{"id":21264,"date":"2026-02-12T08:29:54","date_gmt":"2026-02-12T06:29:54","guid":{"rendered":"https:\/\/atharhubs.com\/?post_type=courses&p=21264"},"modified":"2026-02-12T09:29:55","modified_gmt":"2026-02-12T06:29:55","slug":"python-data-analysis","status":"publish","type":"courses","link":"https:\/\/atharhubs.com\/en\/courses\/python-data-analysis\/","title":{"rendered":"\u0645\u0639\u0633\u0643\u0631 \u0627\u0644\u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0639\u0645\u0627\u0644 \u0628\u0634\u0631\u0627\u0643\u0629 \u0645\u0639 \u0633\u064a\u0633\u0643\u0648"},"content":{"rendered":"
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\u0645\u0646\u0647\u062c \u0628\u0627\u064a\u062b\u0648\u0646 \u0639\u0645\u0644\u064a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u062d\u062a\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642:<\/strong>\n\u062a\u062a\u062f\u0631\u0651\u062c \u0645\u0646 \u0623\u0633\u0627\u0633\u064a\u0627\u062a Python<\/strong> \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\nPandas\/NumPy<\/strong>\u060c \u062b\u0645 \u0627\u0644\u0639\u0645\u0644 \u0639\u0644\u0649\nSQLite \u0639\u0628\u0631 Python<\/strong> \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u064a\u0629\u060c \u0648\u0628\u0639\u062f\u0647\u0627\nAPIs + ETL<\/strong> \u0648\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649\n\u0628\u0646\u0627\u0621 \u0644\u0648\u062d\u0629 \u0645\u062a\u0627\u0628\u0639\u0629 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Streamlit<\/strong>.<\/p>\n\n<\/div>\n

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\u062f\u0631\u0627\u0633\u0629 \u0630\u0627\u062a\u064a\u0629 \u0645\u0631\u0646\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644:<\/strong>\n\u062a\u062a\u0639\u0644\u0651\u0645 \u0648\u0641\u0642 \u0645\u0633\u0627\u0631 \u062a\u062f\u0631\u064a\u062c\u064a \u0648\u0627\u0636\u062d \u0648\u0628\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0644\u0643\u060c \u062f\u0648\u0646 \u0645\u062d\u0627\u0636\u0631\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a\u060c\n\u0645\u0639 \u062a\u0645\u0627\u0631\u064a\u0646 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0644\u0636\u0645\u0627\u0646 \u062b\u0628\u0627\u062a \u0627\u0644\u0641\u0647\u0645.<\/p>\n\n<\/div>\n

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\u0645\u062a\u0627\u0628\u0639\u0629 \u0627\u0644\u0645\u062f\u0631\u0628 \u0639\u0646\u062f \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631:<\/strong>\n\u0639\u0646\u062f \u0645\u0648\u0627\u062c\u0647\u0629 \u0623\u064a \u0639\u0627\u0626\u0642 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0639\u0644\u0651\u0645 \u0623\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0631\u0633\u0627\u0644 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0643\u060c\n\u0644\u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u062f\u0631\u0628 \u0628\u0627\u0644\u0631\u062f \u0648\u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0648\u062a\u0635\u062d\u064a\u062d \u0627\u0644\u0641\u0647\u0645 \u0623\u0648 \u0627\u0644\u0643\u0648\u062f \u062d\u062a\u0649 \u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0645\u0633\u0627\u0631 \u0628\u062b\u0642\u0629.<\/p>\n\n<\/div>\n

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