{"id":20928,"date":"2025-10-04T09:15:16","date_gmt":"2025-10-04T05:45:16","guid":{"rendered":"https:\/\/hamrah.academy\/blog\/?p=20928"},"modified":"2026-07-12T09:29:17","modified_gmt":"2026-07-12T05:59:17","slug":"project-based-data-mining","status":"publish","type":"post","link":"https:\/\/hamrah.academy\/blog\/project-based-data-mining\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0627\u0632 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647"},"content":{"rendered":"<\/p>\n<p>\u0627\u0645\u0631\u0648\u0632\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0633\u062a\u0648\u0646 \u0627\u0635\u0644\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062f\u0631 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 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data-course-title=\"\u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc Docker\">\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\/4c1c32a7db2e4bc78fd32a40df06c6bd.webp\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc Docker\">\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\/6ca82ebd-f238-46e3-96bf-080e953b7b77.webp\" alt=\"\u0639\u0631\u0641\u0627\u0646  \u0637\u0627\u0647\u0631\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0639\u0631\u0641\u0627\u0646  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\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\u06f6\u06f2 \u0633\u0627\u0639\u062a \u0648 \u06f5\u06f3 \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,\u06f2\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>\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c 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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\/33ad2ad7-be79-41f0-9316-401a2b12514e.webp\" alt=\"\u0627\u062d\u0645\u062f \u062d\u0627\u062c\u06cc \u062a\u0631\u0627\u0628\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0627\u062d\u0645\u062f \u062d\u0627\u062c\u06cc \u062a\u0631\u0627\u0628<\/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 \">\u0648\u0628\u06cc\u0646\u0627\u0631 \u0645\u0639\u0631\u0641\u06cc \u0645\u0633\u06cc\u0631 \u0634\u063a\u0644\u06cc \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647<\/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     (\u06f5\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\u06f2\u06f6\u06f1 \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=\"\"> \u0646\u0627\u0645\u0634\u062e\u0635<\/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\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div> -->\n\t\t\t\t\t<div class=\"abc-course-card__price\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/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>\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u061f<\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/2.webp\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u061f\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u0627\u062d\u062a\u0645\u0627\u0644\u0627 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\u0628\u0627\u0634\u0646\u062f.<\/p>\n<h2>\u062a\u0641\u0627\u0648\u062a \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0686\u06cc\u0633\u062a\u061f<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/3.webp\" alt=\"\u062a\u0641\u0627\u0648\u062a \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0686\u06cc\u0633\u062a\u061f\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u0634\u0627\u06cc\u062f \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u062a\u0641\u0627\u0648\u062a \u0638\u0631\u06cc\u0641\u06cc \u0645\u06cc\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0634\u0631\u062d \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645:<\/p>\n<ul>\n<li>\u062a\u0645\u0631\u06a9\u0632 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u06af\u0630\u0634\u062a\u0647 \u0648 \u0627\u0631\u0627\u0626\u0647 \u06af\u0632\u0627\u0631\u0634 \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0631\u0648\u0634\u060c \u0645\u06cc\u0632\u0627\u0646 \u062f\u0631\u0622\u0645\u062f \u0633\u0647\u200c\u0645\u0627\u0647\u0647 \u0627\u062e\u06cc\u0631 \u0631\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u062f.<\/li>\n<li>\u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u061b \u0627\u06cc\u0646 \u0639\u0644\u0645 \u0628\u0627 \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u067e\u0646\u0647\u0627\u0646 \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0641\u062a\u0627\u0631 \u0622\u06cc\u0646\u062f\u0647\u060c \u0627\u0645\u06a9\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u0645\u062b\u0644\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u060c \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u062f \u06a9\u062f\u0627\u0645 \u06af\u0631\u0648\u0647 \u0627\u0632 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u062e\u0631\u06cc\u062f \u0645\u062d\u0635\u0648\u0644 \u062c\u062f\u06cc\u062f \u062f\u0627\u0631\u0646\u062f. \u0645\u0642\u0627\u0644\u0647 \u00ab<a href=\"https:\/\/hamrah.academy\/blog\/focused-marketing-strategy\/\">\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0645\u062a\u0645\u0631\u06a9\u0632<\/a>\u00bb \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0645\u0644\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u0646\u0648\u0627\u0639 \u0627\u06cc\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<\/ul>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/3450?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: \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\" data-course-id=\"3450\" data-course-title=\"\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\">\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\/d7b5300eab2f45e39ca6b1fcb84bb13b.webp\" alt=\"\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\">\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\/fa0bcc17-e144-4a42-9ae2-872dea838848.webp\" alt=\"\u0641\u0631\u0634\u0627\u062f \u0627\u0644\u0644\u0647 \u062f\u0627\u062f\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0641\u0631\u0634\u0627\u062f \u0627\u0644\u0644\u0647 \u062f\u0627\u062f\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:#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 \">\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/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     (\u06f5\u06f6 \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\u06f7\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=\"\"> \u06f2\u06f8\u06f9 \u0633\u0627\u0639\u062a \u0648 \u06f4\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\">\u06f6\u06f5\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>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/4.webp\" alt=\"\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u0646\u0642\u0634 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u0647\u0646\u0648\u0632 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0622\u0646 \u0631\u0627 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0645\u0647\u0627\u0631\u062a \u062c\u0627\u0646\u0628\u06cc \u0645\u06cc\u200c\u062f\u0627\u0646\u0646\u062f. \u0627\u0645\u0627 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0647 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0647\u0645\u0647\u200c\u062c\u0627\u0646\u0628\u0647 \u0648 \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0648 \u062d\u0641\u0638 \u0631\u0642\u0627\u0628\u062a\u200c\u067e\u0630\u06cc\u0631\u06cc \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062a\u0646\u0648\u0639\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:\u00a0<\/p>\n<table>\n<tbody>\n<tr>\n<td>\u0635\u0646\u0639\u062a<\/td>\n<td>\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0627\u0646\u06a9\u062f\u0627\u0631\u06cc \u0648 \u0645\u0627\u0644\u06cc<\/td>\n<td>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u0648 \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u06a9\u0644\u0627\u0647\u0628\u0631\u062f\u0627\u0631\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc<\/td>\n<td>\u0637\u0631\u0627\u062d\u06cc \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0641\u062a\u0627\u0631 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0647\u062f\u0627\u0634\u062a \u0648 \u062f\u0631\u0645\u0627\u0646<\/td>\n<td>\u062a\u062d\u0644\u06cc\u0644 \u0633\u0648\u0627\u0628\u0642 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0632\u0648\u062f\u0647\u0646\u06af\u0627\u0645 \u0628\u06cc\u0645\u0627\u0631\u06cc\u200c\u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0631\u062f\u0647\u200c\u0641\u0631\u0648\u0634\u06cc<\/td>\n<td>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0648\u062c\u0648\u062f\u06cc \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0647\u0648\u0634\u0645\u0646\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/5.webp\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0645\u0647\u0645 \u062f\u0631 \u0645\u06cc\u0627\u0646 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06a9\u0645\u06a9\u06cc \u062f\u0627\u0631\u062f. \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0647\u0645 \u0633\u0627\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644\u200c\u0641\u0647\u0645 \u0627\u0633\u062a \u0648 \u0647\u0645 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0627 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u062d\u062a\u06cc \u0628\u062f\u0648\u0646 \u062a\u062c\u0631\u0628\u0647 \u0632\u06cc\u0627\u062f \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0631\u062f\u0647\u060c \u0631\u0648\u0646\u062f\u0647\u0627 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u0627\u0632 \u0622\u0646 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f. \u0627\u06af\u0631 \u0647\u0646\u0648\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0648\u06cc\u0646\u062f\u0648\u0632 \u0646\u0635\u0628 \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0645 \u0645\u0642\u0627\u0644\u0647<a href=\"https:\/\/hamrah.academy\/blog\/installing-python-windows-ten\/\">\u00a0\u0622\u0645\u0648\u0632\u0634 \u0646\u0635\u0628 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0648\u06cc\u0646\u062f\u0648\u0632 \u06f1\u06f0<\/a>\u00a0\u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f \u0648 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2>\u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u060c \u0642\u062f\u0631\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u062f\u0627\u0631\u062f\u061b \u0633\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0647\u0645 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0639\u0628\u0627\u0631\u062a\u200c\u0627\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>Pandas<br \/>\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0645\u062b\u0644 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0627\u06a9\u0633\u0644 \u06cc\u0627 CSV \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0627 \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0645\u0631\u062a\u0628\u060c \u0641\u06cc\u0644\u062a\u0631\u060c \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f. \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0641\u0631\u0648\u0634 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u062f\u0627\u0645 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0641\u0631\u0648\u0634 \u0631\u0641\u062a\u0647\u200c\u0627\u0646\u062f \u0648 \u0631\u0641\u062a\u0627\u0631 \u062e\u0631\u06cc\u062f \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a.<\/li>\n<li>NumPy<br \/>\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u0648 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0647\u0645 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. NumPy \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0686\u0646\u062f\u0628\u0639\u062f\u06cc \u0645\u062b\u0644 \u0622\u0631\u0627\u06cc\u0647\u200c\u0647\u0627 \u0648 \u0645\u0627\u062a\u0631\u06cc\u0633\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u06cc\u0627\u0636\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/li>\n<li>Scikit-learn<br \/>\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0627 Scikit-learn \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc (\u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc) \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0628\u0633\u0627\u0632\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0631\u0641\u062a\u0627\u0631 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u06cc\u0627 \u0631\u0648\u0646\u062f\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n<\/ol>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/3442?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: \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\" data-course-id=\"3442\" data-course-title=\"\u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\">\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\/eb84e15805f4436997807edeefb6c070.jpg\" alt=\"\u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\">\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\/9019f780-01c6-4b8f-b4be-ed5f21ea2e1d.webp\" alt=\"\u0645\u062d\u0645\u062f  \u0631\u0636\u06cc\u0626\u06cc \u0641\u06cc\u062c\u0627\u0646\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0645\u062d\u0645\u062f  \u0631\u0636\u06cc\u0626\u06cc \u0641\u06cc\u062c\u0627\u0646\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:#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 \">\u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/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     (\u06f9\u06f8 \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=\"\"> \u06f8\u06f8\u06f5 \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\u06f7\u06f6 \u0633\u0627\u0639\u062a \u0648 \u06f1\u06f4 \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,\u06f2\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>\u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/6.webp\" alt=\"\u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062a\u0648\u0646\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u062d\u062a\u06cc \u0641\u0639\u0627\u0644\u0627\u0646 \u0628\u0627\u0632\u0627\u0631 \u0627\u06cc\u0646 \u062a\u062c\u0631\u0628\u0647 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc\u0634\u0627\u0646 \u06a9\u0627\u0641\u06cc \u0646\u0628\u0648\u062f\u0647 \u0648 \u062f\u0631 \u0639\u0645\u0644 \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u0646\u062f \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u062f\u0644\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0628\u0627\u06cc\u062f \u0641\u0642\u0637 \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0645\u062d\u062f\u0648\u062f \u0634\u0648\u062f. \u0627\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc\u06cc \u0639\u0645\u0644\u06cc \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u200c\u0647\u0627 \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0645\u0627 \u0631\u0627 \u06a9\u0648\u062a\u0627\u0647\u200c\u062a\u0631 \u0648 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0632\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645:\u00a0\u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0627\u0642\u0635 \u06cc\u0627 \u0646\u0648\u06cc\u0632\u062f\u0627\u0631 \u0631\u0648\u0628\u0647\u200c\u0631\u0648 \u0634\u0648\u06cc\u062f \u0648 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f \u0686\u0637\u0648\u0631 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0647\u0627\u0631\u062a \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc:\u00a0\u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0646\u0647 \u0641\u0642\u0637 \u0622\u0634\u0646\u0627\u06cc\u06cc \u062a\u0626\u0648\u0631\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627.<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u06a9\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f:\u00a0\u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0627\u0646\u062c\u0627\u0645\u200c\u0634\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0631\u0632\u0648\u0645\u0647 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u0646\u062f \u0648 \u0634\u0627\u0646\u0633 \u062f\u0631\u06cc\u0627\u0641\u062a \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc \u0628\u0647\u062a\u0631 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<h2>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646<\/h2>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0644\u06af\u0648\u06cc \u062e\u0631\u06cc\u062f \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u06cc \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u062f\u0627\u0645 \u06af\u0631\u0648\u0647 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u0631\u0632\u0634 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u0648 \u0686\u0647 \u0645\u062d\u0635\u0648\u0644\u0627\u062a\u06cc \u0628\u0627\u06cc\u062f \u062f\u0631 \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f:<\/p>\n<ol>\n<li>\u0628\u0627 Pandas \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0631\u0648\u0634 \u0645\u0627\u0646\u0646\u062f \u062a\u0627\u0631\u06cc\u062e \u062e\u0631\u06cc\u062f\u060c \u0645\u062d\u0635\u0648\u0644\u060c \u0642\u06cc\u0645\u062a \u0648 \u062a\u0639\u062f\u0627\u062f \u0631\u0627 \u0648\u0627\u0631\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0628\u0627 NumPy \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u062f\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u062e\u0631\u06cc\u062f \u06cc\u0627 \u062a\u0648\u0632\u06cc\u0639 \u0642\u06cc\u0645\u062a\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f.<\/li>\n<li>\u0633\u067e\u0633 \u0628\u0627 Scikit-learn \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc (\u0645\u062b\u0644 K-means) \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0641\u062a\u0627\u0631 \u062e\u0631\u06cc\u062f\u0634\u0627\u0646 \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ol>\n<h2>\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 SPSS<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/7.webp\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 SPSS\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 SPSS (\u0645\u062e\u0641\u0641 Statistical Package for the Social Sciences) \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u0648 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0634\u0631\u06a9\u062a IBM \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647\u060c \u0628\u06cc\u0634 \u0627\u0632 \u067e\u0646\u062c\u0627\u0647 \u0633\u0627\u0644 \u0627\u0633\u062a \u062f\u0631 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0648\u06cc\u0698\u06af\u06cc \u0645\u0647\u0645 SPSS \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0633\u0627\u062f\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u062f\u0648\u0646 \u062f\u0627\u0646\u0634 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f.<\/p>\n<p>SPSS \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0627\u0633\u062a. \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u062f\u0648\u0646 \u062f\u0631\u06af\u06cc\u0631\u06cc \u0628\u0627 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0641\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f\u060c \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 SPSS \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0648 \u0645\u062f\u06cc\u0631\u0627\u0646 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u060c \u0645\u0632\u06cc\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0633\u0631\u0639\u062a \u062a\u0633\u0644\u0637 \u0628\u0631 \u0622\u0646 \u0631\u0627 \u0686\u0646\u062f \u0628\u0631\u0627\u0628\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0645\u0639\u0631\u0641\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f SPSS<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/8.webp\" alt=\"\u0645\u0639\u0631\u0641\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f SPSS\" width=\"748\" height=\"478\" \/><\/p>\n<p>SPSS \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<table>\n<tbody>\n<tr>\n<td>\u0642\u0627\u0628\u0644\u06cc\u062a<\/td>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/td>\n<td>\u0648\u0631\u0648\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u0627\u06a9\u0633\u0644\u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0648 \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc\u060c \u0627\u062f\u063a\u0627\u0645 \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0646\u0647\u0627.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062d\u0644\u06cc\u0644 \u0622\u0645\u0627\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/td>\n<td>\u0627\u062c\u0631\u0627\u06cc \u0622\u0632\u0645\u0648\u0646\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0645\u062b\u0644 t-test\u060c ANOVA \u0648 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u062a\u0646\u0647\u0627 \u0628\u0627 \u0686\u0646\u062f \u06a9\u0644\u06cc\u06a9.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc<\/td>\n<td>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645\u060c \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0642\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0634\u0641 \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0641\u062a\u0627\u0631 \u0622\u06cc\u0646\u062f\u0647.<\/td>\n<\/tr>\n<tr>\n<td>\u06af\u0632\u0627\u0631\u0634\u200c\u0633\u0627\u0632\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc<\/td>\n<td>\u0631\u0633\u0645 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0648 \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0647 \u0634\u06a9\u0644 \u0642\u0627\u0628\u0644\u200c\u0641\u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u0627\u0646 \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u0627\u0646.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 SPSS<\/h2>\n<p>\u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u0645\u0631\u06a9\u0632 \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u062f \u062f\u0644\u0627\u06cc\u0644 \u0646\u0627\u0631\u0636\u0627\u06cc\u062a\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0637\u06cc \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\u0648\u0631\u0648\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0646\u0638\u0631\u0633\u0646\u062c\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0634\u0627\u0645\u0644 \u0633\u0646\u060c \u062c\u0646\u0633\u06cc\u062a\u060c \u0645\u06cc\u0632\u0627\u0646 \u0631\u0636\u0627\u06cc\u062a \u0648 \u0646\u0648\u0639 \u062e\u062f\u0645\u0627\u062a \u062f\u0631\u06cc\u0627\u0641\u062a\u200c\u0634\u062f\u0647.<\/li>\n<li>\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062d\u0630\u0641 \u0645\u0648\u0627\u0631\u062f \u0646\u0627\u0642\u0635 \u06cc\u0627 \u062a\u06a9\u0631\u0627\u0631\u06cc.<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0627\u06cc\u0646\u200c\u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0639\u0648\u0627\u0645\u0644 (\u0645\u062b\u0644\u0627 \u0632\u0645\u0627\u0646 \u0627\u0646\u062a\u0638\u0627\u0631 \u06cc\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u062e\u062f\u0645\u0627\u062a) \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0627\u062b\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u0631\u0636\u0627\u06cc\u062a \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li>\u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0641\u062a\u0627\u0631\u06cc \u0648 \u06cc\u0627\u0641\u062a\u0646 \u06af\u0631\u0648\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u062a\u0631\u06a9 \u062e\u062f\u0645\u0627\u062a \u0631\u0627 \u062f\u0627\u0631\u0646\u062f.<\/li>\n<\/ol>\n<p>\u0686\u0647 \u06a9\u0633\u0627\u0646\u06cc \u0628\u0627\u06cc\u062f SPSS \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f\u061f<\/p>\n<ol>\n<li>\u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0639\u0644\u0648\u0645 \u0627\u062c\u062a\u0645\u0627\u0639\u06cc \u0648 \u0631\u0641\u062a\u0627\u0631\u06cc \u0632\u06cc\u0631\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0627\u062a \u0639\u0644\u0645\u06cc \u0648 \u067e\u0627\u06cc\u0627\u0646\u200c\u0646\u0627\u0645\u0647\u200c\u0647\u0627 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0622\u0632\u0645\u0648\u0646\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0631 SPSS \u0628\u0647\u200c\u0633\u0627\u062f\u06af\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li>\u00a0\u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0645\u0646\u0627\u0628\u0639 \u0627\u0646\u0633\u0627\u0646\u06cc \u0648 \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0646\u0638\u0631\u0633\u0646\u062c\u06cc\u060c \u0631\u0636\u0627\u06cc\u062a \u06a9\u0627\u0631\u06a9\u0646\u0627\u0646 \u06cc\u0627 \u0631\u0641\u062a\u0627\u0631 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646.<\/li>\n<li>\u00a0\u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0648 \u0645\u062a\u0648\u0633\u0637 \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0633\u0631\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0627\u0631\u0646\u062f \u0627\u0645\u0627 \u0646\u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u0648\u0627\u0631\u062f \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<\/ol>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/3441?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: \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc\" data-course-id=\"3441\" data-course-title=\"\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc\">\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\/c60801c0d9c1479db27f327a73ee7425.jpg\" alt=\"\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc\">\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\/a008dd23-954f-4617-9eb8-e735ce1b792a.webp\" alt=\"\u0639\u0628\u0627\u0633 \u0641\u0631\u0645\u0627\u0646\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0639\u0628\u0627\u0633 \u0641\u0631\u0645\u0627\u0646\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:#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 \">\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u062f\u0645\u0627\u062a\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        \u06f4,\u06f0    <\/span>\n\n     (\u06f1\u06f4\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=\"\"> \u06f7\u06f2\u06f9 \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\u06f9 \u0633\u0627\u0639\u062a \u0648 \u06f5\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>\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u0631\u067e\u06cc\u062f\u0645\u0627\u06cc\u0646\u0631 (RapidMiner)<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/9.webp\" alt=\"\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u0631\u067e\u06cc\u062f\u0645\u0627\u06cc\u0646\u0631 (RapidMiner)\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u0627\u062d\u062a\u0645\u0627\u0644\u0627 \u0628\u0627\u0631\u0647\u0627 \u0646\u0627\u0645 \u0631\u067e\u06cc\u062f\u0645\u0627\u06cc\u0646\u0631 (RapidMiner) \u0631\u0627 \u0634\u0646\u06cc\u062f\u0647\u200c\u0627\u06cc\u062f\u061b \u06cc\u06a9\u06cc \u0627\u0632 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0647 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0648 \u0639\u062f\u0645 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc\u060c \u0645\u06cc\u0627\u0646 \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631\u0627\u0646 \u062f\u0627\u062f\u0647 \u0648 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0628\u0632\u0627\u0631\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. RapidMiner \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062d\u062a\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0631\u0627 \u0633\u0631\u06cc\u0639 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0627\u0631\u06cc\u062f\u061b \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u0627 \u0631\u067e\u06cc\u062f\u0645\u0627\u06cc\u0646\u0631 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0633\u062a. \u0627\u0644\u0628\u062a\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u06cc\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc\u200c\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0645\u0686\u0646\u0627\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0642\u0648\u06cc\u200c\u062a\u0631\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h2>\u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u062f\u0648\u0646 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 Drag &amp; Drop<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2025\/10\/10.webp\" alt=\"\u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0628\u062f\u0648\u0646 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 Drag &amp; Drop\" width=\"748\" height=\"478\" \/><\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0645\u0647\u0645 RapidMiner\u060c \u0642\u0627\u0628\u0644\u06cc\u062a Drag &amp; Drop \u0627\u0633\u062a. \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0627 \u06a9\u0634\u06cc\u062f\u0646 \u0648 \u0631\u0647\u0627 \u06a9\u0631\u062f\u0646 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0631\u0627\u06cc\u0646\u062f\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06a9\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u060c \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647\u200c\u0633\u0627\u062f\u06af\u06cc \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u0646\u062f. \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0634\u0627\u0631\u0647 \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0645\u0628\u062a\u062f\u06cc \u0622\u0633\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li>\u062e\u0637\u0627\u0647\u0627\u06cc \u0646\u0627\u0634\u06cc \u0627\u0632 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li>\u0633\u0631\u0639\u062a \u0637\u0631\u0627\u062d\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0645\u0634\u062a\u0631\u06cc\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0631\u06cc\u062f \u0645\u062c\u062f\u062f \u062f\u0627\u0631\u0646\u062f\u060c \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f\u060c \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0631\u062e\u062a \u062a\u0635\u0645\u06cc\u0645 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f\u061b \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u062a\u0646\u0647\u0627 \u0628\u0627 \u0686\u0646\u062f \u0645\u0627\u0698\u0648\u0644 \u0622\u0645\u0627\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h2>\u0645\u0642\u0627\u06cc\u0633\u0647 RapidMiner \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 SPSS<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u0647\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0686\u0647 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f \u0648 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u0634\u0645\u0627\u0633\u062a. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0645\u0642\u0627\u06cc\u0633\u0647 RapidMiner \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 SPSS \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0631\u067e\u06cc\u062f\u0645\u0627\u06cc\u0646\u0631 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646:\u00a0\u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0648 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06cc\u0627 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0647\u0627\u0631\u062a \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u0631\u062f. 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\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u061b \u06cc\u0639\u0646\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u062a\u0626\u0648\u0631\u06cc\u060c \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648\u0631\u0647\u200c\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f \u0631\u0627 \u06a9\u0648\u062a\u0627\u0647\u200c \u0648 \u0647\u062f\u0641\u0645\u0646\u062f\u062a\u0631 \u0637\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u0646\u062f \u06a9\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0648 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.<\/p>\n\t<a class=\"abc-course-card abc-course-card--horizontal-default\" href=\"https:\/\/hamrah.academy\/course\/3440?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: \u0622\u0645\u0627\u0631 \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647\" data-course-id=\"3440\" data-course-title=\"\u0622\u0645\u0627\u0631 \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647\">\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\/978104ea977b4edca56a25bdbd0f35d0.jpg\" alt=\"\u0622\u0645\u0627\u0631 \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647\">\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\/e5e9fde9-832a-4101-bc00-ad701e46e145.webp\" alt=\"\u0647\u0627\u062f\u06cc  \u0639\u0627\u0634\u0631\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0647\u0627\u062f\u06cc  \u0639\u0627\u0634\u0631\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:#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 \">\u0622\u0645\u0627\u0631 \u0648 \u0631\u06cc\u0627\u0636\u06cc\u0627\u062a \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647<\/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\u06f0\u06f0 \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=\"\"> \u06f6\u06f2\u06f6 \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=\"\"> \u06f8\u06f7\u06f6 \u0633\u0627\u0639\u062a \u0648 \u06f3\u06f1 \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,\u06f7\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\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 Power BI \u0648 Tableau<\/h2>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0647\u0631 \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647\u060c \u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0633\u062a. \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648\u0642\u062a\u06cc \u0627\u0631\u0632\u0634 \u0648\u0627\u0642\u0639\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0642\u0627\u0628\u0644\u200c\u0641\u0647\u0645 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u062f\u06cc\u0631\u0627\u0646 \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u0646\u062f\u06af\u0627\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f. \u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0635\u0631\u0641\u0627 \u0632\u06cc\u0628\u0627 \u06a9\u0631\u062f\u0646 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0646\u06cc\u0633\u062a \u0648 \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u062f\u06cc\u062f\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0628\u0647 \u062a\u06cc\u0645 \u0645\u062f\u06cc\u0631\u06cc\u062a\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc Power BI \u0648 Tableau \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u0648\u0627\u0631\u062f \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0634\u0648\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648 \u0627\u0628\u0632\u0627\u0631 \u067e\u06cc\u0634\u0631\u0648 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u0627\u0647\u0645\u06cc\u062a \u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627:\u00a0\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627 \u0648 \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0647 \u0645\u062f\u06cc\u0631\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u060c \u0631\u0648\u0646\u062f\u0647\u0627 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u0646\u0647\u0627\u0646 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0627\u0647\u0634 \u062e\u0637\u0627\u0647\u0627\u06cc \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n<li>Power BI:\u00a0\u0645\u062d\u0635\u0648\u0644 \u0634\u0631\u06a9\u062a \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0627\u0633\u062a \u0648 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0628\u0627 Excel \u0648 \u062f\u06cc\u06af\u0631 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645\u200c\u0634\u0627\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0628\u0627\u0634\u062f\u061b \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0642\u06cc\u0645\u062a \u0645\u0646\u0627\u0633\u0628 \u0627\u0632 \u062f\u06cc\u06af\u0631 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646 \u0627\u0633\u062a.<\/li>\n<li>Tableau:\u00a0\u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a. \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627\u06cc \u0622\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0646\u0645\u0627\u06cc\u0634 \u062e\u0644\u0627\u0642\u0627\u0646\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 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href=\"https:\/\/hamrah.academy\/roadmap\/87\">\u0645\u0633\u06cc\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u062d\u0644\u06cc\u0644\u06af\u0631 \u062f\u0627\u062f\u0647<\/a>\u00a0\u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u062a\u0648\u0646\u060c SPSS \u0648 RapidMiner \u0648 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u062f\u0631 \u06a9\u0648\u062a\u0627\u0647\u200c\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u062a\u0626\u0648\u0631\u06cc \u062a\u0627 \u0639\u0645\u0644 \u0647\u062f\u0627\u06cc\u062a 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\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0648\u06cc \u0644\u06cc\u0646\u06a9 \u0632\u06cc\u0631 \u06a9\u0644\u06cc\u06a9 \u0646\u0645\u0627\u06cc\u06cc\u062f:<\/p>\n<p><a href=\"https:\/\/hamrah.academy\/roadmap\/87\">\u062f\u0648\u0631\u0647 \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631 \u062f\u0627\u062f\u0647 \u0622\u06a9\u0627\u062f\u0645\u06cc \u0647\u0645\u0631\u0627\u0647 \u0627\u0648\u0644<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0645\u0631\u0648\u0632\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0633\u062a\u0648\u0646 \u0627\u0635\u0644\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u062f\u0631 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0627\u0645\u0627 \u0641\u0642\u0637 \u062f\u0627\u0634\u062a\u0646 \u062f\u0627\u062f\u0647 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\u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":20932,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[],"class_list":["post-20928","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science"],"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 \u062f\u0627\u062f\u0647\u200c\u06a9\u0627\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \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\" 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