{"id":67546,"date":"2025-05-14T14:39:27","date_gmt":"2025-05-14T14:39:27","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%da%af%d9%88%d8%a7%d9%87%db%8c%d9%86%d8%a7%d9%85%d9%87-%d9%85%d9%87%d9%86%d8%af%d8%b3%db%8c-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c\/"},"modified":"2025-05-14T14:39:29","modified_gmt":"2025-05-14T14:39:29","slug":"%da%af%d9%88%d8%a7%d9%87%db%8c%d9%86%d8%a7%d9%85%d9%87-%d9%85%d9%87%d9%86%d8%af%d8%b3%db%8c-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%da%af%d9%88%d8%a7%d9%87%db%8c%d9%86%d8%a7%d9%85%d9%87-%d9%85%d9%87%d9%86%d8%af%d8%b3%db%8c-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c\/","title":{"rendered":"\u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a"},"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>\nCoursera \u2013 Microsoft AI &amp; ML Engineering Professional Certificate<\/td>\n<\/tr>\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc<\/th>\n\u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a<\/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

\u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a<\/h1>\n

\u0645\u0642\u062f\u0645\u0647<\/h2>\n
\n

\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (ML) \u0628\u0647 \u0633\u0631\u0639\u062a \u062f\u0631 \u062d\u0627\u0644 \u062a\u062d\u0648\u0644 \u0648 \u0646\u0641\u0648\u0630 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641 \u0647\u0633\u062a\u0646\u062f. \u062a\u0642\u0627\u0636\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0627\u0647\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u0631\u0648\u0632 \u0628\u0647 \u0631\u0648\u0632 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f. \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u062f\u0631 Coursera\u060c \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u067e\u0648\u06cc\u0627 \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u062a\u0648\u0633\u0637 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0648 \u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<\/div>\n

\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647<\/h2>\n
\n

\u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647\u060c \u062a\u0631\u0628\u06cc\u062a \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0627\u0634\u0646\u062f:<\/p>\n

    \n
  • \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062d\u0644 \u06a9\u0646\u0646\u062f.<\/li>\n
  • \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc\u060c \u062a\u0648\u0633\u0639\u0647\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/li>\n
  • \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a (Azure) \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f.<\/li>\n
  • \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u06cc \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/li>\n
  • \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062a\u06cc\u0645\u06cc \u0647\u0645\u06a9\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0624\u062b\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<\/div>\n

    \u0645\u062d\u062a\u0648\u0627\u06cc \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647<\/h2>\n
    \n

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

    \u062f\u0648\u0631\u0647 1: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h3>\n

    \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0646\u0648\u0627\u0639 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647\u060c \u0646\u0638\u0627\u0631\u062a \u0646\u0634\u062f\u0647\u060c \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc)\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0648 \u0686\u0631\u062e\u0647 \u062d\u06cc\u0627\u062a \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644<\/span>\u060c \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0642\u06cc\u0645\u062a \u0645\u0633\u06a9\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062a\u0631\u0627\u0698 \u0648 \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u06a9\u0627\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n

    \u062f\u0648\u0631\u0647 2: \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h3>\n

    \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0645\u062d\u0628\u0648\u0628 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0645\u0627\u0646\u0646\u062f NumPy\u060c Pandas\u060c Scikit-learn \u0648 Matplotlib \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0645\u062b\u0644\u0627\u064b<\/span>\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Pandas \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u062e\u0648\u0627\u0646\u062f\u0647\u060c \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0631\u0648\u06cc \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Scikit-learn \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc (Classification) \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 (SVM) \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n

    \u062f\u0648\u0631\u0647 3: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647<\/h3>\n

    \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u062f\u0631\u062e\u062a\u200c\u0647\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u060c \u062c\u0646\u06af\u0644\u200c\u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc\u060c \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644<\/span>\u060c \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0645\u06cc\u0644\u200c\u0647\u0627\u06cc \u0627\u0633\u067e\u0645 \u0627\u0632 \u0627\u06cc\u0645\u06cc\u0644\u200c\u0647\u0627\u06cc \u063a\u06cc\u0631 \u0627\u0633\u067e\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 (Hyperparameter Tuning) \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.<\/p>\n

    \u062f\u0648\u0631\u0647 4: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a \u0646\u0634\u062f\u0647<\/h3>\n

    \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0646\u0638\u0627\u0631\u062a \u0646\u0634\u062f\u0647 \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u0646\u06cc\u0633\u062a\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc (Clustering)\u060c \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f (Dimensionality Reduction)\u060c \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc (Anomaly Detection) \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644<\/span>\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc K-means \u0628\u0631\u0627\u06cc \u0628\u062e\u0634\u200c\u0628\u0646\u062f\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0641\u062a\u0627\u0631 \u062e\u0631\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0647\u062f\u0641\u0645\u0646\u062f\u062a\u0631\u06cc \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n

    \u062f\u0648\u0631\u0647 5: \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc (Feature Engineering)<\/h3>\n

    \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0646\u062a\u062e\u0627\u0628\u060c \u062a\u0628\u062f\u06cc\u0644 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc<\/span>: \u062a\u0628\u062f\u06cc\u0644 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (Categorical Variables) \u0628\u0647 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0639\u062f\u062f\u06cc (Numerical Variables) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f One-Hot Encoding \u06cc\u0627 Label Encoding. \u06cc\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0645\u0627\u0646\u0646\u062f \u0646\u0633\u0628\u062a \u0628\u06cc\u0646 \u062f\u0648 \u0633\u062a\u0648\u0646 \u062f\u0627\u062f\u0647.<\/p>\n

    \u062f\u0648\u0631\u0647 6: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning)<\/h3>\n

    \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow \u0648 Keras \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0648 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644<\/span>\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 (CNN) \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RNN) \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc\u060c \u06cc\u0627 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0645\u0648\u0644\u062f \u062a\u062e\u0627\u0635\u0645\u06cc (GAN) \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062c\u062f\u06cc\u062f \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n

    \u062f\u0648\u0631\u0647 7: \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 Azure<\/h3>\n

    \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 Azure \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u060c \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0645\u0648\u0636\u0648\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f Azure Machine Learning Studio\u060c Azure Databricks\u060c \u0648 Azure Cognitive Services \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0645\u062b\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/span>: \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 Azure Machine Learning Studio \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0646\u062f\u0647\u060c \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n

    \u062f\u0648\u0631\u0647 8: \u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc (Capstone Project)<\/h3>\n

    \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc\u060c \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0641\u0631\u0635\u062a \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u0646\u062f. \u0622\u0646\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u06a9\u0631\u062f\u0647\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0624\u062b\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u0646\u062f. \u0646\u0645\u0648\u0646\u0647 \u067e\u0631\u0648\u0698\u0647<\/span>: \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u06cc\u0632\u0634 \u0645\u0634\u062a\u0631\u06cc (Customer Churn) \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0645\u062e\u0627\u0628\u0631\u0627\u062a\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0627\u0628\u0642\u0647 \u062a\u0645\u0627\u0633\u200c\u0647\u0627\u060c \u0637\u0631\u062d\u200c\u0647\u0627\u06cc \u0627\u0634\u062a\u0631\u0627\u06a9\u060c \u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0645\u0639\u06cc\u062a\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646.<\/p>\n<\/div>\n

    \u0645\u0632\u0627\u06cc\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647<\/h2>\n
    \n

    \u0634\u0631\u06a9\u062a \u062f\u0631 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u062f\u0627\u0631\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n

      \n
    • \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a:<\/b> \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u062a\u0648\u0633\u0637 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0637\u0631\u0627\u062d\u06cc \u0648 \u062a\u062f\u0631\u06cc\u0633 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062f\u0627\u0646\u0634 \u0648 \u062a\u062c\u0631\u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f \u0634\u0648\u0646\u062f.<\/li>\n
    • \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a:<\/b> \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a (Azure) \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f.<\/li>\n
    • \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc:<\/b> \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u062f\u0648\u0631\u0647 \u0641\u0631\u0635\u062a \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0634\u0631\u06a9\u062a \u06a9\u0631\u062f\u0647 \u0648 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u0646\u062f.<\/li>\n
    • \u0622\u0645\u0627\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631:<\/b> \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n
    • \u0627\u0641\u0632\u0627\u06cc\u0634 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc:<\/b> \u062f\u0627\u0634\u062a\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u0647\u062a\u0631\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<\/div>\n

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

      \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647\u060c \u062f\u0627\u0634\u062a\u0646 \u062f\u0627\u0646\u0634 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n

        \n
      • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc (\u062a\u0631\u062c\u06cc\u062d\u0627\u064b \u067e\u0627\u06cc\u062a\u0648\u0646)<\/li>\n
      • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u06cc\u0627\u0636\u06cc (\u062c\u0628\u0631 \u062e\u0637\u06cc\u060c \u062d\u0633\u0627\u0628 \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u0648 \u0627\u0646\u062a\u06af\u0631\u0627\u0644\u060c \u0622\u0645\u0627\u0631 \u0648 \u0627\u062d\u062a\u0645\u0627\u0644)<\/li>\n
      • \u062f\u0627\u0646\u0634 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/li>\n<\/ul>\n

        \u0627\u06af\u0631 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647 \u06a9\u0627\u0641\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647\u060c \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0628\u06af\u0630\u0631\u0627\u0646\u06cc\u062f.<\/p>\n<\/div>\n

        \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n
        \n

        \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u06cc\u06a9 \u0641\u0631\u0635\u062a \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0648\u0627\u0631\u062f \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0648 \u067e\u0631\u0631\u0648\u0646\u0642 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u060c \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\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 Coursera \u2013 Microsoft AI &amp; ML Engineering Professional Certificate \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 […]<\/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":[1453,107,1455,1283,1154,19,1337,1454,1457,1456,1120,910,1450,1452,1451,1277,1448,1449,261,267],"class_list":{"0":"post-67546","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-1225","7":"product_tag-ai-engineering","8":"product_tag-artificial-intelligence","9":"product_tag-coursera","10":"product_tag-data-engineering","11":"product_tag-data-science","12":"product_tag-machine-learning","13":"product_tag-microsoft","14":"product_tag-ml-engineering","15":"product_tag-online-learning","16":"product_tag-professional-certificate","17":"product_tag-1120","18":"product_tag-910","19":"product_tag-1450","20":"product_tag-1452","21":"product_tag-1451","22":"product_tag-1277","23":"product_tag-1448","24":"product_tag-1449","25":"product_tag-261","26":"product_tag-267","27":"pmpro-has-access","28":"desktop-align-left","29":"tablet-align-left","30":"mobile-align-left","32":"first","33":"instock","34":"shipping-taxable","35":"purchasable","36":"product-type-variable"},"yoast_head":"\n\u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a - 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