{"id":31638,"date":"2025-05-16T07:37:08","date_gmt":"2025-05-16T07:37:08","guid":{"rendered":"https:\/\/aisuperior.com\/?p=31638"},"modified":"2025-05-16T07:37:08","modified_gmt":"2025-05-16T07:37:08","slug":"computer-vision-books","status":"publish","type":"post","link":"https:\/\/aisuperior.com\/ar\/computer-vision-books\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u0643\u062a\u0628 \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0642\u0631\u0627\u0621\u062a\u0647\u0627"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u0633\u0648\u0627\u0621\u064b \u0643\u0646\u062a\u064e \u0642\u062f \u0628\u062f\u0623\u062a\u064e \u0644\u0644\u062a\u0648 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0648 \u0643\u0646\u062a\u064e \u0645\u064f\u062a\u0639\u0645\u0642\u064b\u0627 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https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-1536x413.png 1536w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-2048x551.png 2048w, https:\/\/aisuperior.com\/wp-content\/uploads\/2024\/12\/AI-Superior-300x55-1-18x5.png 18w\" sizes=\"(max-width: 293px) 100vw, 293px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a - \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0631\u0624\u0633\u0627\u0621<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631\u060c \u0648\u0647\u0648 \u0645\u062c\u0627\u0644 \u062a\u062d\u0648\u064a\u0644\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 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srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Programming-Computer-Vision-with-Python-Tools-and-Algorithms-for-Analyzing-Images-by-Jan-Erik-Solem-229x300.jpg 229w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Programming-Computer-Vision-with-Python-Tools-and-Algorithms-for-Analyzing-Images-by-Jan-Erik-Solem-780x1024.jpg 780w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Programming-Computer-Vision-with-Python-Tools-and-Algorithms-for-Analyzing-Images-by-Jan-Erik-Solem-768x1008.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Programming-Computer-Vision-with-Python-Tools-and-Algorithms-for-Analyzing-Images-by-Jan-Erik-Solem-1170x1536.jpg 1170w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Programming-Computer-Vision-with-Python-Tools-and-Algorithms-for-Analyzing-Images-by-Jan-Erik-Solem-9x12.jpg 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Programming-Computer-Vision-with-Python-Tools-and-Algorithms-for-Analyzing-Images-by-Jan-Erik-Solem.jpg 1371w\" sizes=\"(max-width: 184px) 100vw, 184px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">1. \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646: \u0623\u062f\u0648\u0627\u062a \u0648\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631\u060c \u0628\u0642\u0644\u0645 \u062c\u0627\u0646 \u0625\u0631\u064a\u0643 \u0633\u0648\u0644\u064a\u0645<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646: 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src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-243x300.jpg\" alt=\"\" width=\"208\" height=\"257\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-243x300.jpg 243w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-830x1024.jpg 830w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-768x947.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-1246x1536.jpg 1246w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-1661x2048.jpg 1661w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Modern-Computer-Vision-with-PyTorch-by-V-Kishore-Ayyadevara-and-Yeshwanth-Reddy-10x12.jpg 10w\" sizes=\"(max-width: 208px) 100vw, 208px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">2. \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch \u0628\u0642\u0644\u0645 \u0641. \u0643\u064a\u0634\u0648\u0631 \u0623\u064a\u0627\u062f\u0650\u0641\u0627\u0631\u0627 \u0648\u064a\u0634\u0648\u0627\u0646\u062b \u0631\u064a\u062f\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u062d\u062f\u064a\u062b\u0629 \u0645\u0639 PyTorch: \u0627\u0633\u062a\u0643\u0634\u0641 \u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0646\u0641\u0651\u0630 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style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0634\u0628\u0643\u0627\u062a RNN \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0646\u0641\u064a\u0630 \u0623\u0643\u062b\u0631 \u0645\u0646 50 \u062a\u0637\u0628\u064a\u0642\u064b\u0627\u060c \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0634\u0628\u0643\u0627\u062a GAN \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0639\u0632\u0632 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0628\u0631\u0645\u062c\u0648 \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u062a\u0648\u0633\u0637\u0648 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0639 \u0645\u0639\u0631\u0641\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0647\u062f\u0641\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31641\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Models-Learning-and-Inference-by-Simon-J.-D.-Prince-202x300.jpg\" alt=\"\" width=\"181\" height=\"269\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Models-Learning-and-Inference-by-Simon-J.-D.-Prince-202x300.jpg 202w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Models-Learning-and-Inference-by-Simon-J.-D.-Prince-8x12.jpg 8w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Models-Learning-and-Inference-by-Simon-J.-D.-Prince.jpg 672w\" sizes=\"(max-width: 181px) 100vw, 181px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">3. \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631: \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644\u060c \u0628\u0642\u0644\u0645 \u0633\u064a\u0645\u0648\u0646 \u062c\u064a\u0647 \u062f\u064a \u0628\u0631\u064a\u0646\u0633<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631: \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 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\u0645\u0646 350 \u0631\u0633\u0645\u064b\u0627 \u062a\u0648\u0636\u064a\u062d\u064a\u064b\u0627 \u0645\u0644\u0648\u0646\u064b\u0627 \u0648\u0623\u0643\u062b\u0631 \u0645\u0646 70 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u0645\u0648\u0635\u0648\u0641\u0629 \u0628\u062a\u0641\u0627\u0635\u064a\u0644 \u0643\u0627\u0641\u064a\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0648\u0647\u0648 \u0628\u0645\u062b\u0627\u0628\u0629 \u0645\u0648\u0631\u062f \u062a\u0639\u0644\u064a\u0645\u064a \u0648\u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0644\u0623\u0648\u0644\u0626\u0643 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0644\u0644\u0631\u0624\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0628\u0627\u064a\u0632\u064a\u0629 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0648\u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0647\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u062b\u0644 \u0633\u0644\u0633\u0644\u0629 \u0645\u0627\u0631\u0643\u0648\u0641 \u0648\u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648 \u0648\u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0628\u0627\u064a\u0646\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0637\u0644\u0627\u0628 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0646\u0638\u0631\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31642\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-and-Applications-by-Richard-Szeliski-226x300.jpg\" alt=\"\" width=\"206\" height=\"273\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-and-Applications-by-Richard-Szeliski-226x300.jpg 226w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-and-Applications-by-Richard-Szeliski-773x1024.jpg 773w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-and-Applications-by-Richard-Szeliski-768x1018.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-and-Applications-by-Richard-Szeliski-9x12.jpg 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-and-Applications-by-Richard-Szeliski.jpg 827w\" sizes=\"(max-width: 206px) 100vw, 206px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">4. \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631: \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0628\u0642\u0644\u0645 \u0631\u064a\u062a\u0634\u0627\u0631\u062f \u0633\u0632\u064a\u0644\u064a\u0633\u0643\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">&quot;\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628: \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a&quot; \u0644\u0631\u064a\u062a\u0634\u0627\u0631\u062f \u0633\u0632\u064a\u0644\u064a\u0633\u0643\u064a \u0647\u0648 \u0643\u062a\u0627\u0628 \u0634\u0627\u0645\u0644 \u0648\u0645\u0648\u062b\u0648\u0642\u060c \u064a\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0641\u0633\u064a\u0631\u0647\u0627. \u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u062a\u063a\u0637\u064a\u0629 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0633\u062a\u0643\u0634\u0641 \u0623\u064a\u0636\u064b\u0627 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0635\u0639\u0628\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632. \u064a\u062a\u0628\u0646\u0649 \u0633\u0632\u064a\u0644\u064a\u0633\u0643\u064a \u0646\u0647\u062c\u064b\u0627 \u0639\u0644\u0645\u064a\u064b\u0627 \u0641\u064a \u0635\u064a\u0627\u063a\u0629 \u0645\u0633\u0627\u0626\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062d\u062f\u062b \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a \u0648\u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u062d\u0644\u0647\u0627 \u0628\u0645\u0628\u0627\u062f\u0626 \u0647\u0646\u062f\u0633\u064a\u0629 \u062f\u0642\u064a\u0642\u0629. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0637\u0628\u0639\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0645\u0648\u0627\u062f \u062c\u062f\u064a\u062f\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a \u0627\u0644\u0645\u062a\u0646\u0642\u0644\u060c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632. \u0645\u0639 \u0623\u0643\u062b\u0631 \u0645\u0646 1500 \u0627\u0633\u062a\u0634\u0647\u0627\u062f \u062c\u062f\u064a\u062f \u0648200 \u0634\u0643\u0644 \u062c\u062f\u064a\u062f\u060c \u064a\u0639\u0643\u0633 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0647\u0627\u0645\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0642\u062f \u0627\u0644\u0645\u0627\u0636\u064a. \u0635\u064f\u0645\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0646\u0627\u0647\u062c \u0627\u0644\u062f\u0631\u0627\u0633\u064a\u0629 \u0627\u0644\u0646\u0634\u0637\u0629 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629 \u0646\u062d\u0648 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639\u060c \u0648\u064a\u062a\u0636\u0645\u0646 \u062a\u0645\u0627\u0631\u064a\u0646 \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0643\u0644 \u0641\u0635\u0644\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u062a\u0642\u062f\u064a\u0645 \u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0645\u0646\u062a\u0635\u0641 \u0627\u0644\u0641\u0635\u0644 \u0627\u0644\u062f\u0631\u0627\u0633\u064a. \u064a\u062a\u0645 \u062a\u0648\u0641\u064a\u0631 \u0627\u0644\u0645\u0648\u0627\u062f \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629 \u0648\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u0644\u0627\u062d\u0642\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u063a\u0637\u064a \u0627\u0644\u062c\u0628\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629\u060c \u0648\u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u062a\u0642\u062f\u064a\u0631\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062c\u0633\u0645\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0648\u0627\u0636\u064a\u0639 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0624\u0649 \u0639\u0645\u0644\u064a\u0629 \u062d\u0648\u0644 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0641\u064a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u0648\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0643\u062a\u0627\u0628 \u0634\u0627\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0647\u0646\u064a\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 \u0645\u0631\u062c\u0639 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31643\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-Vision-Systems-by-Mohamed-Elgendy-227x300.jpg\" alt=\"\" width=\"200\" height=\"264\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-Vision-Systems-by-Mohamed-Elgendy-227x300.jpg 227w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-Vision-Systems-by-Mohamed-Elgendy-9x12.jpg 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Deep-Learning-for-Vision-Systems-by-Mohamed-Elgendy.jpg 757w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">5. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0628\u0642\u0644\u0645 \u0645\u062d\u0645\u062f \u0627\u0644\u062c\u0646\u062f\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u062a\u0627\u0628 &quot;\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629&quot; \u0644\u0645\u062d\u0645\u062f \u0627\u0644\u062c\u0646\u062f\u064a \u0647\u0648 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u064a\u064f\u0633\u0647\u0651\u0644 \u0627\u0644\u0631\u0628\u0637 \u0628\u064a\u0646 \u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0646\u064f\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0623\u0644\u0641 \u0645\u0646 480 \u0635\u0641\u062d\u0629\u060c \u0639\u0646 \u062f\u0627\u0631 \u0646\u0634\u0631 \u0645\u0627\u0646\u064a\u0646\u063a \u0639\u0627\u0645 2020\u060c 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\u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0646\u0634\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow \u0648 Keras.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u0645\u0639\u0631\u0641\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0643\u0632 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-31644\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Multiple-View-Geometry-in-Computer-Vision-by-Richard-Hartley-and-Andrew-Zisserman-209x300.jpg\" alt=\"\" width=\"197\" height=\"283\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Multiple-View-Geometry-in-Computer-Vision-by-Richard-Hartley-and-Andrew-Zisserman-209x300.jpg 209w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Multiple-View-Geometry-in-Computer-Vision-by-Richard-Hartley-and-Andrew-Zisserman-712x1024.jpg 712w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Multiple-View-Geometry-in-Computer-Vision-by-Richard-Hartley-and-Andrew-Zisserman-768x1104.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Multiple-View-Geometry-in-Computer-Vision-by-Richard-Hartley-and-Andrew-Zisserman-8x12.jpg 8w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Multiple-View-Geometry-in-Computer-Vision-by-Richard-Hartley-and-Andrew-Zisserman.jpg 946w\" sizes=\"(max-width: 197px) 100vw, 197px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">6. \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0639\u0631\u0636 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0642\u0644\u0645 \u0631\u064a\u062a\u0634\u0627\u0631\u062f \u0647\u0627\u0631\u062a\u0644\u064a \u0648\u0623\u0646\u062f\u0631\u0648 \u0632\u064a\u0633\u0631\u0645\u0627\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u064f\u0639\u062f \u0643\u062a\u0627\u0628 &quot;\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629&quot; \u0639\u0645\u0644\u0627\u064b \u0631\u0627\u0626\u062f\u0627\u064b \u064a\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0639\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629. \u064a\u0642\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0630\u064a \u0623\u0644\u0641\u0647 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\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0648\u0647\u0648 \u0628\u0645\u062b\u0627\u0628\u0629 \u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u064a \u0644\u0644\u0637\u0644\u0627\u0628 \u0648\u0645\u0631\u062c\u0639 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646. \u062a\u0636\u0645\u0646 \u062e\u0628\u0631\u0629 \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0633\u062a\u0643\u0634\u0627\u0641\u0627\u064b \u0639\u0645\u064a\u0642\u0627\u064b \u0648\u0634\u0627\u0645\u0644\u0627\u064b \u0644\u0644\u0645\u0648\u0636\u0648\u0639. \u0648\u064a\u064f\u0639\u062a\u0628\u0631 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0625\u0633\u0642\u0627\u0637\u064a\u0629 \u0648\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u0642\u0637\u0628\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0644\u0625\u0639\u0627\u062f\u0629 \u0628\u0646\u0627\u0621 \u0627\u0644\u0635\u0648\u0631 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f\u060c \u0648\u0645\u0639\u0627\u064a\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u060c \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062c\u0633\u0645\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0644\u062d\u0631\u0643\u0629 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0637\u0644\u0627\u0628 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0623\u0648 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0647\u0646\u062f\u0633\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31645\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-A-Modern-Approach-by-David-Forsyth-and-Jean-Ponce-213x300.webp\" alt=\"\" width=\"204\" height=\"287\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-A-Modern-Approach-by-David-Forsyth-and-Jean-Ponce-213x300.webp 213w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-A-Modern-Approach-by-David-Forsyth-and-Jean-Ponce-9x12.webp 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-A-Modern-Approach-by-David-Forsyth-and-Jean-Ponce.webp 284w\" sizes=\"(max-width: 204px) 100vw, 204px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">7. \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631: \u0646\u0647\u062c \u062d\u062f\u064a\u062b\u060c \u0628\u0642\u0644\u0645 \u062f\u064a\u0641\u064a\u062f \u0641\u0648\u0631\u0633\u064a\u062b \u0648\u062c\u064a\u0646 \u0628\u0648\u0646\u0633<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u062f\u0645 \u0643\u062a\u0627\u0628 &quot;\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629: \u0646\u0647\u062c \u062d\u062f\u064a\u062b&quot; \u0644\u062f\u064a\u0641\u064a\u062f \u0641\u0648\u0631\u0633\u064a\u062b \u0648\u062c\u064a\u0646 \u0628\u0648\u0646\u0633 \u0645\u0642\u062f\u0645\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u064a\u0648\u0627\u0632\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0628\u064a\u0646 \u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0648\u064a\u063a\u0637\u064a \u0645\u0648\u0627\u0636\u064a\u0639 \u0645\u062b\u0644 \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0643\u0634\u0641 \u0627\u0644\u0633\u0645\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621. \u0648\u064a\u062f\u0645\u062c \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0645\u0639 \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u064f\u0633\u0647\u0651\u0644 \u0641\u0647\u0645\u064b\u0627 \u0623\u0639\u0645\u0642 \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0648\u064a\u0631\u0643\u0632 \u0627\u0644\u0645\u0624\u0644\u0641\u0627\u0646 \u0639\u0644\u0649 \u062a\u0637\u0648\u064a\u0631 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u062a\u064f\u0645\u0643\u0651\u0646 \u0627\u0644\u0622\u0644\u0627\u062a \u0645\u0646 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629. \u0648\u0645\u0639 \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0645\u0646\u062e\u0641\u0636\u0629 \u0648\u0631\u0641\u064a\u0639\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649\u060c \u064a\u064f\u0642\u062f\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u0631\u0624\u0649 \u062b\u0627\u0642\u0628\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0643\u0645\u0627 \u062a\u064f\u0639\u0632\u0632 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0648\u0627\u0644\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u0645. \u0648\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0646\u0635 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0648\u064a\u064f\u0639\u062f\u0651 \u0645\u0648\u0631\u062f\u064b\u0627 \u0642\u064a\u0651\u0645\u064b\u0627 \u0644\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646. \u0648\u064a\u0639\u0643\u0633 \u0646\u0647\u062c\u0647 \u0627\u0644\u062d\u062f\u064a\u062b \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u0644\u0623\u0628\u062d\u0627\u062b \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062d\u0631\u0643\u0629\u060c \u0648\u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0647\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0637\u0644\u0627\u0628 \u0627\u0644\u0628\u0643\u0627\u0644\u0648\u0631\u064a\u0648\u0633 \u0648\u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627 \u0627\u0644\u0630\u064a\u0646 \u064a\u062f\u0631\u0633\u0648\u0646 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0639\u0644\u0645\u0648\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u064a\u062d\u062a\u0627\u062c\u0648\u0646 \u0625\u0644\u0649 \u0645\u0631\u062c\u0639 \u0634\u0627\u0645\u0644.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31646\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Learning-OpenCV-4-Computer-Vision-with-Python-3-by-Joseph-Howse-and-Joe-Minichino-243x300.jpg\" alt=\"\" width=\"217\" height=\"268\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Learning-OpenCV-4-Computer-Vision-with-Python-3-by-Joseph-Howse-and-Joe-Minichino-243x300.jpg 243w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Learning-OpenCV-4-Computer-Vision-with-Python-3-by-Joseph-Howse-and-Joe-Minichino-830x1024.jpg 830w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Learning-OpenCV-4-Computer-Vision-with-Python-3-by-Joseph-Howse-and-Joe-Minichino-768x947.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Learning-OpenCV-4-Computer-Vision-with-Python-3-by-Joseph-Howse-and-Joe-Minichino-10x12.jpg 10w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Learning-OpenCV-4-Computer-Vision-with-Python-3-by-Joseph-Howse-and-Joe-Minichino.jpg 1103w\" sizes=\"(max-width: 217px) 100vw, 217px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">8. \u062a\u0639\u0644\u0645 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV 4 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python 3 \u0628\u0642\u0644\u0645 \u062c\u0648\u0632\u064a\u0641 \u0647\u0627\u0648\u0633 \u0648\u062c\u0648 \u0645\u064a\u0646\u064a\u062a\u0634\u064a\u0646\u0648<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">&quot;\u062a\u0639\u0644\u0645 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV 4 \u0645\u0639 \u0628\u0627\u064a\u062b\u0648\u0646 3&quot; \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0644\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0631\u0624\u064a\u0629 \u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV \u0648Python. \u064a\u063a\u0637\u064a \u0627\u0644\u0643\u062a\u0627\u0628 \u0645\u0641\u0627\u0647\u064a\u0645 \u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 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\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644\u064a\u060c \u0645\u0642\u062f\u0645\u064b\u0627 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u0644\u062a\u0645\u0627\u0631\u064a\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629. \u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0643\u062a\u0627\u0628 \u0644\u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 OpenCV 4\u060c \u0648\u0647\u0648 \u064a\u0639\u0643\u0633 \u0623\u062d\u062f\u062b \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a. \u064a\u064f\u0639\u062f \u0627\u0644\u0643\u062a\u0627\u0628 \u0628\u0645\u062b\u0627\u0628\u0629 \u0645\u0642\u062f\u0645\u0629 \u0633\u0647\u0644\u0629 \u0627\u0644\u0641\u0647\u0645 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0648\u0645\u0631\u062c\u0639\u064b\u0627 \u0645\u0641\u064a\u062f\u064b\u0627 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\u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0648\u0647\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0646\u0641\u064a\u0630 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 Python \u0644\u0623\u062d\u062f\u062b \u0645\u064a\u0632\u0627\u062a OpenCV 4.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u0645\u0647\u0627\u0631\u0627\u062a Python \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0631\u0624\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 OpenCV.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31647\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman-267x300.jpg\" alt=\"\" width=\"204\" height=\"229\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman-267x300.jpg 267w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman-913x1024.jpg 913w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman-768x862.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman-1369x1536.jpg 1369w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman-11x12.jpg 11w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Foundations-of-Computer-Vision-by-Antonio-Torralba-Phillip-Isola-and-William-T.-Freeman.jpg 1536w\" sizes=\"(max-width: 204px) 100vw, 204px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">9. \u0623\u0633\u0633 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0642\u0644\u0645 \u0623\u0646\u0637\u0648\u0646\u064a\u0648 \u062a\u0648\u0631\u0627\u0644\u0628\u0627\u060c \u0648\u0641\u064a\u0644\u064a\u0628 \u0625\u064a\u0632\u0648\u0644\u0627\u060c \u0648\u0648\u0644\u064a\u0627\u0645 \u062a\u064a. \u0641\u0631\u064a\u0645\u0627\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u062f\u0645 \u0643\u062a\u0627\u0628 &quot;\u0623\u0633\u0633 \u0627\u0644\u0631\u0624\u064a\u0629 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\u0627\u0644\u0646\u0635 \u063a\u0646\u064a \u0628\u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0635\u064f\u0645\u0645 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0644\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621\u060c \u0648\u0647\u0648 \u0628\u0645\u062b\u0627\u0628\u0629 \u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u064a \u0648\u062f\u0644\u064a\u0644 \u0645\u0631\u062c\u0639\u064a. \u064a\u064f\u0633\u0647\u0651\u0644 \u0646\u0647\u062c\u0647 \u0627\u0644\u0645\u0646\u0638\u0645 \u0641\u0647\u0645\u064b\u0627 \u0639\u0645\u064a\u0642\u064b\u0627 \u0644\u0644\u0645\u0648\u0636\u0648\u0639. \u0648\u0628\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u060c \u064a\u064f\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0644 \u0645\u0648\u0631\u062f\u064b\u0627 \u0642\u064a\u0651\u0645\u064b\u0627 \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0634\u0628\u0643\u0627\u062a CNN\u060c \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0624\u0649 \u062d\u0648\u0644 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u0644\u063a\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u0648\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0645\u0646\u0647\u062c \u062d\u062f\u064a\u062b \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0628\u0627\u062d\u062b\u0648\u0646 \u0648\u0645\u0647\u0646\u064a\u0648\u0646 \u064a\u0633\u062a\u0643\u0634\u0641\u0648\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31648\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Metrics-Survey-Taxonomy-and-Analysis-by-Scott-Krig-211x300.webp\" alt=\"\" width=\"189\" height=\"269\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Metrics-Survey-Taxonomy-and-Analysis-by-Scott-Krig-211x300.webp 211w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Metrics-Survey-Taxonomy-and-Analysis-by-Scott-Krig-721x1024.webp 721w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Metrics-Survey-Taxonomy-and-Analysis-by-Scott-Krig-768x1091.webp 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Metrics-Survey-Taxonomy-and-Analysis-by-Scott-Krig-8x12.webp 8w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Metrics-Survey-Taxonomy-and-Analysis-by-Scott-Krig.webp 827w\" sizes=\"(max-width: 189px) 100vw, 189px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0661\u0660. \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629: \u0627\u0644\u0645\u0633\u062d \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u060c \u0628\u0642\u0644\u0645 \u0633\u0643\u0648\u062a \u0643\u0631\u064a\u062c<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0642\u062f\u0645 \u0643\u062a\u0627\u0628 &quot;\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629&quot; \u0644\u0633\u0643\u0648\u062a \u0643\u0631\u064a\u062c \u062a\u062d\u0644\u064a\u0644\u0627\u064b \u0645\u062a\u0639\u0645\u0642\u0627\u064b \u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u064a\u0642\u062f\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u062f\u0631\u0627\u0633\u0629 \u0634\u0627\u0645\u0644\u0629 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0645\u0646\u0647\u062c\u064a\u0627\u062a \u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629. \u064a\u0635\u0646\u0641 \u0627\u0644\u0643\u062a\u0627\u0628 \u0648\u064a\u062d\u0644\u0644 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0642\u062f\u0645\u0627\u064b \u062a\u0635\u0646\u064a\u0641\u0627\u064b \u064a\u0633\u0627\u0639\u062f \u0639\u0644\u0649 \u0641\u0647\u0645 \u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0648\u062d\u062f\u0648\u062f\u0647\u0627. \u064a\u0624\u0643\u062f \u0643\u0631\u064a\u062c \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645\u060c \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629. \u0627\u0644\u0646\u0635 \u063a\u0646\u064a \u0628\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0636\u062d \u0627\u0644\u0622\u062b\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633. \u0635\u064f\u0645\u0645 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0644\u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646\u060c \u0648\u0647\u0648 \u0628\u0645\u062b\u0627\u0628\u0629 \u062f\u0644\u064a\u0644 \u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062a\u0642\u064a\u064a\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629. \u064a\u064f\u0633\u0647\u0651\u0644 \u0646\u0647\u062c\u0647 \u0627\u0644\u0645\u0646\u0638\u0645 \u0641\u0647\u0645\u0627\u064b \u0623\u0639\u0645\u0642 \u0644\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0631\u0628\u0637 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0628\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u064a\u064f\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0644 \u0645\u0648\u0631\u062f\u0627\u064b \u0642\u064a\u0651\u0645\u0627\u064b \u0641\u064a \u062f\u0631\u0627\u0633\u0629 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0635\u0646\u064a\u0641 \u0634\u0627\u0645\u0644 \u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0645\u0648\u0635\u0648\u0641\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0644\u062a\u0642\u064a\u064a\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u064a\u0647\u0627.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0637\u0631\u0642 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0646\u0638\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0643\u0632 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0639\u0644\u0649 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0637\u0644\u0627\u0628 \u0645\u062a\u0642\u062f\u0645\u0648\u0646 \u064a\u062f\u0631\u0633\u0648\u0646 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31649\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-for-Visual-Effects-by-Richard-J.-Radke-206x300.jpg\" alt=\"\" width=\"195\" height=\"284\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-for-Visual-Effects-by-Richard-J.-Radke-206x300.jpg 206w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-for-Visual-Effects-by-Richard-J.-Radke-8x12.jpg 8w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-for-Visual-Effects-by-Richard-J.-Radke.jpg 686w\" sizes=\"(max-width: 195px) 100vw, 195px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">11. \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0644\u0645\u0624\u062b\u0631\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0628\u0642\u0644\u0645 \u0631\u064a\u062a\u0634\u0627\u0631\u062f \u062c. \u0631\u0627\u062f\u0643\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u064a\u0633\u062a\u0643\u0634\u0641 \u0643\u062a\u0627\u0628 &quot;\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0644\u0644\u0645\u0624\u062b\u0631\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629&quot; \u0644\u0631\u064a\u062a\u0634\u0627\u0631\u062f \u062c. \u0631\u0627\u062f\u0643\u064a \u0627\u0644\u062a\u062f\u0627\u062e\u0644 \u0628\u064a\u0646 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0648\u0627\u0644\u0645\u0624\u062b\u0631\u0627\u062a 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\u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-31650\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Vision-Science-Photons-to-Phenomenology-by-Stephen-E.-Palmer-222x300.jpg\" alt=\"\" width=\"222\" height=\"300\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Vision-Science-Photons-to-Phenomenology-by-Stephen-E.-Palmer-222x300.jpg 222w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Vision-Science-Photons-to-Phenomenology-by-Stephen-E.-Palmer-758x1024.jpg 758w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Vision-Science-Photons-to-Phenomenology-by-Stephen-E.-Palmer-768x1037.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Vision-Science-Photons-to-Phenomenology-by-Stephen-E.-Palmer-9x12.jpg 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Vision-Science-Photons-to-Phenomenology-by-Stephen-E.-Palmer.jpg 1111w\" sizes=\"(max-width: 222px) 100vw, 222px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0661\u0662. \u0639\u0644\u0645 \u0627\u0644\u0631\u0624\u064a\u0629: \u0645\u0646 \u0627\u0644\u0641\u0648\u062a\u0648\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0638\u0648\u0627\u0647\u0631\u060c \u0628\u0642\u0644\u0645 \u0633\u062a\u064a\u0641\u0646 \u0625\u064a. \u0628\u0627\u0644\u0645\u0631<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0633\u062a\u064a\u0641\u0646 \u0625\u064a. \u0628\u0627\u0644\u0645\u0631 <\/span><i><span style=\"font-weight: 400;\">\u0639\u0644\u0645 \u0627\u0644\u0631\u0624\u064a\u0629: \u0645\u0646 \u0627\u0644\u0641\u0648\u062a\u0648\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0638\u0648\u0627\u0647\u0631<\/span><\/i><span style=\"font-weight: 400;\"> \u064a\u064f\u0639\u062f\u0651 \u0647\u0630\u0627 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0631\u0627\u0626\u062f \u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0641\u064a\u0632\u064a\u0627\u0621 \u0627\u0644\u0636\u0648\u0621 \u0648\u0639\u0644\u0645 \u0646\u0641\u0633 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0628\u0635\u0631\u064a. \u0646\u0634\u0631\u062a\u0647 \u062f\u0627\u0631 \u0646\u0634\u0631 \u0645\u0639\u0647\u062f \u0645\u0627\u0633\u0627\u062a\u0634\u0648\u0633\u062a\u0633 \u0644\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0648\u0647\u0648 \u0646\u0635 \u0634\u0627\u0645\u0644 \u064a\u0633\u062a\u0643\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629\u060c \u0628\u062f\u0621\u064b\u0627 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\u0648\u0642\u062f \u0623\u0643\u0633\u0628\u062a\u0647 \u062a\u0641\u0633\u064a\u0631\u0627\u062a\u0647 \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u0648\u0623\u0633\u0627\u0633\u0647 \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u062f\u0642\u064a\u0642 \u0625\u0634\u0627\u062f\u0629\u064b \u0648\u0627\u0633\u0639\u0629\u064b \u0643\u0645\u0631\u062c\u0639\u064d \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0631\u0624\u064a\u0629. \u0623\u0633\u0644\u0648\u0628\u0647 \u0627\u0644\u062c\u0630\u0627\u0628 \u064a\u062c\u0630\u0628 \u0643\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0627\u0644\u062c\u062f\u062f \u0648\u0627\u0644\u0645\u062e\u0636\u0631\u0645\u064a\u0646. \u0628\u0641\u0636\u0644 \u0645\u062e\u0637\u0637\u0627\u062a\u0647 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0648\u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u0638\u0648\u0627\u0647\u0631\u060c \u064a\u0638\u0644\u0651 \u0645\u0631\u062c\u0639\u064b\u0627 \u062d\u064a\u0648\u064a\u064b\u0627 \u0644\u062f\u0631\u0627\u0633\u0629 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0628\u0634\u0631\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0639\u0644\u0645 \u0627\u0644\u0628\u0635\u0631\u064a\u0627\u062a\u060c \u0648\u0639\u0644\u0645 \u0627\u0644\u0623\u0639\u0635\u0627\u0628 \u0627\u0644\u0628\u0635\u0631\u064a\u060c \u0648\u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0625\u062f\u0631\u0627\u0643\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0622\u0644\u064a\u0627\u062a \u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u0644\u0648\u0627\u0646 \u0648\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0639\u0645\u0642 \u0648\u0627\u0644\u0623\u0648\u0647\u0627\u0645 \u0627\u0644\u0628\u0635\u0631\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0631\u0624\u0649 \u062d\u0648\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0628\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0648\u0627\u0644\u0637\u0644\u0628\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0623\u0648 \u0639\u0644\u0645 \u0627\u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u0639\u0631\u0641\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u062a\u062e\u0635\u0635\u0648\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0628\u0634\u0631\u064a.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-31651\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Numerical-Algorithms-Methods-for-Computer-Vision-Machine-Learning-and-Graphics-by-Justin-Solomon-209x300.webp\" alt=\"\" width=\"209\" height=\"300\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Numerical-Algorithms-Methods-for-Computer-Vision-Machine-Learning-and-Graphics-by-Justin-Solomon-209x300.webp 209w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Numerical-Algorithms-Methods-for-Computer-Vision-Machine-Learning-and-Graphics-by-Justin-Solomon-8x12.webp 8w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Numerical-Algorithms-Methods-for-Computer-Vision-Machine-Learning-and-Graphics-by-Justin-Solomon.webp 350w\" sizes=\"(max-width: 209px) 100vw, 209px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">13. \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629: \u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0628\u0642\u0644\u0645 \u062c\u0627\u0633\u062a\u0646 \u0633\u0648\u0644\u0648\u0645\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u062c\u0648\u0633\u062a\u064a\u0646 \u0633\u0644\u064a\u0645\u0627\u0646 <\/span><i><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0639\u062f\u062f\u064a\u0629<\/span><\/i><span style=\"font-weight: 400;\"> \u062a\u062d\u0641\u0629 \u0641\u0646\u064a\u0629 \u062d\u062f\u064a\u062b\u0629 \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a. \u064a\u062a\u0639\u0645\u0642 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0646 \u062f\u0627\u0631 \u0646\u0634\u0631 CRC Press\u060c \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u064f\u0634\u063a\u0651\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629\u060c \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0627\u0644\u0639\u0631\u0636 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f. \u0623\u0633\u0644\u0648\u0628 \u0633\u0644\u064a\u0645\u0627\u0646 \u0627\u0644\u0648\u0627\u0636\u062d \u0648\u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u064a\u062c\u0639\u0644\u0627\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u064a\u062f. \u064a\u064f\u0634\u0627\u062f \u0628\u0627\u0644\u0646\u0635 \u0644\u062a\u0648\u0627\u0632\u0646\u0647 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0630\u0628 \u0643\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u0646\u0638\u0631\u064a\u0646 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646. \u0645\u0639 \u0623\u0645\u062b\u0644\u0629 \u0648\u062a\u0645\u0627\u0631\u064a\u0646 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u064a\u064f\u0639\u062f\u0651 \u062f\u0644\u064a\u0644\u0627\u064b \u0639\u0645\u0644\u064a\u0627\u064b \u0644\u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u064a\u064f\u0639\u062f\u0651 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0645\u0631\u062c\u0639\u0627\u064b \u0623\u0633\u0627\u0633\u064a\u0627\u064b \u0644\u0645\u0646 \u064a\u064f\u0634\u0643\u0651\u0644\u0648\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0639\u062f\u062f\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u060c \u0648\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u064a\u0641\u0627\u0621.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u0646\u0627\u0621 \u062b\u0644\u0627\u062b\u064a\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u062d\u0644 \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0641\u064a \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0637\u0644\u0627\u0628 \u0627\u0644\u062f\u0631\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0644\u064a\u0627 \u0648\u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0647\u0646\u064a\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0623\u0633\u0627\u0644\u064a\u0628 \u0639\u062f\u062f\u064a\u0629 \u0644\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-31652\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-Applications-Learning-by-E.-R.-Davies-238x300.jpg\" alt=\"\" width=\"238\" height=\"300\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-Applications-Learning-by-E.-R.-Davies-238x300.jpg 238w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-Applications-Learning-by-E.-R.-Davies-768x967.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-Applications-Learning-by-E.-R.-Davies-10x12.jpg 10w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Computer-Vision-Algorithms-Applications-Learning-by-E.-R.-Davies.jpg 794w\" sizes=\"(max-width: 238px) 100vw, 238px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">14. \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628: \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0628\u0642\u0644\u0645 \u0625\u064a \u0622\u0631 \u062f\u064a\u0641\u064a\u0632<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u062a\u0627\u0628 &quot;\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629: \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0627\u0644\u062a\u0639\u0644\u0645&quot; \u0644\u0625\u064a \u0622\u0631 \u062f\u064a\u0641\u064a\u0632\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0661\u0667 \u0639\u0646 \u062f\u0627\u0631 \u0646\u0634\u0631 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0643 \u0628\u0631\u064a\u0633\u060c \u0647\u0648 \u062f\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u064a\u062f\u0645\u062c \u0647\u0630\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062e\u0627\u0645\u0633 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\u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629. \u0634\u0631\u0648\u062d\u0627\u062a\u0647 \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u062d\u062a\u0648\u0627\u0647 \u0627\u0644\u0645\u064f\u062d\u062f\u0651\u062b \u064a\u062c\u0639\u0644\u0627\u0646\u0647 \u0633\u0647\u0644 \u0627\u0644\u0641\u0647\u0645 \u0648\u0634\u0627\u0645\u0644\u0627\u064b \u0641\u064a \u0622\u0646\u064d \u0648\u0627\u062d\u062f. \u0625\u0646 \u0646\u0637\u0627\u0642 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u0648\u0627\u0633\u0639 \u064a\u062c\u0639\u0644\u0647 \u0645\u0648\u0631\u062f\u064b\u0627 \u0642\u064a\u0651\u0645\u064b\u0627 \u0644\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621. \u0625\u0646\u0647 \u062e\u064a\u0627\u0631 \u0645\u0645\u062a\u0627\u0632 \u0644\u0645\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u062a\u0639\u0644\u064a\u0645 \u0634\u0627\u0645\u0644 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629. \u064a\u0642\u062f\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u0645\u0632\u064a\u062c\u064b\u0627 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0648\u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u062a\u0631\u0643\u064a\u0632\u0647 \u0627\u0644\u0639\u0645\u0644\u064a \u064a\u0636\u0645\u0646 \u0645\u0644\u0627\u0621\u0645\u062a\u0647 \u0644\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0644\u0645\u0633.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0637\u0628\u064a\u0629 \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u0639\u0644\u0645\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0643\u062a\u0627\u0628 \u0631\u0624\u064a\u0629 \u0634\u0627\u0645\u0644\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u062d\u062a\u0631\u0641\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0637\u0628\u0642\u0648\u0646 \u0627\u0644\u0631\u0624\u064a\u0629 \u0641\u064a \u0633\u064a\u0627\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31653\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Practical-Machine-Learning-for-Computer-Vision-by-Valliappa-Lakshmanan-Martin-Gorner-and-Ryan-Gillard-229x300.jpg\" alt=\"\" width=\"209\" height=\"274\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Practical-Machine-Learning-for-Computer-Vision-by-Valliappa-Lakshmanan-Martin-Gorner-and-Ryan-Gillard-229x300.jpg 229w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Practical-Machine-Learning-for-Computer-Vision-by-Valliappa-Lakshmanan-Martin-Gorner-and-Ryan-Gillard-780x1024.jpg 780w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Practical-Machine-Learning-for-Computer-Vision-by-Valliappa-Lakshmanan-Martin-Gorner-and-Ryan-Gillard-768x1008.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Practical-Machine-Learning-for-Computer-Vision-by-Valliappa-Lakshmanan-Martin-Gorner-and-Ryan-Gillard-9x12.jpg 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Practical-Machine-Learning-for-Computer-Vision-by-Valliappa-Lakshmanan-Martin-Gorner-and-Ryan-Gillard.jpg 1143w\" sizes=\"(max-width: 209px) 100vw, 209px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0661\u0665. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u062a\u0623\u0644\u064a\u0641: \u0641\u0627\u0644\u064a\u0627\u0628\u0627 \u0644\u0627\u0643\u0634\u0645\u0627\u0646\u0627\u0646\u060c \u0648\u0645\u0627\u0631\u062a\u0646 \u062c\u0648\u0631\u0646\u0631\u060c \u0648\u0631\u064a\u0627\u0646 \u062c\u064a\u0644\u0627\u0631\u062f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u062a\u0627\u0628 &quot;\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0639\u0645\u0644\u064a \u0644\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629&quot;\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0662\u0661 \u0639\u0646 \u062f\u0627\u0631 \u0646\u0634\u0631 \u0623\u0648\u0631\u064a\u0644\u064a \u0645\u064a\u062f\u064a\u0627\u060c \u0647\u0648 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0645\u0646 \u062a\u0623\u0644\u064a\u0641 \u0641\u0627\u0644\u064a\u0627\u0628\u0627 \u0644\u0627\u0643\u0634\u0645\u0627\u0646\u0627\u0646\u060c \u0648\u0645\u0627\u0631\u062a\u0646 \u063a\u0648\u0631\u0646\u0631\u060c \u0648\u0631\u064a\u0627\u0646 \u062c\u064a\u0644\u0627\u0631\u062f. \u064a\u0631\u0643\u0632 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow\u060c \u0648\u064a\u063a\u0637\u064a \u0645\u0647\u0627\u0645\u064b\u0627 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0643\u0634\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645. \u0646\u0647\u062c\u0647 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0633\u062d\u0627\u0628\u064a \u064a\u062c\u0639\u0644\u0647 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0639\u0627\u0645\u0644\u064a\u0646 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u062a\u0636\u0645\u0646 \u0634\u0631\u0648\u062d\u0627\u062a \u0627\u0644\u0645\u0624\u0644\u0641\u064a\u0646 \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0644\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u064a\u0646. \u064a\u0631\u0643\u0632 \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u062d\u0644\u0648\u0644 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0645\u0645\u0627 \u064a\u0645\u064a\u0632\u0647 \u0639\u0646 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0628\u062d\u062a\u0629. \u064a\u064f\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0645\u062b\u0627\u0644\u064a\u064b\u0627 \u0644\u0645\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629. \u064a\u064f\u0642\u062f\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u062d\u0644\u0648\u0644 \u0631\u0624\u064a\u0629 \u0639\u0645\u0644\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631. \u064a\u062a\u0645\u0627\u0634\u0649 \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 TensorFlow \u0648\u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0639 \u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u0631\u0624\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 TensorFlow \u0648 Keras.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0633\u062d\u0627\u0628\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0628\u0631\u0645\u062c\u064a\u0646 \u0645\u062a\u0648\u0633\u0637\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0631\u0624\u064a\u0629 \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-31654\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-229x300.jpg\" alt=\"\" width=\"229\" height=\"300\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-229x300.jpg 229w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-780x1024.jpg 780w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-768x1008.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-1171x1536.jpg 1171w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-1561x2048.jpg 1561w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron-9x12.jpg 9w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Hands-On-Machine-Learning-with-Scikit-Learn-Keras-and-TensorFlow-by-Aurelien-Geron.jpg 1951w\" sizes=\"(max-width: 229px) 100vw, 229px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0661\u0666. \u062a\u0639\u0644\u0651\u0645 \u0622\u0644\u064a \u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-Learn \u0648Keras \u0648TensorFlow \u0628\u0642\u0644\u0645 \u0623\u0648\u0631\u064a\u0644\u064a\u0627\u0646 \u062c\u064a\u0631\u0648\u0646<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u062a\u0627\u0628 \u0623\u0648\u0631\u064a\u0644\u064a\u0627\u0646 \u062c\u064a\u0631\u0648\u0646 &quot;\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-Learn \u0648Keras \u0648TensorFlow&quot;\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 \u0662\u0660\u0661\u0669 (\u0627\u0644\u0637\u0628\u0639\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629) \u0639\u0646 \u062f\u0627\u0631 \u0646\u0634\u0631 O&#039;Reilly Media\u060c \u0647\u0648 \u062f\u0644\u064a\u0644\u064c \u0631\u0627\u0626\u062c\u064c \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0645\u0639 \u062a\u0631\u0643\u064a\u0632\u064d \u0642\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0631\u0624\u064a\u0629. \u064a\u063a\u0637\u064a \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0643\u0627\u0645\u0644 \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0631\u0624\u064a\u0629 \u0645\u062b\u0644 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631. \u0623\u0633\u0644\u0648\u0628 \u062c\u064a\u0631\u0648\u0646 \u0627\u0644\u062c\u0630\u0627\u0628 \u0648\u0645\u0634\u0627\u0631\u064a\u0639\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u062c\u0639\u0644 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u064a\u062f. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-Learn \u0648Keras \u0648TensorFlow\u060c \u064a\u0636\u0645\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0643\u062a\u0633\u0627\u0628 \u0645\u0647\u0627\u0631\u0627\u062a\u064d \u0630\u0627\u062a \u0635\u0644\u0629\u064d \u0628\u0627\u0644\u0642\u0637\u0627\u0639. \u0646\u0637\u0627\u0642\u0647 \u0627\u0644\u0634\u0627\u0645\u0644 \u0648\u0623\u0645\u062b\u0644\u0629 \u0623\u0643\u0648\u0627\u062f\u0647 \u0627\u0644\u0648\u0627\u0636\u062d\u0629 \u062a\u062c\u0639\u0644\u0647 \u0645\u0646 \u0627\u0644\u0643\u062a\u0628 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u062f\u0649 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\u0627\u0644\u0639\u0645\u0644\u064a\u064a\u0646.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Scikit-Learn \u0648 TensorFlow.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u0631\u0624\u064a\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0633\u064a\u0631 \u0639\u0645\u0644 \u0639\u0645\u0644\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u062a\u0642\u064a\u064a\u0645\u0647\u0627 \u0648\u0646\u0634\u0631\u0647\u0627.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0628\u0631\u0645\u062c\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u0645\u0639\u0631\u0641\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u062c\u062f\u062f \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0631\u0624\u064a\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31655\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Algorithms-for-Image-Processing-and-Computer-Vision-by-J.-R.-Parker-243x300.jpg\" alt=\"\" width=\"207\" height=\"255\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Algorithms-for-Image-Processing-and-Computer-Vision-by-J.-R.-Parker-243x300.jpg 243w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Algorithms-for-Image-Processing-and-Computer-Vision-by-J.-R.-Parker-10x12.jpg 10w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Algorithms-for-Image-Processing-and-Computer-Vision-by-J.-R.-Parker.jpg 284w\" sizes=\"(max-width: 207px) 100vw, 207px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">17. \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0628\u0642\u0644\u0645 \u062c\u064a\u0647 \u0622\u0631 \u0628\u0627\u0631\u0643\u0631<\/span><\/h2>\n<p><span style=\"font-size: 16px; font-weight: 400;\">\u0643\u062a\u0627\u0628 &quot;\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0622\u0631. \u0628\u0627\u0631\u0643\u0631 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629&quot;\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0646 \u062f\u0627\u0631 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\u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u064a\u0646.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0644\u0643\u0634\u0641 \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0644\u0645\u0633.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u0634\u064a\u062d \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0635\u0631\u0641\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0646\u0641\u064a\u0630 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0641\u064a C \u0648Java.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0628\u0631\u0645\u062c\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u0644\u062f\u064a\u0647\u0645 \u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u0647\u062a\u0645\u0648\u0646 \u0628\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0637\u0644\u0627\u0628 \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0641\u0647\u0645 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31656\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-249x300.jpg\" alt=\"\" width=\"219\" height=\"264\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-249x300.jpg 249w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-768x924.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-10x12.jpg 10w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui.jpg 831w\" sizes=\"(max-width: 219px) 100vw, 219px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">\u0661\u0668. \u0625\u062a\u0642\u0627\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch 2.0 \u0628\u0642\u0644\u0645 \u0645. \u0623\u0631\u0634\u062f \u0635\u062f\u064a\u0642\u064a<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u062a\u0627\u0628 &quot;\u0625\u062a\u0642\u0627\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch 2.0&quot; \u0644\u0644\u0645\u0624\u0644\u0641 \u0645. \u0623\u0631\u0634\u062f \u0635\u062f\u064a\u0642\u064a\u060c \u0627\u0644\u0635\u0627\u062f\u0631 \u0639\u0627\u0645 2023\u060c \u0647\u0648 \u062f\u0644\u064a\u0644\u064c \u0645\u062a\u0637\u0648\u0631 \u0644\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062d\u062f\u062b \u0625\u0635\u062f\u0627\u0631 \u0645\u0646 PyTorch. \u064a\u062a\u0639\u0645\u0642 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNS) \u0625\u0644\u0649 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629\u060c \u0645\u0639 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0645\u062b\u0644 \u0643\u0634\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631. \u064a\u0636\u0645\u0646 \u0646\u0647\u062c \u0635\u062f\u064a\u0642\u064a \u0627\u0644\u0648\u0627\u0636\u062d \u0648\u0627\u0644\u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0627\u0644\u0634\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u0642\u0631\u0627\u0621 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0628\u0641\u0639\u0627\u0644\u064a\u0629. \u062a\u0631\u0643\u064a\u0632\u0647 \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a PyTorch 2.0 \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629\u060c \u064a\u062c\u0639\u0644\u0647 \u0641\u064a \u0637\u0644\u064a\u0639\u0629 \u0627\u0644\u062a\u0637\u0648\u0631. \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0623\u0647\u0645\u064a\u062a\u0647 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u062a\u062c\u0639\u0644\u0647 \u0643\u062a\u0627\u0628\u064b\u0627 \u0645\u0645\u064a\u0632\u064b\u0627. \u0625\u0646\u0647 \u0645\u062b\u0627\u0644\u064a \u0644\u0645\u0646 \u064a\u0633\u0639\u0648\u0646 \u0625\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch. \u064a\u064f\u0639\u0644\u0651\u0645 \u0627\u0644\u0643\u062a\u0627\u0628 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch 2.0. \u062a\u0631\u0643\u064a\u0632\u0647 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u064a\u0636\u0645\u0646 \u0645\u0647\u0627\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0648\u062d\u062f\u064a\u062b\u0629.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">\u0645\u0627\u0630\u0627 \u0633\u0648\u0641 \u062a\u062a\u0639\u0644\u0645:<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0634\u0628\u0643\u0627\u062a CNN\u060c \u0648\u0634\u0628\u0643\u0627\u062a GAN\u060c \u0648\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627 \u0648\u062a\u0648\u0644\u064a\u0641 \u0627\u0644\u0635\u0648\u0631.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0645\u064a\u0632\u0627\u062a PyTorch 2.0 \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0643\u0641\u0627\u0621\u0629.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u0628\u0631\u0645\u062c\u0648 \u0628\u0627\u064a\u062b\u0648\u0646 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style=\"font-weight: 400;\">\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0637\u0648\u0631\u0648\u0646 \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0628\u0646\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/span><\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-31657\" src=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-2-243x300.jpg\" alt=\"\" width=\"216\" height=\"267\" srcset=\"https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-2-243x300.jpg 243w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-2-768x947.jpg 768w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-2-10x12.jpg 10w, https:\/\/aisuperior.com\/wp-content\/uploads\/2025\/05\/Mastering-Computer-Vision-with-PyTorch-2.0-by-M.-Arshad-Siddiqui-2.jpg 811w\" sizes=\"(max-width: 216px) 100vw, 216px\" \/><\/p>\n<h2><span style=\"font-weight: 400;\">20. \u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 3 \u0628\u0642\u0644\u0645 \u0633\u0648\u0631\u0627\u0628 \u0643\u0627\u0628\u0648\u0631<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u0643\u062a\u0627\u0628 &quot;\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 3&quot; 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style=\"font-weight: 400;\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u062e\u064a\u0627\u0637\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0641\u0639\u0627\u0644 \u0644\u0645\u0643\u062a\u0628\u0627\u062a Python \u0645\u062b\u0644 OpenCV \u0648 NumPy \u0648 Matplotlib.<\/span><\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">\u0644\u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0643\u062a\u0627\u0628\u061f<\/span><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 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\u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646. \u0647\u0644 \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 PyTorch\u061f \u0627\u0646\u063a\u0645\u0633 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u0639 PyTorch. \u0647\u0644 \u062a\u0628\u062d\u062b \u0639\u0646 \u0623\u0633\u0633 \u0646\u0638\u0631\u064a\u0629 \u0645\u062a\u064a\u0646\u0629\u061f \u064a\u064f\u0639\u062f\u0651 \u0643\u062a\u0627\u0628\u0627 &quot;\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629: \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u0645\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644&quot; \u0623\u0648 &quot;\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0633\u0632\u064a\u0644\u064a\u0633\u0643\u064a&quot; \u0645\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0645\u062a\u0627\u0632\u0629.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u064a\u062a\u0637\u0648\u0631 \u0639\u0627\u0644\u0645 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0628\u0633\u0631\u0639\u0629\u060c \u0644\u0643\u0646 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u062c\u064a\u062f \u0644\u0627 \u064a\u0632\u0627\u0644 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0633\u0628\u0644 \u0644\u0628\u0646\u0627\u0621 \u0645\u0639\u0631\u0641\u0629 \u0631\u0627\u0633\u062e\u0629 \u0648\u062f\u0627\u0626\u0645\u0629. \u0627\u062e\u062a\u0631 \u0627\u0644\u0643\u062a\u0627\u0628 \u0627\u0644\u0630\u064a \u064a\u0646\u0627\u0633\u0628 \u0623\u0647\u062f\u0627\u0641\u0643\u060c \u0648\u0633\u062a\u0643\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0635\u062d\u064a\u062d \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u0645 \u0643\u0622\u0644\u0629.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Whether you&#8217;re just getting into AI or you&#8217;re already deep in machine learning, computer vision is one area that&#8217;s seriously exciting &#8211; and growing fast. But with so many books out there, it\u2019s tough to know where to start or what\u2019s worth your time. That\u2019s why we\u2019ve rounded up the best computer vision books for [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":31658,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[],"class_list":["post-31638","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Best Computer Vision Books for Every Skill Level<\/title>\n<meta name=\"description\" content=\"Explore the top computer vision books for beginners to experts. Learn computer vision basics, techniques, and real-world applications with these must-reads.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aisuperior.com\/ar\/computer-vision-books\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Best Computer Vision Books for Every Skill Level\" \/>\n<meta property=\"og:description\" content=\"Explore the top computer vision books for beginners to experts. 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