{"id":12008,"date":"2021-06-23T08:28:00","date_gmt":"2021-06-23T03:58:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=12008"},"modified":"2024-11-29T18:36:52","modified_gmt":"2024-11-29T15:06:52","slug":"interpretability-deep-learning-tensorflow","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/interpretability-deep-learning-tensorflow\/","title":{"rendered":"\u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 Tensorflow 2.0"},"content":{"rendered":"<p><strong>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc<\/strong><\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"800\" height=\"286\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0631\u0648\u0634-Grad-Cam.jpg\" alt=\"\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 Grad Cam\" class=\"wp-image-12009\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0631\u0648\u0634-Grad-Cam.jpg 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0631\u0648\u0634-Grad-Cam-300x107.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0627\u0633\u062a\u0641\u0627\u062f\u0647-\u0627\u0632-\u0631\u0648\u0634-Grad-Cam-768x275.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 Grad Cam \u0631\u0648\u06cc \u06a9\u0644\u0627\u0633 \u06af\u0648\u0632\u0646 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a ImageNet<\/figcaption><\/figure>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <a href=\"https:\/\/www.github.com\/sicara\/tf-explain\" target=\"_blank\" rel=\"noopener\">tf-explain<\/a> \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f <strong>\u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc<\/strong> \u060c \u0645\u0627\u0646\u0646\u062f Grad CAM \u060c \u0628\u0627 Tensorflow 2.0 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u067e\u06cc\u0634 \u0622\u0645\u062f\u0647 \u06a9\u0647 \u0645\u0646\u062a\u0638\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0634\u06cc\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u067e\u0633 \u0627\u0632 \u0633\u0627\u0639\u062a \u0647\u0627 \u0627\u0646\u062a\u0638\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u0634\u06a9\u0633\u062a \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f\u061f \u0645\u0637\u0645\u0626\u0646\u0627 \u0627\u06af\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0641\u0639\u0627\u0644\u06cc\u062a \u062f\u0627\u0631\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0631\u062e\u0648\u0631\u062f\u0647 \u0627\u06cc\u062f \u0648 \u0627\u062d\u062a\u0645\u0627\u0644\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u06cc\u06a9 \u0628\u0627\u0631 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u062a\u0641\u0627\u0642 \u0627\u0641\u062a\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644\u060c \u0645\u0646 \u0634\u0631\u0648\u0639 \u0628\u0647 \u062c\u0633\u062a\u062c\u0648 \u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0645\u0646 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0647 \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u067e\u0634\u062a \u0633\u0631 \u06af\u0630\u0627\u0634\u062a\u0647 \u0627\u0646\u062f\u060c \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062e\u0644\u0627\u0635\u0647 \u0627\u06cc \u0627\u0633\u062a \u0627\u0632 \u0622\u0646\u0686\u0647 \u0645\u0646 \u06cc\u0627\u0641\u062a\u0645:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u062b\u0628\u062a \u0628\u0635\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 (Pipeline )<\/li>\n<li>\u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u0634\u062a\u0646 \u0628\u06cc\u0646\u0634 \u0648 \u0627\u0637\u0644\u0627\u0639 \u0627\u0632 \u062f\u0627\u062e\u0644 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0647\u0645\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u00a0tf-explain \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TensorFlow 2.0 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0646\u062d\u0648\u0647 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<div class=\"wp-block-rank-math-toc-block\"><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/interpretability-deep-learning-tensorflow\/#%D9%86%D9%82%D8%B4%D9%87_%D9%87%D8%A7%DB%8C_%D9%81%D8%B9%D8%A7%D9%84_%D8%B3%D8%A7%D8%B2%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\"><\/span>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2><nav><ul><li><a href=\"#h-\" >\u0622\u0646\u0686\u0647 \u06a9\u0647 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/a><\/li><li><a href=\"#h--1\" >\u06a9\u0631\u0646\u0644 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f<\/a><\/li><li><a href=\"#h--2\" >\u062a\u062c\u0633\u0645 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc<\/a><\/li><li><a href=\"#h--3\" >\u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u0646\u0644<\/a><\/li><li><a href=\"#h--4\" >\u0686\u0647 \u0686\u06cc\u0632\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f<\/a><ul><li><a href=\"#h--5\" >\u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u0627\u0646\u0633\u062f\u0627\u062f<\/a><\/li><\/ul><\/li><li><a href=\"#h--6\" >\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633<\/a><\/li><\/nav><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%86%DA%86%D9%87_%DA%A9%D9%87_%D8%A8%D9%87_%D8%B4%D8%A8%DA%A9%D9%87_%D9%88%D8%A7%D8%B1%D8%AF_%D9%85%DB%8C_%D8%B4%D9%88%D8%AF_%D8%B1%D8%A7_%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u0622\u0646\u0686\u0647 \u06a9\u0647 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0648\u0627\u0631\u062f \u0645\u06cc \u0634\u0648\u062f \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u0646\u0627\u0645\u0648\u0641\u0642 \u060c \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0627\u062e\u0648\u0627\u0633\u062a\u0647 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a. \u062a\u062c\u0633\u0645 \u0648 \u0628\u0631\u0631\u0633\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u060c \u0645\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 <a href=\"https:\/\/github.com\/dchaplinsky\/visual-logging\" target=\"_blank\" rel=\"noopener\">VisualLogging<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0645. \u0628\u0631\u0631\u0633\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 \u0644\u062d\u0638\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0648 \u0645\u0647\u0645 \u062e\u0637 \u0644\u0648\u0644\u0647 ( \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u060c \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u060c <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/using-deep-learning-with-limited-data-part-2-data-augmentation\/\" target=\"_blank\" rel=\"noopener\">\u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/a> ) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0631\u0648\u0632 \u0627\u062a\u0641\u0627\u0642\u0627\u062a \u0646\u0627 \u0645\u0637\u0644\u0648\u0628 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/7982c4595236a1f584fac59d102f4cae.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u06af\u0632\u0627\u0631\u0634 \u0647\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0631 \u06cc\u06a9 \u0635\u0641\u062d\u0647 HTML \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u060c \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"800\" height=\"313\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u0635\u0648\u06cc\u0631-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u062e\u0637-\u0644\u0648\u0644\u0647.jpg\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc \u0634\u062f\u0647 \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647\" class=\"wp-image-12010\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u0635\u0648\u06cc\u0631-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u062e\u0637-\u0644\u0648\u0644\u0647.jpg 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u0635\u0648\u06cc\u0631-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u062e\u0637-\u0644\u0648\u0644\u0647-300x117.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u0635\u0648\u06cc\u0631-\u062f\u0627\u062f\u0647-\u0627\u0641\u0632\u0627\u06cc\u06cc-\u0634\u062f\u0647-\u062f\u0631-\u062e\u0637-\u0644\u0648\u0644\u0647-768x300.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption>\u0645\u062b\u0627\u0644 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0627\u0641\u0632\u0627\u06cc\u06cc<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--1\"><span class=\"ez-toc-section\" id=\"%DA%A9%D8%B1%D9%86%D9%84_%D9%87%D8%A7%DB%8C_%DA%A9%D8%A7%D9%86%D9%88%D9%84%D9%88%D8%B4%D9%86%DB%8C_%D8%B1%D8%A7_%DA%A9%D9%86%D8%AA%D8%B1%D9%84_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u06a9\u0631\u0646\u0644 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631\u06cc \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u060c \u06a9\u0631\u0646\u0644 \u0647\u0627 \u0647\u0633\u062a\u0646\u062f. \u0622\u0646\u0686\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0631\u0646\u0644 \u062f\u0631 \u062d\u0627\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a \u060c \u0627\u06cc\u0646\u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0622\u0646 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0646\u0647\u0627\u06cc\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"448\" height=\"448\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062e\u0631\u0648\u062c\u06cc-\u0644\u0627\u06cc\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-ResNet50.jpg\" alt=\"\u062e\u0631\u0648\u062c\u06cc \u0644\u0627\u06cc\u0647 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc ResNet50\" class=\"wp-image-12011\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062e\u0631\u0648\u062c\u06cc-\u0644\u0627\u06cc\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-ResNet50.jpg 448w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062e\u0631\u0648\u062c\u06cc-\u0644\u0627\u06cc\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-ResNet50-300x300.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062e\u0631\u0648\u062c\u06cc-\u0644\u0627\u06cc\u0647-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-ResNet50-150x150.jpg 150w\" sizes=\"(max-width: 448px) 100vw, 448px\" \/><figcaption>\u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0644\u0627\u06cc\u0647 activation_1 \u0627\u0632 \u0645\u062f\u0644 Resnet50 \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u06af\u0631\u0628\u0647<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--2\"><span class=\"ez-toc-section\" id=\"%D8%AA%D8%AC%D8%B3%D9%85_%D9%84%D8%A7%DB%8C%D9%87_%D9%87%D8%A7%DB%8C_%D9%85%DB%8C%D8%A7%D9%86%DB%8C\"><\/span><strong>\u062a\u062c\u0633\u0645 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u06cc\u0631\u0648\u0646 \u0645\u06cc\u200c\u0622\u06cc\u062f \u060c \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u062f. \u0622\u06cc\u0627 \u0628\u0627\u0632\u062f\u0647 \u0647\u0646\u0648\u0632 \u0647\u0645 \u0645\u0646\u0627\u0633\u0628 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f\u061f \u06cc\u0627 \u0634\u0628\u06cc\u0647 \u0646\u0648\u06cc\u0632 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0627\u0633\u062a\u061f \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0646\u062d\u0648\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631\u0648\u0646 \u0634\u0628\u06a9\u0647 \u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0631\u0648\u06cc \u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628\u06cc \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"800\" height=\"608\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0645\u0648\u062f\u0627\u0631-VGG16-\u0628\u0631\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0647\u0627\u06cc-\u0648\u0631\u0648\u062f\u06cc.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 VGG16 \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc\" class=\"wp-image-12012\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0645\u0648\u062f\u0627\u0631-VGG16-\u0628\u0631\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0647\u0627\u06cc-\u0648\u0631\u0648\u062f\u06cc.png 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0645\u0648\u062f\u0627\u0631-VGG16-\u0628\u0631\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0647\u0627\u06cc-\u0648\u0631\u0648\u062f\u06cc-300x228.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0645\u0648\u062f\u0627\u0631-VGG16-\u0628\u0631\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u0647\u0627\u06cc-\u0648\u0631\u0648\u062f\u06cc-768x584.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 VGG16 \u0628\u0631\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0645\u06cc\u0627\u0646\u06cc \u0628\u0627 <a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noopener\">Tensorflow<\/a> \u0646\u0633\u0628\u062a\u0627\u064b \u0622\u0633\u0627\u0646 \u0627\u0633\u062a. \u0634\u0645\u0627 \u0627\u0632 \u06a9\u0644 \u0645\u062f\u0644 \u062e\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0647 \u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0622\u0646 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f. \u06a9\u062f \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u0644\u0627\u06cc\u0647 activation_1 \u0627\u0632 \u0645\u062f\u0644 Resnet50 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/7c2875d184a732aed35ae21a6365ada1.js\"><\/script>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--3\"><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D8%B1%D8%B3%DB%8C_%DA%A9%D8%B1%D9%86%D9%84\"><\/span><strong>\u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u0646\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u06cc\u062f\u0646 \u0622\u0646\u0686\u0647 \u0627\u0632 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u0628\u06cc\u0631\u0648\u0646 \u0645\u06cc \u0622\u06cc\u062f \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628 \u0627\u0633\u062a \u060c \u0627\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0641\u0647\u0645\u06cc\u0645 \u060c\u0686\u0647 \u0686\u06cc\u0632\u06cc \u06a9\u0631\u0646\u0644 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0631\u0648\u06cc \u0622\u0646 \u062a\u0627\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"533\" height=\"533\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u062c\u0633\u0645-\u0641\u06cc\u0644\u062a\u0631-\u0647\u0627\u06cc-VGG.jpg\" alt=\"\u062a\u062c\u0633\u0645 \u0641\u06cc\u0644\u062a\u0631 \u0647\u0627\u06cc VGG\" class=\"wp-image-12013\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u062c\u0633\u0645-\u0641\u06cc\u0644\u062a\u0631-\u0647\u0627\u06cc-VGG.jpg 533w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u062c\u0633\u0645-\u0641\u06cc\u0644\u062a\u0631-\u0647\u0627\u06cc-VGG-300x300.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u062a\u062c\u0633\u0645-\u0641\u06cc\u0644\u062a\u0631-\u0647\u0627\u06cc-VGG-150x150.jpg 150w\" sizes=\"(max-width: 533px) 100vw, 533px\" \/><figcaption>\u062a\u062c\u0633\u0645 \u0641\u06cc\u0644\u062a\u0631 \u0647\u0627\u06cc VGG<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u062f\u0647 \u067e\u0634\u062a \u0627\u06cc\u0646 \u062a\u062c\u0633\u0645\u060c <strong>\u062a\u0648\u0644\u06cc\u062f \u0648\u0631\u0648\u062f\u06cc \u0627\u06cc \u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0648\u0627\u06a9\u0646\u0634 \u06cc\u06a9 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u0646\u0644 \u062e\u0627\u0635 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u06cc<\/strong><strong>\u200c<\/strong><strong>\u0631\u0633\u0627\u0646\u062f<\/strong>. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0645\u0627 \u06cc\u06a9 \u0632\u06cc\u0631 \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0644\u0627\u06cc\u0647 \u0647\u062f\u0641 \u0645\u062a\u0648\u0642\u0641 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0627\u0628\u0639 loss \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062d\u062f\u0627\u06a9\u062b\u0631 \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0647\u0633\u062a\u06cc\u0645 \u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u0633\u062a. \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639\u060c \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062a\u0639\u062f\u0627\u062f\u06cc \u0646\u0648\u06cc\u0632 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a. \u0633\u067e\u0633 \u060c \u0645\u0627 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627 \u0628\u0627 \u0631\u0648\u0634 \u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u062a\u0627 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0631\u0648\u06cc \u0646\u0648\u06cc\u0632 \u0627\u062a\u0641\u0627\u0642 \u0628\u06cc\u0641\u062a\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u060c<strong> \u0645\u0627 \u0648\u0631\u0648\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc <\/strong><strong>\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0648\u0627\u06a9\u0646\u0634 \u0641\u06cc\u0644\u062a\u0631 \u0631\u0627 \u0642\u0648\u06cc \u062a\u0631 \u0648 \u0642\u0648\u06cc \u062a\u0631 \u0645\u06cc <\/strong><strong>\u06a9\u0646\u062f<\/strong>.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"627\" height=\"569\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u06af\u0631\u0627\u062f\u06cc\u0627\u0646-\u0627\u0641\u0632\u0627\u06cc\u0634\u06cc-\u0631\u0648\u06cc-\u0648\u0631\u0648\u062f\u06cc-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u062a\u062c\u0633\u0645-\u06a9\u0631\u0646\u0644-\u0647\u0627.jpg\" alt=\"\u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0631\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u06a9\u0631\u0646\u0644 \u0647\u0627\" class=\"wp-image-12015\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u06af\u0631\u0627\u062f\u06cc\u0627\u0646-\u0627\u0641\u0632\u0627\u06cc\u0634\u06cc-\u0631\u0648\u06cc-\u0648\u0631\u0648\u062f\u06cc-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u062a\u062c\u0633\u0645-\u06a9\u0631\u0646\u0644-\u0647\u0627.jpg 627w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u06af\u0631\u0627\u062f\u06cc\u0627\u0646-\u0627\u0641\u0632\u0627\u06cc\u0634\u06cc-\u0631\u0648\u06cc-\u0648\u0631\u0648\u062f\u06cc-\u0647\u0627-\u0628\u0631\u0627\u06cc-\u062a\u062c\u0633\u0645-\u06a9\u0631\u0646\u0644-\u0647\u0627-300x272.jpg 300w\" sizes=\"(max-width: 627px) 100vw, 627px\" \/><figcaption>\u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634\u06cc \u0631\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u06a9\u0631\u0646\u0644 \u0647\u0627<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Tensorflow \u060c \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0641\u0642\u0637 \u06f4 \u0645\u0631\u062d\u0644\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u0627\u06cc\u062c\u0627\u062f \u0632\u06cc\u0631\u06af\u0631\u0627\u0641 \u0627\u0648\u0644\u06cc\u0647 ( \u0647\u0645\u0627\u0646\u0646\u062f \u0642\u0628\u0644 )<\/li>\n<li style=\"text-align: justify;\">\u0627\u0632 \u0634\u06cc GradientTape \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/li>\n<li style=\"text-align: justify;\">\u06af\u0631\u0641\u062a\u0646 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0628\u0627 gradient<\/li>\n<li style=\"text-align: justify;\">\u0627\u0641\u0632\u0627\u06cc\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0631\u0627 \u0628\u0627 assign_add \u0628\u0631 \u0631\u0648\u06cc \u0645\u062a\u063a\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ul>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/31b7bba0b972ec6ec80ed131a59c5b3f.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0645\u062b\u0627\u0644 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u06a9\u062f \u060c \u062e\u0644\u0627\u0635\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062a\u062c\u0633\u0645 \u06a9\u0631\u0646\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f (\u062a\u0646\u0638\u06cc\u0645 \u060c \u0627\u0631\u062a\u0642\u0627 \u0633\u0637\u062d). \u0627\u06af\u0631 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0647\u0633\u062a\u06cc\u062f \u060c \u0645\u0646 \u0634\u062f\u06cc\u062f\u0627\u064b \u062e\u0648\u0627\u0646\u062f\u0646 <a href=\"https:\/\/distill.pub\/2017\/feature-visualization\/\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u062c\u0633\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 ( Feature Visualization )<\/a> \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h--4\"><span class=\"ez-toc-section\" id=\"%DA%86%D9%87_%DA%86%DB%8C%D8%B2%DB%8C_%D8%AA%D8%B5%D9%85%DB%8C%D9%85_%D8%B4%D8%A8%DA%A9%D9%87_%D8%B9%D8%B5%D8%A8%DB%8C_%D8%B1%D8%A7_%D9%85%D8%B4%D8%AE%D8%B5_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF\"><\/span><strong>\u0686\u0647 \u0686\u06cc\u0632\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062a\u062c\u0633\u0645 \u06a9\u0631\u0646\u0644 \u0647\u0627 \u0648 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0631\u0641\u062a\u0627\u0631 \u0647\u0627\u06cc \u0639\u062c\u06cc\u0628 \u0648 \u063a\u0631\u06cc\u0628 \u0634\u0628\u06a9\u0647 \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0647\u06cc\u0686 \u0634\u0646\u0627\u062e\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u06cc\u0646\u06a9\u0647 \u0686\u0631\u0627 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0635\u0645\u06cc\u0645 \u062e\u0627\u0635\u06cc \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u060c \u0646\u0645\u06cc\u200c\u062f\u0647\u062f. \u0686\u0646\u062f \u0631\u0648\u0634 \u0628\u0639\u062f\u06cc \u0631\u0648\u0634 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u0645\u0642\u062f\u0627\u0631 \u062e\u0631\u0648\u062c\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--5\"><span class=\"ez-toc-section\" id=\"%D8%AD%D8%B3%D8%A7%D8%B3%DB%8C%D8%AA_%D8%A8%D9%87_%D8%A7%D9%86%D8%B3%D8%AF%D8%A7%D8%AF\"><\/span><strong>\u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u0627\u0646\u0633\u062f\u0627\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u062a\u0633\u062a \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u0627\u0646\u0633\u062f\u0627\u062f \u060c<strong> \u067e\u0646\u0647\u0627\u0646 \u06a9\u0631\u062f\u0646 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0648 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srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0642\u0634\u0647-\u062d\u0633\u0627\u0633\u06cc\u062a-\u0628\u0647-\u0627\u0646\u0633\u062f\u0627\u062f.png 224w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0642\u0634\u0647-\u062d\u0633\u0627\u0633\u06cc\u062a-\u0628\u0647-\u0627\u0646\u0633\u062f\u0627\u062f-150x150.png 150w\" sizes=\"(max-width: 224px) 100vw, 224px\" \/><figcaption>\u0646\u0642\u0634\u0647 \u062d\u0633\u0627\u0633\u06cc\u062a \u0628\u0647 \u0627\u0646\u0633\u062f\u0627\u062f<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--6\"><span class=\"ez-toc-section\" id=\"%D9%86%D9%82%D8%B4%D9%87_%D9%87%D8%A7%DB%8C_%D9%81%D8%B9%D8%A7%D9%84_%D8%B3%D8%A7%D8%B2%DB%8C_%DA%A9%D9%84%D8%A7%D8%B3\"><\/span><strong>\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0646\u0648\u0639 \u062f\u06cc\u06af\u0631 \u0631\u0648\u0634 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0646\u0627\u0637\u0642 \u0645\u0631\u0628\u0648\u0637\u0647 \u0648 \u0645\u0647\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. <a href=\"http:\/\/cnnlocalization.csail.mit.edu\/Zhou_Learning_Deep_Features_CVPR_2016_paper.pdf\" target=\"_blank\" rel=\"noopener\">\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633<\/a> ( \u00a0CAM) \u0648 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0631\u0648\u0634 \u0647\u0627\u06cc Grad-CAM (\u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a) 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\u06a9\u0644\u0627\u0633 (\u062f\u0631 \u0647\u0645\u0627\u0646 \u0634\u06a9\u0644 WxHxN) \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u062a\u0639\u06cc\u06cc\u0646 \u0627\u0647\u0645\u06cc\u062a \u0647\u0631 \u0641\u06cc\u0644\u062a\u0631 \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 (\u0628\u0627 \u0634\u06a9\u0644 \u06f1x1xN) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0631\u062c\u0639 \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u0645 \u0648 \u0647\u0631 \u0646\u0642\u0634\u0647 \u0631\u0627 \u062f\u0631 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0645\u062a\u0646\u0627\u0638\u0631 \u0622\u0646 \u0636\u0631\u0628 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u060c \u0647\u0645\u0647 \u0622\u0646 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u062d\u0631\u0627\u0631\u062a\u06cc \u0646\u0647\u0627\u06cc\u06cc \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06af\u0631 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u062f\u0631 \u0641\u0627\u0632 \u0627\u0646\u062a\u0634\u0627\u0631 \u0628\u0647 \u062c\u0644\u0648 \u0633\u0628\u06a9 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f \u060c \u0648 <strong>\u0627\u06af\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0622\u0646 \u0632\u06cc\u0627\u062f \u0628\u0627\u0634\u062f \u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646\u0637\u0642\u0647 \u0641\u0639\u0627\u0644 \u0634\u062f\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u062f\u0627\u0631\u062f<\/strong>.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"707\" height=\"665\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0642\u0634\u0647-\u0647\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u06a9\u0644\u0627\u0633.png\" alt=\"\u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633\" class=\"wp-image-12019\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0642\u0634\u0647-\u0647\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u06a9\u0644\u0627\u0633.png 707w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0646\u0642\u0634\u0647-\u0647\u0627\u06cc-\u0641\u0639\u0627\u0644-\u0633\u0627\u0632\u06cc-\u06a9\u0644\u0627\u0633-300x282.png 300w\" sizes=\"(max-width: 707px) 100vw, 707px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u067e\u06cc\u0631\u0648\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062f\u0631 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/20aeacdfca4853789f0204252fee0664.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0645\u0648\u0636\u0648\u0639\u06cc \u06a9\u0647 \u062f\u0631 <a href=\"https:\/\/arxiv.org\/abs\/1610.02391\" target=\"_blank\" rel=\"noopener\">\u0645\u0642\u0627\u0644\u0647 Grad CAM<\/a> \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c <a href=\"https:\/\/arxiv.org\/pdf\/1412.6806.pdf\" target=\"_blank\" rel=\"noopener\">\u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631 \u0647\u062f\u0627\u06cc\u062a \u0634\u062f\u0647<\/a> \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 \u0635\u0641\u0631 \u06a9\u0631\u062f\u0646 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0645\u0646\u0641\u06cc \u06cc\u0627 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u0645\u0646\u0641\u06cc \u0641\u06cc\u0644\u062a\u0631\u060c \u0627\u0644\u0645\u0627\u0646 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062a\u0627\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0631\u0648\u06cc \u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc \u062f\u0627\u0631\u0646\u062f \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f..<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"448\" height=\"224\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/Grad-Cam-\u0628\u0627-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-\u0647\u062f\u0627\u06cc\u062a-\u0634\u062f\u0647.jpg\" alt=\"Grad Cam \u0628\u0627 \u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631 \u0647\u062f\u0627\u06cc\u062a \u0634\u062f\u0647\" class=\"wp-image-12020\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/Grad-Cam-\u0628\u0627-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-\u0647\u062f\u0627\u06cc\u062a-\u0634\u062f\u0647.jpg 448w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/Grad-Cam-\u0628\u0627-\u067e\u0633-\u0627\u0646\u062a\u0634\u0627\u0631-\u0647\u062f\u0627\u06cc\u062a-\u0634\u062f\u0647-300x150.jpg 300w\" sizes=\"(max-width: 448px) 100vw, 448px\" \/><figcaption>\u0633\u0645\u062a \u0686\u067e Grad CAM \u0648 \u0633\u0645\u062a \u0631\u0627\u0633\u062a Grad CAM \u0628\u0627 \u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631 \u0647\u062f\u0627\u06cc\u062a \u0634\u062f\u0647<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">Tensorflow \u0631\u0648\u0634 tf.RegisterGradient \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06cc\u06a9 \u0631\u0648\u0634 \u062c\u062f\u06cc\u062f \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u060c \u06a9\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 gradient_override_map \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0631\u0641\u062a\u0627\u0631 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc ReLU \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\nhttps:\/\/gist.github.com\/RaphaelMeudec\/f78c8d9ecb9c455e8f4141e84984de17#file-register_gradient-py\n\n\n<p style=\"text-align: justify;\">\u0645\u062a\u0623\u0633\u0641\u0627\u0646\u0647 \u060c \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u060c Tensorflow \u0628\u0647 \u0634\u0645\u0627 \u0627\u0637\u0644\u0627\u0639 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 tf.cast \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0646\u0633\u062e\u0647 \u06f2\u066b\u06f0 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0646\u0645\u06cc \u0634\u0648\u062f: tf.GradientTape.gradients () \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a \u06a9\u0646\u062a\u0631\u0644 \u0646\u0645\u0648\u062f\u0627\u0631 \u0645\u0627\u0646\u0646\u062f tf.cond \u06cc\u0627 tf.while \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u0627\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f .<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0641\u0642\u0637 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0628\u0639\u062f \u0627\u0632 \u0645\u062d\u0627\u0633\u0628\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645. \u0627\u06cc\u0646 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0648\u0686\u06a9 \u067e\u0633 \u0627\u0632 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc GradientTape \u0627\u0633\u062a.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/RaphaelMeudec\/6a59ffcd9ece0490001c10727fca7d13.js\"><\/script>\n\n\n<p>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0627\u0645\u0644 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u062c\u0631\u0627\u06cc Grad CAM <a href=\"https:\/\/gist.github.com\/RaphaelMeudec\/e9a805fa82880876f8d89766f0690b54\" target=\"_blank\" rel=\"noopener\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a<\/a>.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"448\" height=\"224\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/06\/\u0627\u062c\u0631\u0627-Grad-CAM-\u0631\u0648\u06cc-\u0648\u06cc\u062f\u06cc\u0648.gif\" alt=\"\u0627\u062c\u0631\u0627 Grad CAM \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648\" class=\"wp-image-12022\" title=\"\"><figcaption>\u0627\u062c\u0631\u0627 Grad CAM \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627 \u0647\u0645\u0647 \u062f\u0631 tf-explain \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u060c \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u06cc\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc Keras \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0628\u0647 \u0645\u0648\u0636\u0648\u0639 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0627\u0642\u0645\u0646\u062f \u0647\u0633\u062a\u06cc\u062f\u060c \u062f\u0631 \u0628\u062e\u0634 \u0646\u0638\u0631\u0627\u062a \u0628\u0647 \u0645\u0627 \u0627\u0637\u0644\u0627\u0639 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0645\u0642\u0627\u0644\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/machine-learning\/a-complete-machine-learning-walk-through-in-python-part-three\/\">\u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0627\u0645\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u2013 \u0628\u062e\u0634 \u0633\u0648\u0645<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/getting-started-with-tensorflow-the-easy-way-part-2\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc TensorFlow \u0628\u0647 \u0631\u0648\u0634 \u0633\u0627\u062f\u0647 (\u0628\u062e\u0634 \u062f\u0648\u0645)<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/svm-kernel-functions\/\">\u062a\u0648\u0627\u0628\u0639 \u06a9\u0631\u0646\u0644 &#8211; \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u0646\u0644 SVM \u0648 \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0622\u0646<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/computer-vision\/mit-research-team-built-ai-delivery-robot\/\">\u0631\u0628\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631\u0628 \u062e\u0627\u0646\u0647 \u0647\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/programming-tools\/tensorflow-20-is-now-available\/\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc TensorFlow 2.0 \u0627\u06a9\u0646\u0648\u0646 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a!<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/www.sicara.ai\/blog\/2019-08-28-interpretability-deep-learning-tensorflow\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">SICARA<\/a>\n<\/div><\/div>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;12008&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 Tensorflow 2.0&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0647\u0648\u0644\u062a \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 Grad Cam \u0631\u0648\u06cc \u06a9\u0644\u0627\u0633 \u06af\u0648\u0632\u0646 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a ImageNet \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 tf-explain \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f \u0648 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u067e\u0630\u06cc\u0631\u06cc \u060c \u0645\u0627\u0646\u0646\u062f Grad CAM \u060c \u0628\u0627 Tensorflow 2.0 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0622\u06cc\u0627 \u062a\u0627 \u0628\u0647 \u062d\u0627\u0644 &hellip;<\/p>\n","protected":false},"author":7,"featured_media":12024,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[],"class_list":["post-12008","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12008","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=12008"}],"version-history":[{"count":1,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12008\/revisions"}],"predecessor-version":[{"id":16191,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12008\/revisions\/16191"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/12024"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=12008"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=12008"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=12008"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}