{"id":4369,"date":"2025-07-14T10:54:39","date_gmt":"2025-07-14T10:54:39","guid":{"rendered":"https:\/\/pbi.ps\/?post_type=lp_course&p=4369"},"modified":"2025-07-28T07:28:16","modified_gmt":"2025-07-28T07:28:16","slug":"data-science-ai","status":"publish","type":"lp_course","link":"https:\/\/pbi.ps\/?lp_course=data-science-ai","title":{"rendered":"\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0635\u0631\u0641\u064a"},"content":{"rendered":"

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    \n
  1. \u0645\u0648\u0638\u0641\u0648 \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629 \u0648\u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0631\u0627\u063a\u0628\u0648\u0646 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0645\u0647\u0627\u0631\u0627\u062a\u0647\u0645 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u062e\u0644\u0641\u064a\u0627\u062a\u0647\u0645 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a<\/li>\n
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    \u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c<\/strong><\/b><\/h4>\n

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      \n
    1. \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u062f\u0648\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062f\u0639\u0645 \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629<\/li>\n
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    5. \u0628\u0646\u0627\u0621 \u0648\u062a\u0642\u064a\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0641\u0639\u0627\u0644\u064a\u062a\u0647\u0627 \u0641\u064a \u062f\u0639\u0645 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a<\/li>\n
    6. \u0627\u0644\u0625\u0644\u0645\u0627\u0645 \u0628\u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062f\u0648\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621<\/li>\n
    7. \u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u064a \u0644\u062a\u0637\u0648\u064a\u0631 \u062d\u0644\u0648\u0644 \u0639\u0645\u0644\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629<\/li>\n<\/ol>\n

      \u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c :<\/h4>\n
        \n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u0648\u0644<\/strong><\/b>:<\/strong><\/b> \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\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0623\u0628\u0631\u0632 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0635\u0631\u0641\u064a.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0646\u064a<\/strong><\/b>:<\/strong><\/b> \u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0644\u063a\u0629 Python\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0631\u0637\u064a\u0629 (if-else)\u060c \u0627\u0644\u062d\u0644\u0642\u0627\u062a (loops)\u060c \u0627\u0644\u062f\u0648\u0627\u0644 (functions)\u060c \u0648\u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0644\u062b<\/strong><\/b>:<\/strong><\/b> \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 Pandas\u060c \u0625\u0646\u0634\u0627\u0621 \u062c\u062f\u0627\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (DataFrames)\u060c \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u062e\u0627\u0631\u062c\u064a\u0629\u060c \u0648\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0639\u0644\u064a\u0647\u0627.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0631\u0627\u0628\u0639<\/strong><\/b>:<\/strong><\/b> \u062a\u062c\u0647\u064a\u0632 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062a\u0639\u0644\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641\u064a \u0627\u0644\u0634\u0627\u0645\u0644 \u0644\u0641\u0647\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062e\u0627\u0645\u0633<\/strong><\/b>:<\/strong><\/b> \u0627\u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a Matplotlib \u0648Seaborn \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0628\u0634\u0643\u0644 \u0645\u0631\u0626\u064a \u0648\u0641\u0639\u0651\u0627\u0644.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0633\u0627\u062f\u0633<\/strong><\/b>:<\/strong><\/b> \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0631\u0627\u0628\u0637 \u0648\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0628\u0646\u0627\u0621 \u0648\u062a\u0641\u0633\u064a\u0631 Correlation Matrix\u060c \u0648\u0641\u0647\u0645 \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 Confusion Matrix\u060c Accuracy\u060c Recall\u060c Precision\u060c F1-score\u060c ROC Curve \u0648AUC.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0633\u0627\u0628\u0639<\/strong><\/b>:<\/strong><\/b> \u0645\u0642\u062f\u0645\u0629 \u0634\u0627\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \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 \u0648\u0645\u0631\u0627\u062d\u0644 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u062f\u0627\u064a\u0629\u064b \u0645\u0646 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u062a\u0649 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0645\u0646<\/strong><\/b>:<\/strong><\/b> \u062a\u062f\u0631\u064a\u0628 \u0639\u0645\u0644\u064a \u0645\u0643\u062b\u0651\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0635\u0631\u0641\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u062a\u0631\u0633\u064a\u062e \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0639\u0644\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062a\u0627\u0633\u0639<\/strong><\/b>:<\/strong><\/b> \u062f\u0631\u0627\u0633\u0629 \u0648\u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0627\u0630\u062c \u0634\u062c\u0631\u0629 \u0627\u0644\u0642\u0631\u0627\u0631 (Decision Trees) \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a (Logistic Regression) \u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u0629.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0639\u0627\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a Random Forest \u0648SVM\u060c \u0634\u0631\u062d \u0645\u0628\u0633\u0637 \u0644\u0645\u0628\u062f\u0623 \u0639\u0645\u0644\u0647\u0627 \u0648\u0645\u0632\u0627\u064a\u0627\u0647\u0627\u060c \u0645\u0639 \u062a\u062f\u0631\u064a\u0628 \u0639\u0645\u0644\u064a \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0643\u0634\u0641 \u0627\u0644\u0639\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0632\u064a\u0641\u0629.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062d\u0627\u062f\u064a \u0639\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 Cross-validation\u060c \u062a\u062d\u0644\u064a\u0644 \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a (Feature Importance)\u060c \u0648\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 (Hyperparameter Tuning) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 GridSearch.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0646\u064a \u0639\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 K-means \u0644\u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u062d\u0644\u064a\u0644 \u0634\u0631\u0627\u0626\u062d \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0635\u0631\u0641\u064a.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062b\u0627\u0644\u062b \u0639\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (Deep Neural Networks \u2013 DNN) \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645 \u0648\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0631\u0627\u0628\u0639 \u0639\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u062f\u0631\u0627\u0633\u0627\u062a \u062a\u0637\u0628\u064a\u0642\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0639\u062c\u0632 \u0627\u0644\u0645\u0627\u0644\u064a\u060c \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a\u060c \u0648\u062a\u0645\u0648\u064a\u0644 \u0627\u0644\u0642\u0631\u0648\u0636 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u062e\u0627\u0645\u0633 \u0639\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0648\u0644 \u0645\u0646 \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a\u060c \u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0634\u0643\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u0646 \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0635\u0631\u0641\u064a\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/li>\n
      • \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0633\u0627\u062f\u0633 \u0639\u0634\u0631<\/strong><\/b>:<\/strong><\/b> \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u062b\u0627\u0646\u064a \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645\u060c \u0639\u0631\u0636 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639\u060c \u0645\u0646\u0627\u0642\u0634\u0629 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0642\u062a\u0631\u064e\u062d\u0629\u060c \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0647\u0627\u0626\u064a<\/li>\n<\/ul>\n

        \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/h4>\n
          \n
        • \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
          \u2022\u062a\u0637\u0628\u064a\u0642 \u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644
          \u2022 \u062f\u0631\u0627\u0633\u0629 \u062d\u0627\u0644\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0635\u0631\u0641\u064a
          \u2022 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0637\u0628\u064a\u0642\u064a\u0629 \u0641\u0631\u062f\u064a\u0629 \u0623\u0648 \u062c\u0645\u0627\u0639\u064a\u0629
          \u2022 \u0646\u0642\u0627\u0634\u0627\u062a \u0648\u062a\u0641\u0627\u0639\u0644 \u062c\u0645\u0627\u0639\u064a \u0644\u062a\u062d\u0641\u064a\u0632 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a<\/li>\n<\/ul>\n

           <\/p>\n

          \u0639\u062f\u062f \u0633\u0627\u0639\u0627\u062a \u0627\u0644\u062f\u0628\u0644\u0648\u0645 :120 \u0633\u0627\u0639\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 <\/strong><\/p>\n

          \u0627\u0644\u0631\u0633\u0648\u0645 \u0644\u0644\u0627\u0639\u0636\u0627\u0621 \u0648\u0644\u063a\u064a\u0631 \u0627\u0644\u0627\u0639\u0636\u0627\u0621: 1800 \u062f\u0648\u0644\u0627\u0631<\/strong><\/p>\n

          \u062c\u062f\u0648\u0644 \u0645\u0648\u0627\u0639\u064a\u062f \u0627\u0644\u062f\u0648\u0631\u0629:<\/strong><\/p>\n

          \n
          \n
          \n
          \n
          \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
          \u0627\u0644\u064a\u0648\u0645<\/span><\/p>\n
           <\/div>\n<\/th>\n
          		\u0627\u0644\u062a\u0627\u0631\u064a\u062e<\/span><\/p>\n
           <\/div>\n<\/th>\n
          		\u0648\u0642\u062a \u0627\u0644\u0628\u062f\u0627\u064a\u0629<\/span><\/p>\n
           <\/div>\n<\/th>\n
          		\u0648\u0642\u062a \u0627\u0644\u0646\u0647\u0627\u064a\u0629<\/span><\/p>\n
           <\/div>\n<\/th>\n
          		\u0627\u0644\u0645\u062f\u0629<\/span><\/p>\n
           <\/div>\n<\/th>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n26\/07\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n02\/08\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n09\/08\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n16\/08\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n23\/08\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n30\/08\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n06\/09\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n13\/09\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n20\/09\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n27\/09\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n04\/10\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n11\/10\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n18\/10\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n25\/10\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n01\/11\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n
          \u0627\u0644\u0633\u0628\u062a<\/td>\n08\/11\/2025<\/td>\n09:00<\/td>\n16:30<\/td>\n07:30<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<\/div>\n
           <\/div>\n<\/div>\n<\/div>\n

           <\/p>\n","protected":false},"excerpt":{"rendered":"

          \u0645\u0642\u062f\u0645\u0629 \u0639\u0646 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u062f\u0631\u064a\u0628\u064a \u0645\u062a\u0642\u062f\u0645 \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u064a\u0646 \u0628\u0641\u0647\u0645 \u0645\u062a\u064a\u0646 \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a […]<\/p>\n","protected":false},"author":2,"featured_media":4372,"comment_status":"open","ping_status":"closed","template":"","meta":{"ngg_post_thumbnail":0,"footnotes":""},"course_category":[87,95,93,140],"course_tag":[205],"class_list":{"0":"post-4369","1":"lp_course","2":"type-lp_course","3":"status-publish","4":"has-post-thumbnail","5":"hentry","6":"course_category---ar","7":"course_category--ar","9":"course_category-all-courses-porgrams-ar","10":"course_tag-205","11":"course"},"_links":{"self":[{"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course\/4369","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"}],"author":[{"embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4369"}],"version-history":[{"count":3,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course\/4369\/revisions"}],"predecessor-version":[{"id":4382,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/lp_course\/4369\/revisions\/4382"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=\/wp\/v2\/media\/4372"}],"wp:attachment":[{"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4369"}],"wp:term":[{"taxonomy":"course_category","embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fcourse_category&post=4369"},{"taxonomy":"course_tag","embeddable":true,"href":"https:\/\/pbi.ps\/index.php?rest_route=%2Fwp%2Fv2%2Fcourse_tag&post=4369"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}