{"id":23613,"date":"2026-02-11T15:43:21","date_gmt":"2026-02-11T13:43:21","guid":{"rendered":"https:\/\/atharhubs.com\/?post_type=courses&#038;p=23613"},"modified":"2026-02-11T16:43:23","modified_gmt":"2026-02-11T13:43:23","slug":"python-for-machine-learning","status":"publish","type":"courses","link":"https:\/\/atharhubs.com\/en\/courses\/python-for-machine-learning\/","title":{"rendered":"Python \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u2013 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c"},"content":{"rendered":"<h4>\u062f\u0648\u0631\u0629 Python for Machine Learning\u00a0<\/h4>\n<p data-start=\"281\" data-end=\"483\">The program aims <strong data-start=\"293\" data-end=\"324\">Python for Machine Learning<\/strong> \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 <strong data-start=\"360\" data-end=\"370\">Python<\/strong> \u0644\u0628\u0646\u0627\u0621 \u0648\u062a\u0642\u064a\u064a\u0645 \u0646\u0645\u0627\u0630\u062c <strong data-start=\"390\" data-end=\"406\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/strong>\u060c \u0645\u0639 \u0641\u0647\u0645 \u0639\u0645\u0644\u064a \u0644\u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/p>\n<p data-start=\"485\" data-end=\"686\">\u064a\u0631\u0643\u0651\u0632 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0634\u0647\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a Python\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 <strong data-start=\"593\" data-end=\"685\">\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 \u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621<\/strong>.<\/p>\n<p data-start=\"688\" data-end=\"818\">\u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0644\u064a\u0643\u0648\u0646 \u0646\u0642\u0637\u0629 \u062f\u062e\u0648\u0644 \u0642\u0648\u064a\u0629 \u0644\u0643\u0644 \u0645\u0646 \u064a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a <strong data-start=\"757\" data-end=\"817\">Data Science\u060c Artificial Intelligence\u060c \u0648Machine Learning<\/strong>.<\/p>\n<h2 data-start=\"688\" data-end=\"818\"><strong><img decoding=\"async\" role=\"img\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/17.0.2\/svg\/1f4da.svg\" alt=\"\ud83d\udcda\" \/> Training curriculum<\/strong><\/h2>\n<ul>\n<li data-start=\"856\" data-end=\"893\">\n<p data-start=\"858\" data-end=\"893\">\u0645\u0642\u062f\u0645\u0629 \u0639\u0646 Machine Learning \u0648\u0623\u0646\u0648\u0627\u0639\u0647<\/p>\n<\/li>\n<li data-start=\"894\" data-end=\"935\">\n<p data-start=\"896\" data-end=\"935\">\u062f\u0648\u0631 Python \u0641\u064a \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/p>\n<\/li>\n<li data-start=\"936\" data-end=\"975\">\n<p data-start=\"938\" data-end=\"975\">\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Preprocessing)<\/p>\n<\/li>\n<li data-start=\"976\" data-end=\"1022\">\n<p data-start=\"978\" data-end=\"1022\">\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 NumPy \u0648Pandas<\/p>\n<\/li>\n<li data-start=\"1023\" data-end=\"1058\">\n<p data-start=\"1025\" data-end=\"1058\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a ML<\/p>\n<\/li>\n<li data-start=\"1059\" data-end=\"1174\">\n<p data-start=\"1061\" data-end=\"1093\">\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:<\/p>\n<ul data-start=\"1096\" data-end=\"1174\">\n<li data-start=\"1096\" data-end=\"1117\">\n<p data-start=\"1098\" data-end=\"1117\">Linear Regression<\/p>\n<\/li>\n<li data-start=\"1120\" data-end=\"1143\">\n<p data-start=\"1122\" data-end=\"1143\">Logistic Regression<\/p>\n<\/li>\n<li data-start=\"1146\" data-end=\"1153\">\n<p data-start=\"1148\" data-end=\"1153\">KNN<\/p>\n<\/li>\n<li data-start=\"1156\" data-end=\"1174\">\n<p data-start=\"1158\" data-end=\"1174\">Decision Trees<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li data-start=\"1175\" data-end=\"1240\">\n<p data-start=\"1177\" data-end=\"1213\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u063a\u064a\u0631 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641:<\/p>\n<ul data-start=\"1216\" data-end=\"1240\">\n<li data-start=\"1216\" data-end=\"1240\">\n<p data-start=\"1218\" data-end=\"1240\">Clustering (K-Means)<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li data-start=\"1241\" data-end=\"1290\">\n<p data-start=\"1243\" data-end=\"1290\">\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Accuracy \u2013 Precision \u2013 Recall)<\/p>\n<\/li>\n<li data-start=\"1291\" data-end=\"1313\">\n<p data-start=\"1293\" data-end=\"1313\">\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/p>\n<\/li>\n<li data-start=\"1314\" data-end=\"1344\">\n<p data-start=\"1316\" data-end=\"1344\">\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 Scikit-learn<\/p>\n<\/li>\n<li data-start=\"1345\" data-end=\"1370\">\n<p data-start=\"1347\" data-end=\"1370\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0648\u062a\u0645\u0627\u0631\u064a\u0646<\/p>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u062f\u0648\u0631\u0629 Python for Machine Learning\u00a0 \u064a\u0647\u062f\u0641 \u0628\u0631\u0646\u0627\u0645\u062c Python for Machine Learning \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u063a\u0629 Python \u0644\u0628\u0646\u0627\u0621 \u0648\u062a\u0642\u064a\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0639 \u0641\u0647\u0645 \u0639\u0645\u0644\u064a \u0644\u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631. \u064a\u0631\u0643\u0651\u0632 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u0634\u0647\u0631 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a Python\u060c \u0645\u0639 \u0634\u0631\u062d \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 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