{"id":13196,"date":"2024-07-24T08:00:50","date_gmt":"2024-07-24T04:30:50","guid":{"rendered":"https:\/\/hamrah.academy\/blog\/?p=13196"},"modified":"2026-07-12T09:35:00","modified_gmt":"2026-07-12T06:05:00","slug":"python-from-beginner-to-advanced","status":"publish","type":"post","link":"https:\/\/hamrah.academy\/blog\/python-from-beginner-to-advanced\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647"},"content":{"rendered":"<\/p>\n<p>\u0628\u0631\u0627\u0633\u0627\u0633 \u06af\u0632\u0627\u0631\u0634\u06cc \u0627\u0632 GitHub \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f2\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06f2\u06f2.\u06f5\u066a \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u0644 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\u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u0646\u062f\u0627\u0633 (Pandas)\u060c \u0646\u0627\u0645\u067e\u0627\u06cc (NumPy) \u0648 \u0645\u062a\u200c\u067e\u0644\u0627\u062a\u200c\u0644\u06cc\u0628 (Matplotlib) \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u062a\u0648\u0633\u0639\u0647 \u0648\u0628:\u00a0\u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0646\u06af\u0648 (Django) \u0648 \u0641\u0644\u0627\u0633\u06a9 (Flask) \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0628\u06a9\u200c\u0627\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>\u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631:\u00a0\u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0648 \u062a\u0633\u062a \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/li>\n<li>\u062a\u0648\u0633\u0639\u0647 \u0628\u0627\u0632\u06cc:\u00a0\u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0628\u0627\u0632\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u200c\u06af\u06cc\u0645 (PyGame) \u0648 \u062a\u06a9\u06cc\u0646\u062a\u0631 (tkinter) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/li>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc:\u00a0\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0646\u0633\u0648\u0631\u0641\u0644\u0648 (TensorFlow)\u060c \u067e\u0627\u06cc\u200c\u062a\u0648\u0631\u0686 (PyTorch) \u0648 \u0627\u0633\u06a9\u06cc\u200c\u0644\u0631\u0646 (Scikit-learn) \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0633\u0627\u062e\u062a\u0647\u200c\u0627\u0646\u062f.<\/li>\n<\/ul>\n<h2>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p>\u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc\u00a0<a href=\"https:\/\/hamrah.academy\/blog\/start-to-learn-python\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/a>\u00a0\u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0633\u0628\u06a9 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0645\u0627 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u200c\u062a\u0627\u0646 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0635\u0641\u0631 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<h3>\u06f1. \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646<\/h3>\n<p>\u062f\u0631 \u0628\u06cc\u0646 \u0645\u0646\u0627\u0628\u0639 \u0622\u0646\u0644\u0627\u06cc\u0646\u060c \u0645\u0646\u0627\u0628\u0639 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0645\u0645\u06a9\u0646 \u06cc\u0647 \u0646\u062a\u06cc\u062c\u0647 \u062e\u0648\u0628\u06cc \u0628\u0631\u0633\u06cc\u062f.\u00a0\u0641\u06cc\u0644\u0645 \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc\u00a0\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u060c \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f \u0648 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u00a0<a href=\"https:\/\/hamrah.academy\/course\/133\">\u062f\u0648\u0631\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\u00a0<\/a>\u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0645\u0627\u0647\u0631\u0627\u0646\u0647 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.\u00a0<\/p>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/1101?utm_source=banner&#038;utm_medium=blog&#038;utm_campaign=article&#038;utm_ti&#038;utm_term=academy&#038;utm_content=article\" aria-label=\"View course: \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\" data-course-id=\"1101\" data-course-title=\"\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\">\n\t\t<div class=\"abc-course-card__image-wrap\">\n\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__image\" src=\"https:\/\/asset.hamrah.academy\/filebrowser\/api\/public\/dl\/rduX5NiG\/minio\/2278914a-74e6-4907-b3f3-f9f991814a82Artboard%201%20copy%205.webp\" alt=\"\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"abc-course-card__body\">\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__teacher-avatar\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/cbc2c22b-036b-4fe8-b9a4-340805ee590d.webp\" alt=\"\u062c\u0645\u0627\u0644 \u06a9\u0632\u0627\u0632\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u062c\u0645\u0627\u0644 \u06a9\u0632\u0627\u0632\u06cc<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#72BBC4\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<span>\n    <img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-19.svg\" alt=\"\">\n    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f3,\u06f0    <\/span>\n\n     (\u06f8\u06f1\u06f4 \u0631\u0627\u06cc)<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> \u06f3\u06f8\u06f4\u06f0 \u0646\u0641\u0631<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> \u06f7\u06f3\u06f8 \u0633\u0627\u0639\u062a \u0648 \u06f3\u06f7 \u062f\u0642\u06cc\u0642\u0647<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u06f1,\u06f4\u06f0\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t\n<p>\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u067e\u0627\u06cc\u0647 \u0628\u0627 \u0627\u0635\u0648\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0646\u06af\u0627\u0631\u0634 \u0641\u0644\u0648\u0686\u0627\u0631\u062a \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u0648 \u0634\u0645\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u0622\u063a\u0627\u0632 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\u0648 \u0627\u0633\u062a\u062b\u0646\u0627\u200c\u0647\u0627 \u062f\u0631 \u06a9\u062f \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0644\u0648\u06a9\u200c\u0647\u0627\u06cc try\/except \u0648 \u0628\u0644\u0646\u062f \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u062b\u0646\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.\u00a0<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646:\u00a0\u0642\u062f\u0631\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0648\u0633\u06cc\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0646 \u0646\u0627\u0634\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f. \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u0645\u0627\u0646\u0646\u062f \u0646\u0627\u0645\u067e\u0627\u06cc (NumPy) \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc\u060c \u067e\u0627\u0646\u062f\u0627\u0633 (pandas) \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0645\u062a\u200c\u067e\u0644\u0627\u062a\u200c\u0644\u06cc\u0628 (matplotlib) \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0634\u06cc\u200c\u06af\u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646:\u00a0\u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0634\u06cc\u200c\u06af\u0631\u0627 (OOP) \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06cc\u06a9 \u067e\u0627\u0631\u0627\u062f\u0627\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u062d\u0648\u0644 \u0645\u062d\u0648\u0631 \u0627\u0634\u06cc\u0627\u0621 \u0648 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645 OOP \u0645\u0627\u0646\u0646\u062f \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u060c \u0627\u0634\u06cc\u0627\u0621\u060c\u00a0inheritance\u00a0\u0648\u00a0polymorphism\u00a0\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u062f \u062a\u0627 \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u06cc\u0627\u0641\u062a\u0647\u200c\u062a\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f.<\/li>\n<\/ul>\n<h3>\u06f4. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0639\u0645\u0644<\/h3>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0648\u062b\u0631\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0641\u0639\u0627\u0644\u0627\u0646\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a. \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u062a\u0644\u0627\u0634 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u0627\u0646\u06cc\u062f \u0648 \u0647\u0631\u0686\u0647 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u06a9\u0647 \u0647\u0645\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0639\u0645\u0644 \u0627\u0633\u062a\u060c \u06cc\u0639\u0646\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u06a9\u0647 \u0627\u0632 \u0645\u0637\u0627\u0644\u0639\u0627\u062a \u062e\u0648\u062f \u0622\u0645\u0648\u062e\u062a\u0647\u200c\u0627\u06cc\u062f \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0648 \u062a\u0645\u0631\u06cc\u0646\u0627\u062a \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u062f\u0648\u0631\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u062e\u0648\u062f\u062a\u0627\u0646 \u062f\u0627\u0631\u06cc\u062f \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u06cc\u062f \u067e\u0631\u0648\u0698\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u062f\u0648\u0631\u0647 \u0647\u0645 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0622\u0632\u0645\u0648\u0646 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0634\u0631\u06a9\u062a \u06a9\u0631\u062f\u0647 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0635\u0648\u0631\u062a \u0639\u0645\u0644\u06cc \u0628\u0633\u0646\u062c\u06cc\u062f.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u067e\u0627\u06cc\u0627\u0646 \u062f\u0648\u0631\u0647 \u0646\u06cc\u0632 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u06cc\u062f \u062f\u0631 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u062a\u0627\u0646 \u0628\u06a9\u0627\u0631 \u0628\u0628\u0631\u06cc\u062f. \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u062e\u0644\u0642 \u06a9\u0646\u06cc\u062f.\u00a0<\/p>\n<h3>\u06f5. \u0633\u0627\u062e\u062a\u0646 \u067e\u0631\u062a\u0641\u0648\u06cc \u0627\u0632 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627<\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u06a9\u0645\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u062a\u0641\u0648\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u067e\u0631\u062a\u0641\u0648\u06cc \u0628\u0627\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u0648 \u0639\u0644\u0627\u06cc\u0642 \u0634\u0645\u0627 \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u062d\u0631\u0641\u0647 \u06cc\u0627 \u0635\u0646\u0639\u062a\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u06cc\u062f\u060c \u0637\u0631\u0627\u062d\u06cc \u0634\u0648\u062f. \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u062a\u0627\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0628\u06af\u0630\u0627\u0631\u0646\u062f.<\/p>\n<h3>\u06f6. \u062e\u0648\u062f\u062a\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0686\u0627\u0644\u0634 \u0628\u06a9\u0634\u06cc\u062f<\/h3>\n<p>\u0647\u0631\u06af\u0632 \u062f\u0633\u062a \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0646\u062f\u0627\u0631\u06cc\u062f \u0648 \u067e\u0633 \u0627\u0632 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0645\u0628\u0627\u0646\u06cc\u060c \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0646 \u062a\u0633\u06a9\u200c\u0647\u0627 \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632\u062a\u0631 \u0628\u06af\u0631\u062f\u06cc\u062f. \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u062a\u062e\u0635\u0635 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u0627\u0647\u062f\u0627\u0641 \u0634\u063a\u0644\u06cc \u06cc\u0627 \u0639\u0644\u0627\u06cc\u0642 \u0634\u062e\u0635\u06cc \u0634\u0645\u0627 \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646\u062f. \u0686\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u062a\u0648\u0633\u0639\u0647 \u0648\u0628 \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0647\u0645\u06cc\u0634\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0633\u0641\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u0631\u0627\u062a\u0646 \u0627\u0633\u062a\u060c \u0646\u0647 \u062f\u0648\u06cc \u0633\u0631\u0639\u062a. \u0628\u0647 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0631\u062f\u0646 \u0627\u062f\u0627\u0645\u0647 \u062f\u0647\u06cc\u062f\u060c \u06a9\u0646\u062c\u06a9\u0627\u0648 \u0628\u0627\u0634\u06cc\u062f \u0648 \u0627\u0632 \u0627\u0634\u062a\u0628\u0627\u0647 \u06a9\u0631\u062f\u0646 \u0646\u062a\u0631\u0633\u06cc\u062f.<\/p>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/1118?utm_source=banner&#038;utm_medium=blog&#038;utm_campaign=article&#038;utm_ti&#038;utm_term=academy&#038;utm_content=article\" aria-label=\"View course: \u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\" data-course-id=\"1118\" data-course-title=\"\u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\">\n\t\t<div class=\"abc-course-card__image-wrap\">\n\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__image\" src=\"https:\/\/asset.hamrah.academy\/filebrowser\/api\/public\/dl\/rduX5NiG\/minio\/995ccf91-80ad-49ff-a8c3-70273ac6deacData%20science%20copy%203.webp\" alt=\"\u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\">\n\t\t\t\t\t<\/div>\n\t\t<div class=\"abc-course-card__body\">\n\t\t\t\t\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__teacher\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" class=\"abc-course-card__teacher-avatar\" src=\"https:\/\/core-storage.hamrah.academy\/academy\/1778aa56-1d39-4716-876c-e98a5bd2848d.webp\" alt=\"\u0628\u0627\u0628\u06a9 \u062a\u06cc\u0645\u0648\u0631\u067e\u0648\u0631\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0628\u0627\u0628\u06a9 \u062a\u06cc\u0645\u0648\u0631\u067e\u0648\u0631<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#6b7280\">\u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u062f\u0627\u062f\u0647 \u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<span>\n    <img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-19.svg\" alt=\"\">\n    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f4,\u06f0    <\/span>\n\n     (\u06f1\u06f8\u06f3 \u0631\u0627\u06cc)<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> \u06f1\u06f3\u06f1\u06f0 \u0646\u0641\u0631<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span><img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> \u06f5\u06f3\u06f8 \u0633\u0627\u0639\u062a \u0648 \u06f1\u06f5 \u062f\u0642\u06cc\u0642\u0647<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"abc-course-card__divider\" role=\"separator\" aria-hidden=\"true\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"abc-course-card__price-row\">\n\t\t\t\t\t\t\t\t<div>\n\t\t\t\t\t<!-- \t\t\t\t\t<div class=\"abc-course-card__price\">\u06f1,\u06f1\u06f0\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t\n<h2>\u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0634\u063a\u0644\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f4<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/06\/%D9%85%D9%87%D9%85_%D8%AA%D8%B1%DB%8C%D9%86-%D8%B4%D8%BA%D9%84_%D9%87%D8%A7%DB%8C-%D9%BE%D8%A7%DB%8C%D8%AA%D9%88%D9%86-%D8%AF%D8%B1-%D8%B3%D8%A7%D9%84-%DB%B2%DB%B0%DB%B2%DB%B4.jpg\" alt=\"\u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0634\u063a\u0644\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f4\" width=\"780\" height=\"480\" \/><\/p>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u067e\u06cc\u0634\u200c\u062a\u0631 \u062f\u06cc\u062f\u06cc\u0645\u060c \u062a\u0642\u0627\u0636\u0627 \u0628\u0631\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a \u0648 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href=\"https:\/\/hamrah.academy\/blog\/data-analysis-expert\/\">\u062a\u062d\u0644\u06cc\u0644 \u06af\u0631 \u062f\u0627\u062f\u0647<\/a>\u060c \u06a9\u0627\u0631\u0622\u06af\u0627\u0647\u0627\u0646 \u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0648\u062f\u0647 \u0648 \u0645\u0633\u0626\u0648\u0644 \u06a9\u0634\u0641 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u063a\u0646\u06cc\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u0631\u06a9\u06cc\u0628 \u0646\u0642\u0627\u0637 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0631\u0648\u0646\u062f\u0647\u0627 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0622\u0646\u200c\u0647\u0627 \u0627\u0632 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc\u060c \u0622\u0645\u0627\u0631\u06cc \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u0628\u06cc\u06af \u062f\u06cc\u062a\u0627\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0633\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u0627\u0646\u0646\u062f 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(\u0645\u0627\u0646\u0646\u062f Django, Flask)<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc ORM<\/li>\n<li>\u0634\u0646\u0627\u062e\u062a \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 (\u0645\u0627\u0646\u0646\u062f MySQL, PostgreSQL)<\/li>\n<\/ul>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc:<\/p>\n<ul>\n<li>\u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0645\u062c\u062a\u0645\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646 (\u0645\u0627\u0646\u0646\u062f PyCharm)<\/li>\n<li>\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0646\u0633\u062e\u0647 (\u0645\u0627\u0646\u0646\u062f Git)<\/li>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648\u0628 (\u0645\u0627\u0646\u0646\u062f Django, Flask)<\/li>\n<\/ul>\n<h3>\u06f3. \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u062f\u0627\u062f\u0647<\/h3>\n<p>\u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u0633\u0626\u0648\u0644 \u062a\u0641\u0633\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u06a9 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0646\u062f. \u0622\u0646\u200c\u0647\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 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\u062f\u0647\u0646\u062f.<\/p>\n<p>\u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u062f\u0627\u062f\u0647:<\/p>\n<ol>\n<li>\u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c R\u060c \u0648 SQL<\/li>\n<li>\u062f\u0627\u0646\u0634 \u0642\u0648\u06cc \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc<\/li>\n<li>\u062a\u062c\u0631\u0628\u0647 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u062a\u062c\u0627\u0631\u06cc (\u0645\u0627\u0646\u0646\u062f Tableau, Power BI)<\/li>\n<li>\u062f\u0631\u06a9 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0648 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647<\/li>\n<li>\u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u0648 \u0627\u0631\u0627\u0626\u0647 \u0645\u0624\u062b\u0631<\/li>\n<\/ol>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc:<\/p>\n<ul>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 (\u0645\u0627\u0646\u0646\u062f \u067e\u0627\u0646\u062f\u0627\u0633\u060c \u0646\u0627\u0645\u067e\u0627\u06cc)<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0648\u0634 \u062a\u062c\u0627\u0631\u06cc (\u0645\u0627\u0646\u0646\u062f Tableau, Power BI)<\/li>\n<li>\u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 SQL (\u0645\u0627\u0646\u0646\u062f MySQL, PostgreSQL)<\/li>\n<li>\u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u062c\u062f\u0648\u0644\u200c\u0628\u0646\u062f\u06cc (\u0645\u0627\u0646\u0646\u062f MS Excel)<\/li>\n<\/ul>\n<h3>\u06f4. \u0645\u0647\u0646\u062f\u0633 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/h3>\n<p>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0648\u0633\u0639\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f \u0647\u0631 \u062f\u0627\u0646\u0634\u06cc \u0631\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647 \u0648 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0628\u0646\u062f\u0646\u062f. \u0622\u0646\u200c\u0647\u0627 \u0645\u0633\u0626\u0648\u0644 \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u0628\u062f\u0648\u0646 \u062f\u0633\u062a\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 (\u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u0622\u0645\u0648\u0632) \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0646 \u06a9\u0627\u0631\u0647\u0627\u060c \u0627\u0642\u062f\u0627\u0645 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0647\u0646\u062f\u0633 \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af:<\/p>\n<ul>\n<li>\u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c R\u060c \u0648 SQL<\/li>\n<li>\u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/li>\n<li>\u0634\u0646\u0627\u062e\u062a \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (\u0645\u0627\u0646\u0646\u062f TensorFlow,)<\/li>\n<\/ul>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc:<\/p>\n<ul>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (\u0645\u0627\u0646\u0646\u062f Scikit-learn, TensorFlow, PyTorch)<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 (\u0645\u0627\u0646\u0646\u062f \u067e\u0627\u0646\u062f\u0627\u0633\u060c \u0646\u0627\u0645\u067e\u0627\u06cc)<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 (\u0645\u0627\u0646\u0646\u062f Matplotlib, Seaborn)<\/li>\n<li>\u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (\u0645\u0627\u0646\u0646\u062f TensorFlow, Keras, PyTorch)<\/li>\n<\/ul>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/1090?utm_source=banner&#038;utm_medium=blog&#038;utm_campaign=article&#038;utm_ti&#038;utm_term=academy&#038;utm_content=article\" aria-label=\"View course: \u0628\u0648\u062a \u06a9\u0645\u067e \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" data-course-id=\"1090\" data-course-title=\"\u0628\u0648\u062a 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\u0641\u0627\u0637\u0645\u06cc\u200c\u0632\u0627\u062f\u0647\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0639\u0645\u0627\u062f\u200c\u0627\u0644\u062f\u06cc\u0646 \u0641\u0627\u0637\u0645\u06cc\u200c\u0632\u0627\u062f\u0647 \u0648...<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__category\" style=\"background-color:#72BBC4\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<h3 class=\"abc-course-card__title \">\u0628\u0648\u062a \u06a9\u0645\u067e \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/h3>\n\t\t\t<div class=\"abc-course-card__meta-row\">\n\t\t\t\t<span>\n    <img decoding=\"async\" class=\"abc-course-card__icon\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-19.svg\" alt=\"\">\n    \n    <span class=\"abc-course-card__rating-score\">\n        \u06f3,\u06f0    <\/span>\n\n     (\u06f1\u06f4\u06f4 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class=\"abc-course-card__price\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<span class=\"abc-course-card__more-btn\">\u0628\u06cc\u0634\u062a\u0631<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/a>\n\t\n<h2>\u0633\u0641\u0631 \u062c\u0627\u0644\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9 \u0633\u0641\u0631 \u062c\u0630\u0627\u0628 \u0648 \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u0627\u062d\u0644\u00a0\u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u00a0\u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0646\u0642\u0634\u0647\u200c\u0627\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u0648\u0627\u0636\u062d \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0633\u0641\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u06cc\u0645.<\/p>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u06a9\u0644\u06cc\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 (\u06cc\u0627 \u0647\u0631 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\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0634\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0647\u0631\u06af\u0632 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0633\u062a \u0646\u06a9\u0634\u06cc\u062f. \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u06a9\u0646\u06cc\u062f \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631\u00a0\u00a0<a href=\"https:\/\/hamrah.academy\/course\/133\">\u062f\u0648\u0631\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647\u00a0<\/a>\u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc 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\u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0628\u0648\u062f. \u0627\u0632 \u0622\u0646 \u0632\u0645\u0627\u0646 \u062a\u0627\u06a9\u0646\u0648\u0646 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0648\u0632\u0628\u0647\u200c\u0631\u0648\u0632 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0645\u0627\u06cc\u0644 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0647\u0633\u062a\u0646\u062f.\u00a0 \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc\u00a0\u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":13197,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16,17],"tags":[],"class_list":["post-13196","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-general","category-artificial-intelligence"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 - \u0628\u0644\u0627\u06af \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647<\/title>\n<meta name=\"description\" content=\"%\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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