{"id":5137,"date":"2026-06-01T10:42:04","date_gmt":"2026-06-01T10:42:04","guid":{"rendered":"https:\/\/pbi.ps\/?post_type=lp_course&p=5137"},"modified":"2026-06-01T10:42:04","modified_gmt":"2026-06-01T10:42:04","slug":"%d9%85%d9%82%d8%af%d9%85%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d9%88%d8%aa%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a7%d9%84%d8%a9-2","status":"publish","type":"lp_course","link":"https:\/\/pbi.ps\/?lp_course=%D9%85%D9%82%D8%AF%D9%85%D8%A9-%D9%81%D9%8A-%D8%B9%D9%84%D9%85-%D8%A7%D9%84%D8%A8%D9%8A%D8%A7%D9%86%D8%A7%D8%AA-%D9%88%D8%AA%D8%B9%D9%84%D9%85-%D8%A7%D9%84%D8%A7%D9%84%D8%A9-2","title":{"rendered":"\u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u0629"},"content":{"rendered":"

\u0627\u0644\u0645\u062f\u0631\u0628: \u0623\u062d\u0645\u062f \u062d\u0633\u0627\u0633\u0646\u0629<\/strong><\/p>\n

\u0645\u0642\u062f\u0645\u0629 \u0639\u0646 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c<\/strong><\/b>:<\/strong><\/b><\/p>\n

\u062f\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u062a\u0645\u0647\u064a\u062f\u064a\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629  \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/b> \u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong><\/b>. \u062a\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/b>\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a<\/strong><\/b>\u060c \u0648\u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a<\/strong><\/b>\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u062d\u0636\u0648\u0631 \u0645\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627. \u0633\u064a\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong><\/b> \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0648\u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u062c\u0631\u0628\u0629 \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u062b\u0644 Pandas\u060c \u0648 .Scikit-learn \u062a\u0647\u062f\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u062a\u0645\u0647\u064a\u062f\u064a\u0629 \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0628\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0643\u064a\u0641\u064a\u0629 \u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0627\u0633\u062a\u0646\u0627\u062f\u0627 \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0649 \u0631\u0628\u0637 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0644\u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/p>\n

\u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062f\u0648\u0631\u0629\u060c \u0633\u064a\u0643\u0648\u0646 \u0644\u062f\u0649 \u0627\u0644\u062d\u0636\u0648\u0631 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062b\u0642\u0629 \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u062f\u0631\u0627\u0633\u0627\u062a \u0623\u0643\u062b\u0631 \u062a\u0642\u062f\u0645\u064b\u0627 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n

 <\/p>\n

\u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 <\/strong><\/b> :<\/strong><\/b><\/p>\n

–        \u062f\u0648\u0627\u0626\u0631 \u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0627\u0644\u0627\u062c\u0631\u0627\u0621\u0627\u062a \u0648\u0627\u0644\u0627\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u062a\u0633\u0648\u064a\u0642<\/p>\n

–        \u0645\u0648\u0638\u0641\u0648 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/p>\n

–        \u0645\u0648\u0638\u0641\u0648\u0627 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u062f\u0627\u0631\u064a \u0648\u0627\u0644\u0645\u0627\u0644\u064a<\/p>\n

 –   \u0627\u0644\u0645\u0647\u062a\u0645\u0648\u0646 \u0628\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0627\u0639\u0645\u0627\u0644 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u0631\u0642\u0645\u064a<\/p>\n

 <\/p>\n

\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c:<\/strong><\/b><\/p>\n

\u064a\u0647\u062f\u0641 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u064a \u0625\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n

    \n
  1. \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n
  2. \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0644\u063a\u0629 \u0627\u0644\u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u062b\u0644 Pandas \u0648 Scikit-learn \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n
  3. \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0648\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u0648 \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n
  4. \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (Support Vector Machine, Random Forest) \u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641  (K-means Clustering Algorithms)\u060c \u0648\u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629.<\/li>\n
  5. \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0648\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0626\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/li>\n
  6. \u062a\u0648\u0641\u064a\u0631 \u0641\u0647\u0645 \u0634\u0627\u0645\u0644 \u0644\u0644\u062a\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a.<\/li>\n
  7. \u062a\u062d\u0641\u064a\u0632 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0646\u0642\u062f\u064a \u0648\u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a \u0644\u062f\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u0645\u0628\u062a\u0643\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629.<\/li>\n<\/ol>\n

    \u0627\u0644\u0645\u062d\u062a\u0648\u064a\u0627\u062a <\/strong><\/b><\/p>\n\n\n\n\n\n\n
    #<\/strong><\/b><\/td>\n\u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u062a\u063a\u0637\u064a\u062a\u0647\u0627<\/strong><\/b><\/td>\n\u0627\u0644\u0623\u064a\u0627\u0645<\/strong><\/b><\/td>\n<\/tr>\n
    1<\/td>\n\u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a + \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 \u0627\u0644\u0628\u0627\u064a\u062b\u0648\u0646:<\/strong><\/b> \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0628\u0644\u063a\u0629 \u0627\u0644\u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0628\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0623\u0647\u0645\u064a\u0629 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u060c \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 \u0627\u0644\u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/b>\u060c \u0645\u062b\u0644 Pandas \u0648 Scikit-learn\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/b> \u0648\u0623\u0646\u0648\u0627\u0639\u0647\u0627 \u0648\u0645\u0647\u0627\u0631\u0627\u062a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/b>: \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a<\/strong><\/b> <\/strong><\/b>\u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a (Data Visualization)<\/td>\n <\/p>\n

    \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u0648\u0644 <\/td>\n<\/tr>\n

    2<\/td>\n\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0644\u064a \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (<\/strong><\/b>Supervised Machine Learning<\/strong><\/b>: <\/strong><\/b>\u064a\u062a\u0646\u0627\u0648\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0648\u0645\u0641\u0627\u0647\u064a\u0645\u0647 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u0639\u0631\u0627\u0636 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 \u0645\u062b\u0644 Decision Tree, Logistic Regression, Random Forest, Support Vector Machin<\/strong><\/b>\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0642\u0647\u0627 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629. \u0643\u0645\u0627 \u064a\u062a\u0636\u0645\u0646 \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628<\/strong><\/b> \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631<\/strong><\/b>\u060c \u0648\u0643\u0630\u0644\u0643 \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644 \u0627\u0644\u062f\u0642\u0629<\/strong><\/b> (Accuracy)<\/strong><\/b>  \u0648\u0645\u0635\u0641\u0648\u0641\u0629 <\/strong><\/b>(Confusion Matrix)<\/strong><\/b>\u060c <\/strong><\/b>\u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0645\u0627\u0631\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0635\u0646\u064a\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 Scikit-learn<\/strong><\/b>.<\/td>\n <\/p>\n

     <\/p>\n

    \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0646\u064a<\/td>\n<\/tr>\n

    3<\/td>\n\u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 + \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629<\/strong><\/b> <\/strong><\/b>+ \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u0646\u0647\u0627\u0626\u064a:<\/strong><\/b><\/p>\n

    \u064a\u062a\u0646\u0627\u0648\u0644 \u0647\u0630\u0627 \u0627\u0644\u062c\u0632\u0621 \u0645\u0642\u062f\u0645\u0629 \u0639\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641<\/strong><\/b> \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062c\u0645\u064a\u0639<\/strong><\/b> (Clustering)<\/strong><\/b> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-Means<\/strong><\/b>. \u0643\u0645\u0627 \u0633\u064a\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642<\/strong><\/b> \u0645\u0639 \u0634\u0631\u062d \u0634\u0627\u0645\u0644 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (DNN<\/strong><\/b>) \u0648 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 <\/strong><\/b>(CNN)<\/strong><\/b>\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Keras<\/strong><\/b>  \u0623\u0648 TensorFlow<\/strong><\/b>. \u0633\u064a\u0639\u0645\u0644 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0648\u0646 \u0639\u0644\u0649 \u0645\u0634\u0631\u0648\u0639 \u0639\u0645\u0644\u064a<\/strong><\/b> \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0639\u0644\u0645\u0647\u0627\u060c \u0648\u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062f\u0648\u0631\u0629\u060c \u0633\u064a\u062a\u0645 \u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629<\/strong><\/b> \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u062d\u0644\u0648\u0644\u060c \u0645\u0639 \u0627\u062e\u062a\u062a\u0627\u0645 \u0627\u0644\u062f\u0648\u0631\u0629 \u0628\u0645\u0631\u0627\u062c\u0639\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0633\u0628\u0629.<\/td>\n

    		 <\/p>\n

     <\/p>\n

     <\/p>\n

    \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0644\u062a \u0648 \u0627\u0644\u0631\u0627\u0628\u0639<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

     <\/p>\n

    \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 <\/strong><\/b>:<\/strong><\/b><\/p>\n

    \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0644\u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0633\u062a\u0634\u0645\u0644:<\/p>\n

      \n
    1. \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0642\u062f\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0645\u062d\u0627\u0636\u0631\u0627\u062a \u0627\u0644\u0646\u0638\u0631\u064a\u0629.<\/li>\n
    2. \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a.<\/li>\n
    3. \u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0629.<\/li>\n
    4. \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a\u0629.<\/li>\n
    5. \u0627\u0644\u0646\u0642\u0627\u0634\u0627\u062a \u0627\u0644\u062c\u0645\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

      \u0627\u0644\u0645\u062f\u0631\u0628: \u0623\u062d\u0645\u062f \u062d\u0633\u0627\u0633\u0646\u0629 \u0645\u0642\u062f\u0645\u0629 \u0639\u0646 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c: \u062f\u0648\u0631\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u062a\u0645\u0647\u064a\u062f\u064a\u0629 \u062a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629  \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u062a\u062a\u0646\u0627\u0648\u0644 […]<\/p>\n","protected":false},"featured_media":5138,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ngg_post_thumbnail":0,"footnotes":""},"course_category":[87,89,140],"course_tag":[286],"class_list":{"0":"post-5137","1":"lp_course","2":"type-lp_course","3":"status-publish","4":"has-post-thumbnail","5":"hentry","6":"course_category---ar","8":"course_category-all-courses-porgrams-ar","9":"course_tag-286","10":"course"},"_links":{"self":[{"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course\/5137","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course"}],"about":[{"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/types\/lp_course"}],"replies":[{"embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5137"}],"version-history":[{"count":1,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course\/5137\/revisions"}],"predecessor-version":[{"id":5139,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course\/5137\/revisions\/5139"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/media\/5138"}],"wp:attachment":[{"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5137"}],"wp:term":[{"taxonomy":"course_category","embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fcourse_category&post=5137"},{"taxonomy":"course_tag","embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fcourse_tag&post=5137"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}