{"id":10489,"date":"2024-06-10T08:00:25","date_gmt":"2024-06-10T04:30:25","guid":{"rendered":"https:\/\/hamrah.academy\/blog\/?p=10489"},"modified":"2026-06-15T20:48:10","modified_gmt":"2026-06-15T17:18:10","slug":"best-image-processing-software","status":"publish","type":"post","link":"https:\/\/hamrah.academy\/blog\/best-image-processing-software\/","title":{"rendered":"\u0645\u0639\u0631\u0641\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631"},"content":{"rendered":"<\/p>\n<p>\u0627\u062e\u06cc\u0631\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647\u200c (computer vision) \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 <a href=\"https:\/\/hamrah.academy\/blog\/internet-of-things\/\"><strong>\u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627<\/strong><\/a>\u060c \u062a\u0648\u0644\u06cc\u062f\u060c \u062e\u062f\u0645\u0627\u062a \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0633\u0627\u06cc\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u0632 \u0637\u0631\u0641\u06cc \u0646\u06cc\u0632 \u0638\u0647\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc\u060c <a href=\"https:\/\/hamrah.academy\/blog\/machine-learning-algorithm\/\"><strong>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646<\/strong><\/a> \u0648 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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\/c00945e2-f286-44c1-bd28-ed13d81ff931.jpg\" alt=\"\u0645\u062d\u0645\u062f\u0639\u0644\u06cc \u0627\u062e\u0627\u0626\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0645\u062d\u0645\u062f\u0639\u0644\u06cc \u0627\u062e\u0627\u0626\u06cc \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<span class=\"abc-course-card__title \">\u06af\u0641\u062a\u200c\u0648\u06af\u0648\u06cc \u0622\u0646\u0644\u0627\u06cc\u0646 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 ChatGPT \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646<\/span>\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=\"http:\/\/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     (\u06f3\u06f7\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=\"http:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> 6725 \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=\"http:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> 113 \u0633\u0627\u0639\u062a \u0648 \u06f2\u06f9 \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\">\u0631\u0627\u06cc\u06af\u0627\u0646<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<button type=\"button\" class=\"abc-course-card__more-btn\" data-course-action=\"more\">\u0628\u06cc\u0634\u062a\u0631<\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t\n<h2>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631<\/h2>\n<p>\u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0631\u0634\u062a\u0647\u200c\u0627\u06cc \u0627\u0632\u00a0<strong><a href=\"https:\/\/hamrah.academy\/blog\/artificial-intelligence\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI)<\/a><\/strong>\u00a0\u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0639\u0646\u06cc\u200c\u062f\u0627\u0631\u06cc \u0631\u0627 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u060c \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0648 \u0633\u0627\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f. \u0647\u062f\u0641 \u0622\u0646 \u062a\u06a9\u0631\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0627\u0646\u0633\u0627\u0646 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc 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src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/04\/%D9%85%D9%82%D8%AF%D9%85%D9%87_%D8%A7%DB%8C-%D8%A8%D8%B1-%D8%A8%DB%8C%D9%86%D8%A7%DB%8C%DB%8C-%DA%A9%D8%A7%D9%85%D9%BE%DB%8C%D9%88%D8%AA%D8%B1-%D9%88-%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4-%D8%AA%D8%B5%D9%88%DB%8C%D8%B1.jpg\" alt=\"\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\" width=\"780\" height=\"480\" \/><\/p>\n<p>\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c <a href=\"https:\/\/hamrah.academy\/blog\/image-processing\/\"><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631<\/strong><\/a> \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 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\u0627\u0633\u0627\u0633\u0627\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631\u062a\u0631 \u062a\u0641\u0633\u06cc\u0631 \u0648 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f\u060c \u062e\u0648\u0627\u0647 \u0647\u062f\u0641 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0686\u0646\u062f\u0631\u0633\u0627\u0646\u0647\u200c\u0627\u06cc\u060c <a href=\"https:\/\/hamrah.academy\/blog\/image-processing-medicine\/\"><strong>\u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u067e\u0632\u0634\u06a9\u06cc<\/strong><\/a>\u060c 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OpenCV<\/h3>\n<p>OpenCV \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0628\u0632\u0627\u0631 \u062c\u0647\u0627\u0646\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0631\u062f \u0648 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f\u00a0\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u060c \u062d\u0630\u0641 \u0642\u0631\u0645\u0632\u06cc \u0686\u0634\u0645\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621\u060c \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc \u0627\u0634\u06cc\u0627\u0621\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u062d\u0631\u06a9\u0627\u062a \u0648 \u0627\u062f\u063a\u0627\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0648\u0636\u0648\u062d\u00a0\u062f\u0627\u0631\u0646\u062f.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a OpenCV<\/h4>\n<p><img decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/04\/%D9%86%D9%82%D8%A7%D8%B7-%D8%B6%D8%B9%D9%81-OpenCV.jpg\" alt=\"\u0646\u0642\u0627\u0637 \u0642\u0648\u062a OpenCV\" width=\"780\" height=\"480\" \/><\/p>\n<ul>\n<li>\u0628\u0627 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 C++\u060c Python\u060c Java \u0648 MATLAB \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a.<\/li>\n<li>\u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u06cc\u0646\u062f\u0648\u0632\u060c \u0627\u0646\u062f\u0631\u0648\u06cc\u062f\u060c \u0644\u06cc\u0646\u0648\u06a9\u0633 \u0648 \u0645\u06a9 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.\u00a0<\/li>\n<li>\u062f\u0631 \u0645\u06cc\u0627\u0646 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u062c\u0647\u0627\u0646\u06cc \u0645\u0627\u0646\u0646\u062f \u06af\u0648\u06af\u0644\u060c \u0641\u06cc\u0633 \u0628\u0648\u06a9\u060c \u0622\u06cc \u0628\u06cc \u0627\u0645\u060c \u062a\u0648\u06cc\u0648\u062a\u0627\u060c \u0633\u0648\u0646\u06cc\u060c \u0647\u0648\u0646\u062f\u0627 \u0648 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u062f\u0627\u0631\u062f.\u00a0<\/li>\n<li>\u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 \u0645\u062a\u0646 \u0628\u0627\u0632 \u0627\u0633\u062a.<\/li>\n<li>\u0628\u06cc\u0634 \u0627\u0632 \u06f2\u06f5\u06f0\u06f0 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li>\u0627\u0645\u06a9\u0627\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0631 \u0622\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 OpenCV<\/h4>\n<ul>\n<li>\u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 MATLAB \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0646\u06cc\u0633\u062a \u0648 \u0645\u0646\u062d\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0646\u062f\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<h3>\u06f2. Viso Suite<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/04\/%D9%86%D9%82%D8%A7%D8%B7-%D8%B6%D8%B9%D9%81-Viso-Suite.jpg\" alt=\"Viso Suite \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u062c\u0627\u0645\u0639 \u0628\u062f\u0648\u0646 \u06a9\u062f \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f\" width=\"780\" height=\"480\" \/><\/p>\n<p>Viso Suite \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u062c\u0627\u0645\u0639 \u0628\u062f\u0648\u0646 \u06a9\u062f \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631\u0647\u0627 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0648 \u0645\u0627\u0646\u0646\u062f CVAT\u060c OpenCV\u060c OpenVINO\u060c TensorFlow \u0648 PyTorch \u0631\u0627 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u06cc\u0634 \u0627\u0632 \u06f1\u06f5 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062d\u0627\u0634\u06cc\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0633\u062a\u06af\u0627\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 Viso Suite \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062a\u0648\u0633\u0637 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u0648 \u062f\u0648\u0644\u062a\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f\u00a0\u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0635\u0646\u0639\u062a\u06cc \u0648 \u0646\u0638\u0627\u0631\u062a \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631\u00a0\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u062f\u0648\u0631\u0628\u06cc\u0646\u200c\u0647\u0627 \u0648 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0648 \u0627\u062f\u063a\u0627\u0645 \u0622\u0633\u0627\u0646 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Tableau \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f AWS S3 \u0631\u0627 \u0646\u06cc\u0632 \u062f\u0627\u0631\u062f.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a Viso Suite<\/h4>\n<ul>\n<li>\u0631\u0627\u0647\u200c\u062d\u0644\u06cc \u0647\u0645\u0647\u200c\u062c\u0627\u0646\u0628\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0645\u06a9\u0627\u0646 \u062a\u0648\u0633\u0639\u0647 \u0633\u0631\u06cc\u0639 \u0628\u062f\u0648\u0646 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u0631\u062f \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc\u060c \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0648 \u0647\u0645 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062a\u0627\u0632\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/li>\n<li>\u0628\u0627 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0645\u06a9\u0627\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062c\u0627\u0645\u0639 \u062f\u0633\u062a\u06af\u0627\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.\u00a0<\/li>\n<li>\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0627\u0645\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 Viso Suite<\/h4>\n<ul>\n<li>\u0631\u0627\u06cc\u06af\u0627\u0646 \u0646\u06cc\u0633\u062a.<\/li>\n<\/ul>\n<h3>\u06f3. TensorFlow<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/04\/%D9%86%D9%82%D8%A7%D8%B7-%D8%B6%D8%B9%D9%81-TensorFlow.jpg\" alt=\"TensorFlow TensorFlow \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u0633\u062a\" width=\"780\" height=\"480\" \/><\/p>\n<p>TensorFlow \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0627\u0633\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0645\u0627\u0646\u0646\u062f\u00a0\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u00a0\u0645\u0641\u06cc\u062f \u0627\u0633\u062a. TensorFlow \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 Python\u060c C\u060c C++\u060c Java \u0648 JavaScript \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u0628\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0627\u0633\u062a.<\/p>\n<p>TensorFlow Lite \u0646\u0633\u062e\u0647 \u0633\u0627\u062f\u0647\u200c\u0634\u062f\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f\u060c \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u0686\u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0646\u0627\u0628\u0639 \u06a9\u0645 \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0633\u0628\u06a9 \u0634\u062f\u0647 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0639\u0645\u0644\u06cc\u0627\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f\u200c\u062a\u0631 \u0648 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0648 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u060c \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u0631\u0648\u06cc \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627 \u0628\u0627\u0634\u062f.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a TensorFlow\u00a0<\/h4>\n<ul>\n<li>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0645\u06a9\u0627\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0631\u0627 \u062f\u0627\u0631\u062f.<\/li>\n<li>\u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0646\u0638\u0645 \u062f\u0631 \u0622\u0646 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u062f \u0648 \u0647\u0631 \u0628\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0642\u0648\u06cc\u200c\u062a\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 TensorFlow\u00a0<\/h4>\n<ul>\n<li>\u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<h3>\u06f4. CUDA<\/h3>\n<p>CUDA ( Compute Unified Device Architecture) \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0645\u0648\u0627\u0632\u06cc \u0648 \u0645\u062f\u0644 \u0631\u0627\u0628\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 (API) \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 NVIDIA \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc GPU \u0628\u0631\u0627\u06cc \u062a\u0633\u0631\u06cc\u0639 \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0641\u0634\u0631\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0634\u0627\u0645\u0644 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 NVIDIA Performance Primitives (NPP) \u0627\u0633\u062a \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a\u200c\u0634\u062f\u0647 \u062a\u0648\u0633\u0637 GPU \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 \u0633\u0627\u06cc\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.\u00a0<\/p>\n<p>CUDA \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u0627\u0646\u0646\u062f\u00a0\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0648\u06cc\u0631\u0627\u06cc\u0634 \u0648 \u0631\u0646\u062f\u0631 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0633\u0647 \u0628\u0639\u062f\u06cc\u00a0\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc Edge AI \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0648 \u0633\u0631\u06cc\u0639 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Jetson TX2 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. Edge AI \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0644\u0628\u0647 \u0634\u0628\u06a9\u0647 \u06cc\u0627 \u062f\u0631 \u0646\u0632\u062f\u06cc\u06a9\u06cc \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0648 \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u0631\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Edge AI \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632\u00a0\u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062e\u0648\u062f\u0631\u0627\u0646\u060c \u062f\u0648\u0631\u0628\u06cc\u0646\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0635\u0646\u0639\u062a\u06cc \u0648 \u062f\u0633\u062a\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u062e\u0627\u0646\u06af\u06cc.<\/p>\n<p>CUDA \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f C\u060c C++\u060c Python\u060c Fortran \u0648 MATLAB \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u0627\u06a9\u062b\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644\u200c\u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a CUDA\u00a0\u00a0<\/h4>\n<ul>\n<li>\u062f\u0627\u0631\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0645\u06a9\u0627\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f.<\/li>\n<li>\u00a0\u062f\u0627\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u062f\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648 \u0627\u0633\u062a.\u00a0<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 CUDA\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0645\u0635\u0631\u0641 \u0627\u0646\u0631\u0698\u06cc \u0628\u0627\u0644\u0627 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0645\u062d\u062f\u0648\u062f \u062f\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641.<\/li>\n<\/ul>\n\t<div class=\"abc-course-card abc-course-card--horizontal-default\" data-course-url=\"https:\/\/hamrah.academy\/course\/1017\" data-course-id=\"1017\" data-course-title=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631\">\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\/dc5a25a5-7db2-4f51-9716-dec5669a5799Artificial%20intelligence%20copy%2015.webp\" alt=\"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631\">\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\/267522ca-420a-4dce-8edd-b2fd424d834b.webp\" alt=\"\u0633\u06cc\u062f \u0645\u0647\u062f\u06cc \u062e\u0644\u06cc\u0642 \u0631\u0636\u0648\u06cc\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>\u0633\u06cc\u062f \u0645\u0647\u062f\u06cc \u062e\u0644\u06cc\u0642 \u0631\u0636\u0648\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<span class=\"abc-course-card__title \">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0633\u0628\u200c\u0648\u200c\u06a9\u0627\u0631<\/span>\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=\"http:\/\/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     (\u06f4\u06f5\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=\"http:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> 2871 \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=\"http:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> 170 \u0633\u0627\u0639\u062a \u0648 \u06f1\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\">\u06f3\u06f5\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<button type=\"button\" class=\"abc-course-card__more-btn\" data-course-action=\"more\">\u0628\u06cc\u0634\u062a\u0631<\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t\n<h3>\u06f5. Matlab<\/h3>\n<p>\u0645\u062a\u0644\u0628 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f \u062f\u0631 \u0646\u0645\u0648\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u062c\u0627\u0645\u0639\u0647 \u0639\u0644\u0645\u06cc \u0627\u0633\u062a. \u06a9\u062f \u0622\u0646 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 C++ \u0645\u062e\u062a\u0635\u0631\u062a\u0631 \u0627\u0633\u062a \u0648 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062e\u0637\u0627 \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u062f\u0631\u06a9 \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u00a0MATLAB \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647\u060c \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0628\u0631\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0648 \u0645\u062c\u0647\u0632 \u0628\u0647 \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u067e\u0631 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a Matlab\u00a0\u00a0<\/h4>\n<ul>\n<li>\u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0628\u0648\u062f\u0646.<\/li>\n<li>\u0645\u062c\u0647\u0632 \u0628\u0648\u062f\u0646 \u0628\u0647 \u0627\u0646\u0628\u0648\u0647\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648 \u0645\u062d\u062a\u0648\u0627\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646.<\/li>\n<li>\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631.<\/li>\n<li>\u00a0\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062c\u0627\u0645\u0639 \u0628\u0631\u0627\u06cc \u0645\u062d\u0642\u0642\u0627\u0646<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 Matlab\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0631\u0627\u06cc\u06af\u0627\u0646 \u0646\u06cc\u0633\u062a.<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0647\u0627 \u0646\u0633\u0628\u062a\u0627 \u06a9\u0646\u062f \u0627\u0633\u062a.<\/li>\n<li>\u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u062f\u0631 \u0622\u0646 \u0622\u0633\u0627\u0646 \u0646\u06cc\u0633\u062a.<\/li>\n<\/ul>\n<h3>\u06f6. Keras<\/h3>\n<p>Keras \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <a href=\"https:\/\/hamrah.academy\/blog\/deep-learning-algorithms\/\"><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642<\/strong><\/a> \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f TensorFlow\u060c Theano \u0631\u0627 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631 \u0634\u0646\u0627\u062e\u062a\u06cc \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06af\u0631 \u0628\u0631 \u0631\u0648\u06cc TensorFlow \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f\u060c \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n<p>Keras \u0628\u0627 \u0647\u062f\u0641 \u0627\u0645\u06a9\u0627\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0633\u0631\u06cc\u0639 \u0628\u0627 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0631 \u0633\u0627\u062f\u06af\u06cc\u060c \u0645\u062f\u0648\u0644\u0627\u0631 \u0628\u0648\u062f\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u067e\u0630\u06cc\u0631\u06cc \u062a\u0627\u06a9\u06cc\u062f \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 API\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u067e\u0633\u0646\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062f\u0642\u06cc\u0642 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u06cc\u200c\u0631\u0633\u0627\u0646\u0646\u062f \u0648 \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0627\u0631\u0646\u062f. Keras \u0627\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 TensorFlow \u0648 Theano \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0631\u062f\u0647 \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a Keras\u00a0\u00a0<\/h4>\n<ul>\n<li>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Python \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0622\u0633\u0627\u0646\u060c \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0648 \u0633\u0631\u06cc\u0639 \u0648 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0628\u0648\u062f\u0646 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 Keras\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li>\u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u062f\u0631 \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u062f\u0634\u0648\u0627\u0631 \u0628\u0627\u0634\u062f.<\/li>\n<\/ul>\n<h3>\u06f7. SimpleCV<\/h3>\n<p>SimpleCV \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u0641\u06cc\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 OpenCV\u060c pygame \u0648 \u062f\u06cc\u06af\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc\u00a0\u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639 \u062a\u0635\u0648\u06cc\u0631\u00a0\u062f\u0631 \u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0639\u062c\u0644\u0647 \u062f\u0627\u0631\u06cc\u062f\u060c \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0633\u062a.<\/p>\n<p>SimpleCV \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0645\u0627\u0646\u0646\u062f OpenCV \u0645\u062a\u0635\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u0647 \u062f\u0627\u0646\u0634 \u0641\u0646\u06cc \u0639\u0645\u06cc\u0642\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u0628\u0627 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f\u00a0\u0641\u0636\u0627\u0647\u0627\u06cc \u0631\u0646\u06af\u06cc \u06cc\u0627 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u0641\u0627\u06cc\u0644\u060c\u00a0\u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f. SimpleCV \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u0648 \u0628\u0631 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u06a9\u060c \u0648\u06cc\u0646\u062f\u0648\u0632 \u0648 \u0644\u06cc\u0646\u0648\u06a9\u0633 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a SimpleCV\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0627\u0631\u0632\u0627\u0646 \u0627\u0633\u062a.<\/li>\n<li>\u0645\u062c\u0647\u0632 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062c\u0627\u0645\u0639 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 SimpleCV\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0641\u0642\u0637 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3>\u06f8. CAFFE<\/h3>\n<p>CAFFE (\u0645\u062e\u0641\u0641 Convolutional Architecture for Fast Feature Embedding) \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u06a9\u0627\u0644\u06cc\u0641\u0631\u0646\u06cc\u0627\u060c \u0628\u0631\u06a9\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u062f\u0631 C++ \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f\u00a0\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u00a0\u0639\u0627\u0644\u06cc \u0627\u0633\u062a.\u00a0<\/p>\n<p>CAFFE \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0627\u0634\u062a\u0647 \u0648 \u0647\u0645\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0631\u062a\u0631 \u0628\u0631\u0627\u06cc\u00a0\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0648 \u0639\u0645\u0644\u06cc\u00a0\u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a CAFFE\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a.<\/li>\n<li>\u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u067e\u0633\u0646\u062f \u0627\u0633\u062a.<\/li>\n<li>\u00a0\u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.\u00a0<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 CAFFE\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0622\u0646 \u062c\u0627\u06cc \u0628\u0647\u062a\u0631 \u0634\u062f\u0646 \u062f\u0627\u0631\u0646\u062f. \u0686\u0648\u0646 \u0641\u0642\u0637 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u062d\u062f\u0648\u062f \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0632 \u0686\u0646\u062f GPU \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<h3>\u06f9. BoofCV<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/04\/%D9%86%D9%82%D8%A7%D8%B7-%D8%B6%D8%B9%D9%81-BoofCV.jpg\" alt=\"BoofCV \u06cc\u06a9 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062c\u0627\u0648\u0627 \u0627\u0633\u062a\" width=\"780\" height=\"480\" \/><\/p>\n<p>\u00a0BoofCV \u06cc\u06a9 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062c\u0627\u0648\u0627 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0648\u062f\u0647 \u0648 \u062a\u062d\u062a \u0645\u062c\u0648\u0632 Apache 2.0 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u0645\u06cc\u0646 \u0645\u062c\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0635\u062f \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0648 \u062a\u062c\u0627\u0631\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.\u00a0<\/p>\n<p>BoofCV \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06a9\u0627\u0645\u0644 \u0628\u0627 \u062a\u0645\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u0647 \u0622\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a BoofCV\u00a0\u00a0<\/h4>\n<ul>\n<li>\u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631 \u067e\u0633\u0646\u062f \u0627\u0633\u062a.\u00a0<\/li>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.\u00a0<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 BoofCV\u00a0\u00a0<\/h4>\n<ul>\n<li>\u062f\u0631 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u06a9\u0646\u062f\u062a\u0631 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h3>\u06f1\u06f0. OpenVINO\u00a0<\/h3>\n<p>OpenVINO (\u0645\u062e\u0641\u0641 Open Visual Inference and Neural Network Optimization) \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627 \u0647\u062f\u0641\u00a0\u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0627\u0646\u0633\u0627\u0646\u00a0\u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0627\u06cc\u0646\u062a\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0628\u0627 \u0686\u0646\u062f \u067e\u0644\u062a\u0641\u0631\u0645 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a. \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 OpenVINO \u062f\u0627\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f\u00a0\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u060c \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0631\u0646\u06af \u0622\u0645\u06cc\u0632\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u062a\u00a0\u0648 \u0645\u0648\u0627\u0631\u062f \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a OpenVINO\u00a0\u00a0<\/h4>\n<ul>\n<li>\u06cc\u06a9 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.\u00a0<\/li>\n<li>\u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0639\u0627\u0645\u0644\u200c\u0647\u0627\u06cc \u0648\u06cc\u0646\u062f\u0648\u0632\u060c \u0645\u06a9 \u0648 \u0644\u06cc\u0646\u0648\u06a9\u0633 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0631\u0634\u062f \u0633\u0631\u06cc\u0639 \u062f\u0627\u0634\u062a\u0647 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u062e\u0648\u0628\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 OpenVINO\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0641\u0642\u0637 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<h3>\u06f1\u06f1. DeepFace<\/h3>\n<p>DeepFace \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0648 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u06a9 \u0631\u0627\u0647 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631\u00a0\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u00a0\u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645\u00a0\u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u062a\u0623\u06cc\u06cc\u062f \u0686\u0647\u0631\u0647\u060c \u06cc\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0686\u0647\u0631\u0647\u00a0\u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0647\u0633\u062a\u06cc\u062f\u060c DeepFace \u06cc\u06a9 \u0631\u0627\u0647 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0639\u0645\u06cc\u0642 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0646\u0646\u062f Google FaceNet\u060c VGG-Face\u060c OpenFace\u060c Facebook DeepFace \u0627\u0633\u062a.\u00a0<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a DeepFace\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a.\u00a0<\/li>\n<li>\u0633\u0628\u06a9 \u0648\u0632\u0646 \u0628\u0648\u062f\u0647 \u0648 \u0646\u0635\u0628 \u0622\u0646 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a.<\/li>\n<li>\u0627\u0632 \u0645\u062f\u0644\u200c \u0647\u0627 \u0648 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<h3>\u06f1\u06f2. YOLO<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2024\/04\/YOLO.jpg\" alt=\"YOLO \u06cc\u0627 YOLOv7 \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\" width=\"780\" height=\"480\" \/><\/p>\n<p>YOLO \u06cc\u0627 YOLOv7 \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f4 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u062a\u0648\u0633\u0637 \u062c\u0648\u0632\u0641 \u0631\u062f\u0645\u0648\u0646 \u0648 \u0639\u0644\u06cc \u0641\u0631\u0647\u0627\u062f\u06cc \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f6 \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc\u00a0\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc\u00a0\u0633\u0627\u062e\u062a\u0647 \u0634\u062f. YOLO\u00a0 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0645\u0648\u062c\u0648\u062f \u0628\u0648\u062f\u0647 \u0648 \u0633\u0631\u0639\u062a \u062e\u0648\u062f \u0631\u0627 \u0645\u062f\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0627\u0645\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0633\u067e\u0633 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0647\u0631 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 YOLOv3 \u0648 YOLOv4 \u060cYOLOR \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a\u060c \u062a\u0627 \u0627\u06cc\u0646\u06a9\u0647 YOLOv7 \u06a9\u0647 \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f2\u06f2 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f \u0648 \u0627\u0632 \u0622\u0646 \u067e\u06cc\u0634\u06cc \u06af\u0631\u0641\u062a.<\/p>\n<h4>\u0646\u0642\u0627\u0637 \u0642\u0648\u062a YOLO\u00a0\u00a0<\/h4>\n<ul>\n<li>\u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a \u0648 \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a.<\/li>\n<li>\u0628\u0627 \u062d\u062f\u0627\u0642\u0644 \u062e\u0637\u0627\u0647\u0627\u06cc \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062f\u0627\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631\u062c\u0647 \u06cc\u06a9 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h4>\u0646\u0642\u0627\u0637 \u0636\u0639\u0641 YOLO\u00a0\u00a0<\/h4>\n<ul>\n<li>\u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u06a9\u0648\u0686\u06a9 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u0645\u0648\u062b\u0631 \u0646\u06cc\u0633\u062a.<\/li>\n<\/ul>\n<h2>\u0686\u0637\u0648\u0631 \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648 \u0645\u0633\u0644\u0637 \u0634\u0648\u06cc\u0645\u061f<\/h2>\n<p>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc 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href=\"https:\/\/hamrah.academy\/course\/3222\">\u062f\u0648\u0631\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648<\/a>\u00a0\u0633\u0631 \u0628\u0632\u0646\u06cc\u062f.<\/p>\n\t<div class=\"abc-course-card abc-course-card--horizontal-default\" data-course-url=\"https:\/\/hamrah.academy\/course\/3222\" data-course-id=\"3222\" data-course-title=\"\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648\">\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\/3cb94ec86ea74c2aba1f03ab16d122d7.webp\" alt=\"\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648\">\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<span>\u0622\u0631\u0634 \u0627\u0645\u06cc\u0646\u06cc \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<span class=\"abc-course-card__title \">\u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u06cc\u0648<\/span>\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=\"http:\/\/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     (\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=\"http:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-18.svg\" alt=\"\"> 565 \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=\"http:\/\/hamrah.academy\/blog\/wp-content\/uploads\/2026\/05\/svgexport-16.svg\" alt=\"\"> 949 \u0633\u0627\u0639\u062a \u0648 \u06f2\u06f6 \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,\u06f8\u06f0\u06f0,\u06f0\u06f0\u06f0 \u062a\u0648\u0645\u0627\u0646<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<button type=\"button\" class=\"abc-course-card__more-btn\" data-course-action=\"more\">\u0628\u06cc\u0634\u062a\u0631<\/button>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n\t\n<h2>\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n<p>\u0641\u0646\u0627\u0648\u0631\u06cc Computer Vision \u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0628\u0647 \u0633\u0631\u0639\u062a \u067e\u06cc\u0634\u0631\u0641\u062a \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u0645\u0647\u0645 \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f\u00a0\u0627\u0645\u0646\u06cc\u062a\u060c \u0645\u0631\u0627\u0642\u0628\u062a\u200c\u0647\u0627\u06cc \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc\u060c \u0634\u0647\u0631 \u0647\u0648\u0634\u0645\u0646\u062f\u060c \u062a\u0648\u0644\u06cc\u062f \u0635\u0646\u0639\u062a\u06cc \u0648 \u062e\u0648\u062f\u0631\u0648\u0633\u0627\u0632\u06cc\u00a0\u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0648\u062c\u0648\u062f \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u060c \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u060c \u0686\u0627\u0631\u0686\u0648\u0628\u200c\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u062a\u0639\u062f\u062f\u060c \u06cc\u0627\u0641\u062a\u0646 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u06cc\u06a9 \u0628\u062e\u0634 \u062e\u0627\u0635 \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0634\u0648\u0627\u0631 \u0628\u0627\u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0627 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u060c \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u0645.<\/p>\n<h2>\u0645\u0646\u0627\u0628\u0639:<\/h2>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u062e\u06cc\u0631\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647\u200c (computer vision) \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0627\u0634\u06cc\u0627\u060c \u062a\u0648\u0644\u06cc\u062f\u060c \u062e\u062f\u0645\u0627\u062a \u0628\u0647\u062f\u0627\u0634\u062a\u06cc\u060c \u0627\u0645\u0646\u06cc\u062a \u0648 \u0633\u0627\u06cc\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0627\u0632 \u0637\u0631\u0641\u06cc \u0646\u06cc\u0632 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