0647\u200c\u0641\u0631\u062f \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a LLM\u200c\u0647\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062a\u0648\u0644\u06cc\u062f (\u0645\u0627\u0646\u0646\u062f \u0647\u0632\u06cc\u0646\u0647\u060c latency\u060c \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc).<\/li>\n
        • \u0645\u0639\u0631\u0641\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 LLMOps \u0645\u0627\u0646\u0646\u062f Hugging Face Transformers<\/span>\u060c LangChain<\/span>\u060c LlamaIndex<\/span> \u0648 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc.<\/li>\n
        • \u0645\u0639\u0631\u0641\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 MLOps \u0648 \u0686\u06af\u0648\u0646\u06af\u06cc \u0628\u0633\u0637 \u0622\u0646 \u0628\u0647 LLMOps.<\/li>\n<\/ul>\n

          \u062f\u0648\u0631\u0647 \u06f2: \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062f\u0644<\/span><\/h3>\n

          \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0648 \u062c\u0646\u0628\u0647 \u062d\u06cc\u0627\u062a\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc LLM \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f: \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627.<\/p>\n

            \n
          • \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a \u0645\u0627\u0646\u0646\u062f Chain-of-Thought<\/span> \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u062f\u0644\u060c Few-Shot Prompting<\/span>\u060c \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc.<\/li>\n
          • \u0645\u0641\u0647\u0648\u0645 \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Retrieval-Augmented Generation (RAG)<\/span> \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u062f\u0627\u0646\u0634 \u062e\u0627\u0631\u062c\u06cc \u0648 \u06a9\u0627\u0647\u0634 \u062e\u0637\u0627\u0647\u0627\u06cc \u0645\u062f\u0644.<\/li>\n
          • \u0645\u0639\u0631\u0641\u06cc \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 (Fine-tuning)<\/span> \u0648 \u062a\u0641\u0627\u0648\u062a \u0622\u0646 \u0628\u0627 \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a.<\/li>\n
          • \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u0627\u0646\u0646\u062f LoRA (Low-Rank Adaptation)<\/span> \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u062f\u0648\u062f.<\/li>\n
          • \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f.<\/li>\n<\/ul>\n

            \u062f\u0648\u0631\u0647 \u06f3: \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc MLOps \u0628\u0631\u0627\u06cc LLM\u200c\u0647\u0627<\/span><\/h3>\n

            \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 LLM\u200c\u0647\u0627 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0627\u0631\u062f:<\/p>\n

              \n
            • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc CI\/CD (Continuous Integration\/Continuous Delivery)<\/span> \u0628\u0631\u0627\u06cc LLM\u200c\u0647\u0627\u060c \u0634\u0627\u0645\u0644 \u062a\u0633\u062a \u062e\u0648\u062f\u06a9\u0627\u0631\u060c \u0648\u0631\u0698\u0646\u200c\u0628\u0646\u062f\u06cc \u06a9\u062f\u060c \u0645\u062f\u0644 \u0648 \u062f\u0627\u062f\u0647.<\/li>\n
            • \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u062a\u0633\u062a \u0628\u0631\u0627\u06cc LLM\u200c\u0647\u0627\u060c \u0634\u0627\u0645\u0644 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u060c \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u0648 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc.<\/li>\n
            • \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633\u200c\u062f\u0647\u06cc (serving)<\/span> \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0644\u0627\u062f\u0631\u0646\u06af (real-time inference) \u0648 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (batch inference) \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0647\u06cc\u0646\u0647.<\/li>\n
            • \u0645\u0639\u0631\u0641\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc orchestration \u0648 workflow management \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc LLMOps.<\/li>\n
            • \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 A\/B<\/span> \u0648 canary deployment \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u06cc\u0645\u0646 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0645\u062f\u0644.<\/li>\n<\/ul>\n

              \u062f\u0648\u0631\u0647 \u06f4: \u0646\u0638\u0627\u0631\u062a\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0627\u0645\u0646\u06cc\u062a LLM<\/span><\/h3>\n

              \u062f\u0648\u0631\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0647 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0627\u0645\u0646\u06cc\u062a LLM\u200c\u0647\u0627 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f:<\/p>\n

                \n
              • \u0645\u062a\u0631\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f LLM<\/span> \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f (\u0645\u0627\u0646\u0646\u062f \u062f\u0642\u062a \u067e\u0627\u0633\u062e\u060c \u0646\u0631\u062e \u062e\u0637\u0627\u060c \u062a\u0623\u062e\u06cc\u0631\u060c \u0645\u0635\u0631\u0641 \u062a\u0648\u06a9\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647).<\/li>\n
              • \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0646\u062d\u0631\u0627\u0641 \u062f\u0627\u062f\u0647 (data drift)<\/span> \u0648 \u0627\u0646\u062d\u0631\u0627\u0641 \u0645\u062f\u0644 (model drift)<\/span> \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0648\u0646\u062f.<\/li>\n
              • \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u0634 \u0648 \u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc LLM\u200c\u0647\u0627.<\/li>\n
              • \u0628\u0631\u0631\u0633\u06cc \u062a\u0647\u062f\u06cc\u062f\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0631\u0627\u06cc\u062c LLM<\/span> \u0645\u0627\u0646\u0646\u062f Prompt Injection\u060c Data Leakage\u060c Model Poisoning \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0631\u06cc\u0633\u06a9\u200c\u0647\u0627.<\/li>\n
              • \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u062e\u0644\u0627\u0642\u06cc\u060c \u062a\u0639\u0635\u0628 (bias) \u0648 \u0634\u0641\u0627\u0641\u06cc\u062a \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM\u200c\u0647\u0627 \u0648 \u0646\u062d\u0648\u0647 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a\u200c\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0622\u0646\u200c\u0647\u0627.<\/li>\n
              • \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u062f\u0627\u0648\u0645 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

                \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 LLMOps<\/h2>\n
                \n

                \u062f\u0631 \u0637\u0648\u0644 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0627 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0633\u0631 \u0648 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0646\u0638\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f:<\/p>\n

                  \n
                • \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0686\u062a\u200c\u0628\u0627\u062a \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc:<\/span> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a\u060c \u06cc\u06a9 \u0686\u062a\u200c\u0628\u0627\u062a \u0647\u0648\u0634\u0645\u0646\u062f \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u067e\u0627\u0633\u062e \u062f\u0647\u062f. \u0633\u067e\u0633 \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 RAG \u0648 \u0627\u062a\u0635\u0627\u0644 \u0622\u0646 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u0634\u0631\u06a9\u062a\u060c \u062f\u0642\u062a \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0631\u0632 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f.<\/li>\n
                • \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u06cc\u06a9 \u0645\u062f\u0644 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632 \u0645\u062d\u062a\u0648\u0627:<\/span> \u06cc\u06a9 LLM \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0642\u0627\u0644\u0627\u062a \u062e\u0628\u0631\u06cc \u06cc\u0627 \u0627\u0633\u0646\u0627\u062f \u062d\u0642\u0648\u0642\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 fine-tuning \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0627\u0645\u0646\u0647\u060c \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633 \u06cc\u06a9 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646 CI\/CD \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0622\u0646 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u0634\u0627\u0631 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/li>\n
                • \u067e\u0627\u06cc\u0634 \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc LLM \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f:<\/span> \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0645\u0635\u0631\u0641 \u062a\u0648\u06a9\u0646\u060c \u062a\u0623\u062e\u06cc\u0631\u060c \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u06cc\u06a9 LLM \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06cc\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u060c \u0628\u0647 \u0633\u0631\u0639\u062a \u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0622\u0646\u200c\u0647\u0627 \u0627\u0642\u062f\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/li>\n
                • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc A\/B Testing \u0628\u0631\u0627\u06cc LLM:<\/span> \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0648 \u0646\u0633\u062e\u0647 \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627 \u062f\u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u067e\u0631\u0627\u0645\u067e\u062a\u060c \u0622\u0632\u0645\u0627\u06cc\u0634 A\/B \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u06cc\u0646\u06cc (\u0645\u0627\u0646\u0646\u062f \u0631\u0636\u0627\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631 \u06cc\u0627 \u062f\u0642\u062a \u067e\u0627\u0633\u062e) \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/li>\n
                • \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc LLM:<\/span> \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c LLM\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u0634\u06cc\u0646\u06af \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u0648 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc Batching \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u062a\u0627 LLM \u0634\u0645\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc\u200c\u062a\u0631 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<\/div>\n

                  \u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0646\u0647\u0627\u06cc\u06cc<\/h2>\n
                  \n

                  \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLMOps) \u062f\u0631 \u06a9\u0648\u0631\u0633\u0631\u0627 \u06cc\u06a9 \u0641\u0631\u0635\u062a \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u0633\u0644\u0637 \u0628\u0631 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0627\u0633\u062a. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0633\u0631\u06cc\u0639 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0641\u0631\u0627\u06af\u06cc\u0631 \u0634\u062f\u0646 LLM\u200c\u0647\u0627 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641\u060c \u062a\u0642\u0627\u0636\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 LLMOps \u0628\u0647 \u0634\u062f\u062a \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0627\u0646\u0634 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u067e\u0631 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u0634\u06a9\u0627\u0641 \u0645\u0647\u0627\u0631\u062a\u06cc \u062a\u062c\u0647\u06cc\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06cc\u0641\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n

                  \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0648 \u0648 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u060c \u0634\u0645\u0627 \u0622\u0645\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc LLM \u0631\u0627 \u062d\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0646\u0648\u0622\u0648\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u0628\u0647 \u0627\u0631\u0645\u063a\u0627\u0646 \u0622\u0648\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0634\u0645\u0627\u060c \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u0628\u0627\u0632\u062f\u0647\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc\u200c\u062a\u0627\u0646 \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u0627\u0631\u0627\u06cc\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u062f\u0631 \u0647\u0631 \u062a\u06cc\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062a\u0628\u062f\u06cc\u0644 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f. \u0647\u0645\u200c\u0627\u06a9\u0646\u0648\u0646 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0634\u0631\u0648\u0639 \u0627\u06cc\u0646 \u0633\u0641\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0627\u0642\u062f\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u06cc\u0646\u062f\u0647 LLM \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u0627\u0646 \u062e\u0648\u062f \u0628\u06af\u06cc\u0631\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 \u062f\u0627\u0646\u0644\u0648\u062f Coursera – Large Language Model Operations (LLMOps) Specialization 2024-4 – \u062f\u0627\u0646\u0644\u0648\u062f \u0631\u0627\u06cc\u06af\u0627\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0646\u0627\u0645 […]<\/p>\n","protected":false},"featured_media":67493,"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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[1225],"product_tag":[1152,48434,8962,107,1455,1840,2065,3206,8951,58670,20475,19,7718,3791,40333,58669,37677,9636,6029,58668,3371,3783,261,674,267],"class_list":{"0":"post-108398","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-1225","7":"product_tag-ai-course","8":"product_tag-ai-model-deployment","9":"product_tag-ai-operations","10":"product_tag-artificial-intelligence","11":"product_tag-coursera","12":"product_tag-deep-learning","13":"product_tag-generative-ai","14":"product_tag-large-language-models","15":"product_tag-llmops","16":"product_tag-llmops-specialization","17":"product_tag-llms","18":"product_tag-machine-learning","19":"product_tag-mlops","20":"product_tag-prompt-engineering","21":"product_tag--llmops","22":"product_tag-58669","23":"product_tag-37677","24":"product_tag--coursera","26":"product_tag-58668","27":"product_tag-3371","28":"product_tag-3783","29":"product_tag-261","30":"product_tag-674","31":"product_tag-267","32":"pmpro-has-access","33":"desktop-align-left","34":"tablet-align-left","35":"mobile-align-left","37":"first","38":"instock","39":"shipping-taxable","40":"purchasable","41":"product-type-variable"},"yoast_head":"\n\u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0648\u0631\u0647 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLMOps) - 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