{"id":108362,"date":"2025-06-06T07:41:54","date_gmt":"2025-06-06T07:41:54","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%d8%a7%d9%86%d9%84%d9%88%d8%af-%d9%86%d8%b1%d9%85%d8%a7%d9%81%d8%b2%d8%a7%d8%b1-%d8%af%d9%88%d8%b1%d9%87-%db%8c%d9%88%d8%af\/"},"modified":"2025-06-06T07:41:56","modified_gmt":"2025-06-06T07:41:56","slug":"%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af-%d8%af%d9%88%d8%b1%d9%87-%d8%af%d8%a7%d9%86%d9%84%d9%88%d8%af-%d9%86%d8%b1%d9%85%d8%a7%d9%81%d8%b2%d8%a7%d8%b1-%d8%af%d9%88%d8%b1%d9%87-%db%8c%d9%88%d8%af","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%d8%a7%d9%86%d9%84%d9%88%d8%af-%d9%86%d8%b1%d9%85%d8%a7%d9%81%d8%b2%d8%a7%d8%b1-%d8%af%d9%88%d8%b1%d9%87-%db%8c%d9%88%d8%af\/","title":{"rendered":"\u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0648\u0631\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062f\u0648\u0631\u0647 \u06cc\u0648\u062f\u0645\u06cc: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 2021-6"},"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 Udemy – Introduction to Machine Learning with Scikit-Learn 2021-6 – \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\u0627\u0646\u0644\u0648\u062f \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062f\u0648\u0631\u0647 \u06cc\u0648\u062f\u0645\u06cc: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 2021-6<\/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\u0627\u0646\u0644\u0648\u062f \u0631\u0627\u06cc\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062f\u0648\u0631\u0647 \u06cc\u0648\u062f\u0645\u06cc: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 2021-6<\/h1>\n

\n\u062f\u0631 \u0639\u0635\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u200c\u0648\u0642\u0641\u0647 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning)<\/span> \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u062a\u0648\u0646\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0646\u0648\u0622\u0648\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0627\u062e\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0644\u06af\u0648\u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0628\u062f\u0648\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0635\u0631\u06cc\u062d\u060c \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u06cc\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f. \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u062f\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u067e\u062e\u0634 \u0641\u06cc\u0644\u0645 \u0648 \u0645\u0648\u0633\u06cc\u0642\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0648 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u0647\u0631 \u06af\u0648\u0634\u0647\u200c\u0627\u06cc \u0627\u0632 \u0632\u0646\u062f\u06af\u06cc \u0645\u062f\u0631\u0646 \u0645\u0627 \u062d\u0636\u0648\u0631 \u062f\u0627\u0631\u062f. \u062f\u0648\u0631\u0647 “\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 2021-6” \u0627\u0632 \u067e\u0644\u062a\u0641\u0631\u0645 \u0645\u0639\u062a\u0628\u0631 \u06cc\u0648\u062f\u0645\u06cc\u060c \u0641\u0631\u0635\u062a\u06cc \u0627\u0633\u062a\u062b\u0646\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0648 \u06a9\u0633\u0628 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0622\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647 \u0645\u062d\u0648\u0631\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u062a\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 (Scikit-Learn)<\/span> \u062f\u0631 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0645\u0631\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.\n<\/p>\n

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

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

    \n
  • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0648 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0627\u0635\u0644\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/span>\u060c \u0634\u0627\u0645\u0644 \u0627\u0646\u0648\u0627\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc (\u0646\u0638\u0627\u0631\u062a\u200c\u0634\u062f\u0647\u060c \u0646\u0638\u0627\u0631\u062a\u200c\u0646\u0634\u062f\u0647 \u0648 \u062a\u0642\u0648\u06cc\u062a\u06cc) \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f.<\/li>\n
  • \u0641\u0631\u0622\u06cc\u0646\u062f \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 (Data Preprocessing)<\/span> \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f\u061b \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc.<\/li>\n
  • \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc (Linear Regression)<\/span> \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 (Logistic Regression)<\/span> \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0639\u062f\u062f\u06cc \u0648 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0648\u062a\u0627\u06cc\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n
  • \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 (Decision Trees)<\/span> \u0648 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc (Random Forests)<\/span> \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
  • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 (Support Vector Machines – SVM)<\/span> \u0648 K-\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 (K-Nearest Neighbors – KNN)<\/span> \u0631\u0627 \u062f\u0631\u06a9 \u0648 \u0627\u062c\u0631\u0627 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/li>\n
  • \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc (Clustering)<\/span> \u0645\u0627\u0646\u0646\u062f K-Means<\/span> \u0631\u0627 \u0641\u0631\u0627 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0648 \u0628\u062e\u0634\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
  • \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 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u06cc\u0642 (Model Evaluation Metrics)<\/span>\u060c \u0634\u0627\u0645\u0644 \u062f\u0642\u062a\u060c \u0635\u062d\u062a\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u060c F1-Score \u0648 \u062e\u0637\u0627\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a\u060c \u0633\u0646\u062c\u06cc\u062f\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
  • \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 (Cross-Validation)<\/span> \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u0645\u062a\u0631\u0647\u0627 (Hyperparameter Tuning)<\/span> \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0647\u0631\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
  • \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 (Pipelines)<\/span> \u062f\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646\u060c \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0646\u0638\u0645 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n
  • \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062a\u0627 \u0627\u0646\u062a\u0647\u0627 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/span> \u0648 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u0645\u0633\u0627\u0626\u0644 \u0631\u0627 \u062d\u0644 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/li>\n<\/ul>\n

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

    \n\u0634\u0631\u06a9\u062a \u062f\u0631 \u062f\u0648\u0631\u0647 “\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646” \u0645\u0632\u0627\u06cc\u0627\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0628\u0647 \u0627\u0631\u0645\u063a\u0627\u0646 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f:\n<\/p>\n

      \n
    • \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631:<\/span> \u062a\u0645\u0631\u06a9\u0632 \u0627\u0635\u0644\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u062f\u0631 \u0635\u0646\u0639\u062a \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u062a\u0633\u0644\u0637 \u0628\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646:<\/span> \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u062c\u0647\u0627\u0646 \u0627\u0633\u062a \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0622\u0646\u060c \u0627\u0631\u0632\u0634 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0628\u0647 \u0634\u062f\u062a \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n
    • \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u0637\u0648\u062d \u0645\u062e\u062a\u0644\u0641:<\/span> \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0648\u0631\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u06a9\u0647 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0628\u062f\u0648\u0646 \u062a\u062c\u0631\u0628\u0647 \u0642\u0628\u0644\u06cc \u062f\u0631 ML \u0642\u0627\u0628\u0644 \u062f\u0631\u06a9 \u0627\u0633\u062a \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u06a9\u0646\u0646\u062f\u060c \u0645\u0641\u06cc\u062f \u0648\u0627\u0642\u0639 \u0634\u0648\u062f.<\/li>\n
    • \u062a\u0642\u0648\u06cc\u062a \u0631\u0632\u0648\u0645\u0647 \u0634\u063a\u0644\u06cc:<\/span> \u0628\u0627 \u0627\u062a\u0645\u0627\u0645 \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0622\u0645\u06cc\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0648 \u0627\u0646\u062c\u0627\u0645 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0622\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0631\u0632\u0648\u0645\u0647 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0634\u0627\u0646\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0631 \u0645\u0634\u0627\u063a\u0644 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n
    • \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645:<\/span> \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc\u060c \u062a\u0626\u0648\u0631\u06cc \u067e\u0634\u062a \u0647\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0646\u06cc\u0632 \u0628\u0647 \u0632\u0628\u0627\u0646\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u062f\u0631\u06a9\u06cc \u062c\u0627\u0645\u0639 \u0627\u0632 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/li>\n
    • \u062f\u0633\u062a\u0631\u0633\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a:<\/span> \u0627\u06cc\u0646 \u0641\u0631\u0635\u062a \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u062f\u0648\u0646 \u067e\u0631\u062f\u0627\u062e\u062a \u0647\u0632\u06cc\u0646\u0647\u060c \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u06cc\u0648\u062f\u0645\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u062a\u0642\u0627\u0636\u0627\u062a\u0631\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0631\u062a\u0642\u0627 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ul>\n

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

      \n\u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631\u06cc \u0627\u0632 \u0645\u0637\u0627\u0644\u0628 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062f\u0627\u0634\u062a\u0646 \u062f\u0627\u0646\u0634 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:\n<\/p>\n

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

        \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647<\/h2>\n

        \n\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0648 \u0645\u0646\u0637\u0642\u06cc \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631 \u06cc\u06a9 \u0628\u0631 \u062c\u0646\u0628\u0647 \u062e\u0627\u0635\u06cc \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u062a\u0641\u0635\u06cc\u0644 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0631\u0627 \u0645\u0631\u0648\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:\n<\/p>\n

        \n

        \u06f1. \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/h3>\n

        \n \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u062f\u0631 \u0633\u0641\u0631 \u0634\u0645\u0627 \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0634\u0645\u0627 \u0628\u0627 \u062a\u0639\u0631\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/span>\u060c \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0645\u062e\u062a\u0635\u0631 \u0622\u0646 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u0634 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f. \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644\u060c \u0648\u06cc\u0698\u06af\u06cc (Feature)\u060c \u0628\u0631\u0686\u0633\u0628 (Label)\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc<\/span> \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\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 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.\n <\/p>\n

          \n
        • \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0645\u0647\u0645 \u0627\u0633\u062a\u061f<\/li>\n
        • \u0627\u0646\u0648\u0627\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0646\u0638\u0627\u0631\u062a\u200c\u0634\u062f\u0647\u060c \u0646\u0638\u0627\u0631\u062a\u200c\u0646\u0634\u062f\u0647\u060c \u062a\u0642\u0648\u06cc\u062a\u06cc)<\/li>\n
        • \u0645\u0639\u0631\u0641\u06cc \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0622\u0646<\/li>\n
        • \u0646\u0635\u0628 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u0648 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/li>\n<\/ul>\n<\/div>\n
          \n

          \u06f2. \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/h3>\n

          \n \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0628\u0647 \u0646\u062f\u0631\u062a \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u0622\u0645\u0627\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062e\u0634 \u062d\u06cc\u0627\u062a\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc\u200c\u0622\u0645\u0648\u0632\u062f \u0686\u06af\u0648\u0646\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\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 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0645\u0628\u0627\u062d\u062b\u06cc \u0686\u0648\u0646 \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/span>\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647 (Missing Values)<\/span> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (\u0645\u0627\u0646\u0646\u062f \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646\u060c \u0645\u06cc\u0627\u0646\u0647 \u06cc\u0627 \u062d\u0630\u0641)\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 (Feature Scaling)<\/span> \u0646\u0638\u06cc\u0631 \u0646\u0631\u0645\u0627\u0644\u200c\u0633\u0627\u0632\u06cc (Min-Max Scaling) \u0648 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0633\u0627\u0632\u06cc (Standardization) \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0633\u0644\u0637\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627 \u062f\u0627\u0645\u0646\u0647 \u0628\u0632\u0631\u06af\u062a\u0631\u060c \u0648 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc (Categorical Encoding)<\/span> \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f One-Hot Encoding \u0648 Label Encoding \u0628\u0647 \u062a\u0641\u0635\u06cc\u0644 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0646\u062d\u0648\u0647 \u062a\u0642\u0633\u06cc\u0645\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.\n <\/p>\n

            \n
          • \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0648 \u06a9\u0627\u0648\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 Pandas<\/li>\n
          • \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u0627\u062f\u06cc\u0631 \u06af\u0645\u0634\u062f\u0647<\/li>\n
          • \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 (Normalization, Standardization)<\/li>\n
          • \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0648 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0647 \u0641\u0631\u0645\u062a \u0639\u062f\u062f\u06cc<\/li>\n
          • \u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc (Train-Test Split)<\/li>\n<\/ul>\n<\/div>\n
            \n

            \u06f3. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a\u200c\u0634\u062f\u0647: \u0631\u06af\u0631\u0633\u06cc\u0648\u0646<\/h3>\n

            \n \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0634\u0645\u0627 \u0648\u0627\u0631\u062f \u062d\u0648\u0632\u0647 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 (Regression)<\/span> \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u062f\u0641 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0648\u0633\u062a\u0647 (\u0645\u0627\u0646\u0646\u062f \u0642\u06cc\u0645\u062a \u062e\u0627\u0646\u0647 \u06cc\u0627 \u062f\u0645\u0627\u06cc \u0647\u0648\u0627) \u0627\u0633\u062a. \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0686\u0646\u062f\u06af\u0627\u0646\u0647 (Simple and Multiple Linear Regression)<\/span> \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u0646\u062d\u0648\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u06cc `linear_model` \u062f\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 \u0645\u06cc\u200c\u0622\u0645\u0648\u0632\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0686\u0646\u062f\u062c\u0645\u0644\u0647\u200c\u0627\u06cc (Polynomial Regression)<\/span> \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u0627\u0628\u0637 \u063a\u06cc\u0631\u062e\u0637\u06cc \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u0646\u0638\u06cc\u0631 \u062e\u0637\u0627\u06cc \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0631\u0628\u0639\u0627\u062a (MSE)<\/span>\u060c \u062e\u0637\u0627\u06cc \u0645\u0637\u0644\u0642 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 (MAE)<\/span> \u0648 R-squared<\/span> \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\n <\/p>\n

              \n
            • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0645\u0633\u0627\u0626\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646<\/li>\n
            • \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0686\u0646\u062f\u06af\u0627\u0646\u0647 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/li>\n
            • \u0645\u0641\u0647\u0648\u0645 Residuals \u0648 \u0641\u0631\u0636\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062e\u0637\u06cc<\/li>\n
            • \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0686\u0646\u062f\u062c\u0645\u0644\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0631\u0648\u0627\u0628\u0637 \u063a\u06cc\u0631\u062e\u0637\u06cc<\/li>\n
            • \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646: MSE, MAE, R2 Score<\/li>\n<\/ul>\n<\/div>\n
              \n

              \u06f4. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a\u200c\u0634\u062f\u0647: \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc<\/h3>\n

              \n \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0647 \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc (Classification)<\/span> \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646\u200c\u0647\u0627 \u0647\u062f\u0641 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u0647 \u06cc\u0627 \u0628\u0631\u0686\u0633\u0628 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 (\u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0633\u067e\u0645 \u06cc\u0627 \u0639\u062f\u0645 \u0627\u0633\u067e\u0645 \u0628\u0648\u062f\u0646 \u0627\u06cc\u0645\u06cc\u0644) \u0627\u0633\u062a. \u0634\u0645\u0627 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0647\u0645\u0686\u0648\u0646 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 (Logistic Regression)<\/span>\u060c \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 (Decision Trees)<\/span>\u060c \u0648 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc (Random Forests)<\/span> \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f. \u0646\u062d\u0648\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u062a\u0631\u06cc\u0633 \u062f\u0631\u0647\u0645\u200c\u0631\u06cc\u062e\u062a\u06af\u06cc (Confusion Matrix)<\/span> \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0634\u062a\u0642 \u0634\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0634\u0627\u0645\u0644 \u062f\u0642\u062a (Accuracy)<\/span>\u060c \u0635\u062d\u062a (Precision)<\/span>\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (Recall)<\/span>\u060c \u0648 F1-Score<\/span> \u0628\u0647 \u0637\u0648\u0631 \u0645\u0641\u0635\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0631\u0627\u0626\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.\n <\/p>\n

                \n
              • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0645\u0633\u0627\u0626\u0644 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc<\/li>\n
              • \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0644\u062c\u0633\u062a\u06cc\u06a9 \u0648 \u0645\u0646\u062d\u0646\u06cc ROC<\/li>\n
              • \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645: \u0633\u0627\u062e\u062a \u0648 Pruning<\/li>\n
              • \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc: \u0642\u062f\u0631\u062a \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u062f\u0631\u062e\u062a\u0627\u0646<\/li>\n
              • \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc: Confusion Matrix, Accuracy, Precision, Recall, F1-Score<\/li>\n<\/ul>\n<\/div>\n
                \n

                \u06f5. \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 (SVM) \u0648 K-\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 (KNN)<\/h3>\n

                \n \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u060c \u0628\u0647 \u062f\u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u06cc\u06af\u0631 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a\u200c\u0634\u062f\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 (Support Vector Machines – SVM)<\/span> \u0628\u0627 \u0645\u0641\u0647\u0648\u0645 hyperplane<\/span> \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0631\u0646\u0644 (Kernel Trick)<\/span> \u0628\u0631\u0627\u06cc \u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 K-\u0646\u0632\u062f\u06cc\u06a9\u062a\u0631\u06cc\u0646 \u0647\u0645\u0633\u0627\u06cc\u0647 (K-Nearest Neighbors – KNN)<\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u063a\u06cc\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u06cc \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0641\u0627\u0635\u0644\u0647 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0647\u0631 \u062f\u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0627 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u0645\u062e\u062a\u0644\u0641 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.\n <\/p>\n

                  \n
                • \u0645\u0641\u0627\u0647\u06cc\u0645 SVM: Hyperplane \u0648 Margin<\/li>\n
                • \u0627\u0646\u0648\u0627\u0639 \u062a\u0648\u0627\u0628\u0639 Kernel \u062f\u0631 SVM \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627<\/li>\n
                • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc SVM \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc<\/li>\n
                • \u0645\u0641\u0627\u0647\u06cc\u0645 KNN \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 K \u0628\u0647\u06cc\u0646\u0647<\/li>\n
                • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc KNN \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646<\/li>\n<\/ul>\n<\/div>\n
                  \n

                  \u06f6. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a\u200c\u0646\u0634\u062f\u0647: \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc<\/h3>\n

                  \n \u0628\u062e\u0634 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc (Clustering)<\/span> \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0646\u06cc\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a\u200c\u0646\u0634\u062f\u0647 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u062f\u0641 \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0648 \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 K-Means<\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0648 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0628\u0647\u06cc\u0646\u0647 \u062e\u0648\u0634\u0647\u200c\u0647\u0627 (\u0645\u0627\u0646\u0646\u062f \u0631\u0648\u0634 \u0622\u0631\u0646\u062c (Elbow Method)<\/span> \u0648 \u0627\u0645\u062a\u06cc\u0627\u0632 Silhouette<\/span>) \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f. \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0634\u0627\u0645\u0644 \u0628\u062e\u0634\u200c\u0628\u0646\u062f\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u06cc\u0627 \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u0646\u0627\u062f \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06af\u0631\u062f\u062f.\n <\/p>\n

                    \n
                  • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a\u200c\u0646\u0634\u062f\u0647 \u0648 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc<\/li>\n
                  • \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 K-Means \u0648 \u0645\u0631\u0627\u062d\u0644 \u0622\u0646<\/li>\n
                  • \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 K \u0628\u0647\u06cc\u0646\u0647: Elbow Method, Silhouette Score<\/li>\n
                  • \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c<\/li>\n
                  • \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0631 \u0635\u0646\u0639\u062a<\/li>\n<\/ul>\n<\/div>\n
                    \n

                    \u06f7. \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644<\/h3>\n

                    \n \u067e\u0633 \u0627\u0632 \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0627\u0648\u0644\u06cc\u0647\u060c \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0642\u06cc\u0642 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0646 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0634\u0645\u0627 \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0645\u0627\u0646\u0646\u062f \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 (Cross-Validation)<\/span>\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 K-Fold Cross-Validation\u060c \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u062a\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631\u06cc \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u0645\u062a\u0631\u0647\u0627 (Hyperparameter Tuning)<\/span> \u0646\u0638\u06cc\u0631 Grid Search<\/span> \u0648 Randomized Search<\/span> \u0628\u0631\u0627\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0631\u06a9\u06cc\u0628 \u0641\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0627\u0632 \u0628\u06cc\u0634\u200c\u0628\u0631\u0627\u0632\u0634 (Overfitting)<\/span> \u0648 \u06a9\u0645\u200c\u0628\u0631\u0627\u0632\u0634 (Underfitting)<\/span> \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0642\u0648\u06cc\u200c\u062a\u0631 \u0648 \u062a\u0639\u0645\u06cc\u0645\u200c\u067e\u0630\u06cc\u0631\u062a\u0631 \u0628\u0633\u0627\u0632\u06cc\u062f.\n <\/p>\n

                      \n
                    • \u0645\u0641\u0647\u0648\u0645 Overfitting \u0648 Underfitting<\/li>\n
                    • \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 (K-Fold Cross-Validation)<\/li>\n
                    • \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u0645\u062a\u0631\u0647\u0627: Grid Search CV \u0648 Randomized Search CV<\/li>\n
                    • \u0646\u06a9\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0645\u062f\u0644<\/li>\n<\/ul>\n<\/div>\n
                      \n

                      \u06f8. \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u0648 \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0627\u0631 \u06a9\u0627\u0645\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h3>\n

                      \n \u0628\u062e\u0634 \u0646\u0647\u0627\u06cc\u06cc \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062a\u0645\u0627\u0645 \u0645\u0631\u0627\u062d\u0644 \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 (Pipelines)<\/span> \u062f\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062a\u0645\u0627\u0645 \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/span>\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc<\/span> \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc<\/span> \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0648\u0627\u062d\u062f\u060c \u0645\u0646\u0638\u0645 \u0648 \u0642\u0627\u0628\u0644 \u062a\u06a9\u0631\u0627\u0631 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0646\u0647 \u062a\u0646\u0647\u0627 \u06a9\u062f \u0634\u0645\u0627 \u0631\u0627 \u062e\u0648\u0627\u0646\u0627\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0627\u0632 \u062e\u0637\u0627\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0645\u0627\u0646\u0646\u062f \u0646\u0634\u062a \u062f\u0627\u062f\u0647 (Data Leakage)<\/span> \u0646\u06cc\u0632 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0627\u0645\u0639 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u062a\u0627 \u0627\u0646\u062a\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0645\u0631\u0627\u062d\u0644 \u0627\u0632 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u062a\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0646\u0647\u0627\u06cc\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a.\n <\/p>\n

                        \n
                      • \u0645\u0641\u0647\u0648\u0645 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/li>\n
                      • \u0633\u0627\u062e\u062a \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u0631\u0627\u062d\u0644 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc<\/li>\n
                      • \u0627\u062f\u063a\u0627\u0645 \u062a\u0646\u0638\u06cc\u0645 \u0641\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0627 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627<\/li>\n
                      • \u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0627\u0631 \u06a9\u0627\u0645\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/li>\n<\/ul>\n<\/div>\n

                        \n\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u06cc\u06a9 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u0639\u0645\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f \u062a\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646<\/span> \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u06cc\u062f. \u0628\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0645\u0637\u0627\u0644\u0639\u0647 \u062f\u0642\u06cc\u0642 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0645\u0647\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u067e\u0631\u0637\u0631\u0641\u062f\u0627\u0631 \u0648 \u067e\u0631\u062f\u0631\u0622\u0645\u062f \u0628\u0631\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a \u0648 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f.\n<\/p>\n

                        \n\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u06cc\u06af\u0631 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0622\u06cc\u0646\u062f\u0647\u200c\u0646\u06af\u0631\u0627\u0646\u0647 \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u0647\u0631 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631 \u0648 \u0635\u0646\u0639\u062a \u0645\u062f\u0631\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u062c\u0647\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u062d\u0648\u0632\u0647 \u062c\u0630\u0627\u0628 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0635\u062a \u0637\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u062a\u0642\u0627\u06cc \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647\u06cc\u062f \u0648 \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0622\u063a\u0627\u0632 \u06a9\u0646\u06cc\u062f!\n<\/p>\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 Udemy – Introduction to Machine Learning with Scikit-Learn 2021-6 – \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":[107,237,1154,3262,2229,58379,19,7638,6730,1303,25893,1243,13778,58378,493,5234,2277,1013,58376,910,58377,261,267,1436],"class_list":{"0":"post-108362","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-1225","7":"product_tag-artificial-intelligence","8":"product_tag-data-analysis","9":"product_tag-data-science","10":"product_tag-download-udemy-course","11":"product_tag-free-download","12":"product_tag-introduction-to-ml","13":"product_tag-machine-learning","14":"product_tag-machine-learning-tutorial","15":"product_tag-ml-course","16":"product_tag-python","17":"product_tag-scikit-learn","18":"product_tag-udemy","19":"product_tag-13778","20":"product_tag-58378","21":"product_tag-493","22":"product_tag-5234","23":"product_tag-2277","24":"product_tag-1013","25":"product_tag-58376","26":"product_tag-910","27":"product_tag-58377","28":"product_tag-261","29":"product_tag-267","30":"product_tag-1436","31":"pmpro-has-access","32":"desktop-align-left","33":"tablet-align-left","34":"mobile-align-left","36":"first","37":"instock","38":"shipping-taxable","39":"purchasable","40":"product-type-variable"},"yoast_head":"\n\u062f\u0627\u0646\u0644\u0648\u062f \u062f\u0648\u0631\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062f\u0648\u0631\u0647 \u06cc\u0648\u062f\u0645\u06cc: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0633\u0627\u06cc\u06a9\u06cc\u062a\u200c\u0644\u0650\u0631\u0646 2021-6 - 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