{"id":476437,"date":"2023-08-09T07:29:55","date_gmt":"2023-08-09T07:29:55","guid":{"rendered":""},"modified":"2023-09-05T11:12:44","modified_gmt":"2023-09-05T11:12:44","slug":"convolutional-neural-networks-cnn","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/convolutional-neural-networks-cnn\/","title":{"rendered":"\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)"},"content":{"rendered":"<p>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN) \u0647\u064a \u0641\u0626\u0629 \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u062a\u064a \u0623\u062d\u062f\u062b\u062a \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0631\u0624\u064a\u0629 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\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0623\u0648 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u062e\u0631\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0637\u0628\u0642\u0629 \u0627\u0644\u0625\u062e\u0631\u0627\u062c:<\/strong> \u062a\u0646\u062a\u062c \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u062a\u0633\u0645\u064a\u0629 \u0641\u0626\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)<\/h2>\n<p>\u064a\u062a\u0628\u0639 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0634\u0628\u0643\u0627\u062a CNN \u0622\u0644\u064a\u0629 \u0627\u0644\u062a\u063a\u0630\u064a\u0629 \u0627\u0644\u0623\u0645\u0627\u0645\u064a\u0629. \u0639\u0646\u062f\u0645\u0627 \u064a\u062a\u0645 \u0625\u062f\u062e\u0627\u0644 \u0635\u0648\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u0645\u0631 \u0639\u0628\u0631 \u0643\u0644 \u0637\u0628\u0642\u0629 \u0628\u0634\u0643\u0644 \u062a\u0633\u0644\u0633\u0644\u064a\u060c \u0645\u0639 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0648\u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a. \u064a\u0633\u0627\u0639\u062f \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0648\u0627\u0644\u062a\u0645\u064a\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0641\u064a \u0627\u0644\u0635\u0648\u0631.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)<\/h2>\n<p>\u062a\u0645\u062a\u0644\u0643 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647\u0627 \u0641\u0639\u0627\u0644\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u064a\u0632\u0629 \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong> \u062a\u062a\u0639\u0644\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0644\u063a\u064a \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062b\u0628\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629:<\/strong> \u062a\u0633\u0645\u062d \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0634\u0628\u0643\u0627\u062a CNN \u0628\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0645\u0648\u0636\u0639\u0647\u0627 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u062b\u0628\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0629:<\/strong> \u062a\u0639\u0645\u0644 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0639\u0628\u0631 \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629:<\/strong> \u062a\u0639\u0645\u0644 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0651\u0646 \u0627\u0644\u0634\u0628\u0643\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0628\u0646\u0649 \u0627\u0644\u0639\u0645\u064a\u0642\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0634\u0628\u0643\u0627\u062a CNN \u0639\u0645\u064a\u0642\u0629\u060c \u0648\u0644\u0647\u0627 \u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0627\u0644\u0645\u062c\u0631\u062f\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)<\/h2>\n<p>\u062a\u0623\u062a\u064a \u0634\u0628\u0643\u0627\u062a CNN \u0641\u064a \u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0643\u0644 \u0645\u0646\u0647\u0627 \u0645\u0635\u0645\u0645 \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0628\u0646\u064a\u0627\u062a CNN \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0644\u064a\u0646\u062a-5:<\/strong> \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0623\u0642\u062f\u0645 \u0634\u0628\u0643\u0627\u062a CNN\u060c \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u064a\u0643\u0633 \u0646\u062a:<\/strong> \u062a\u0645 \u0637\u0631\u062d\u0647\u0627 \u0641\u064a \u0639\u0627\u0645 2012\u060c \u0648\u0643\u0627\u0646\u062a \u0623\u0648\u0644 \u0634\u0628\u0643\u0629 CNN \u0639\u0645\u064a\u0642\u0629 \u062a\u0641\u0648\u0632 \u0628\u062a\u062d\u062f\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a \u0648\u0627\u0633\u0639 \u0627\u0644\u0646\u0637\u0627\u0642 \u0645\u0646 ImageNet (ILSVRC).<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u0643\u0629 \u0641\u064a \u062c\u064a \u062c\u064a \u0646\u062a:<\/strong> \u0645\u0639\u0631\u0648\u0641 \u0628\u0628\u0633\u0627\u0637\u062a\u0647 \u0645\u0639 \u0628\u0646\u064a\u0629 \u0645\u0648\u062d\u062f\u0629\u060c \u0648\u0630\u0644\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0631\u0634\u062d\u0627\u062a \u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 3\u00d73 \u0641\u064a \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0634\u0628\u0643\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u064a\u0633\u0646\u064a\u062a:<\/strong> \u064a\u0642\u062f\u0645 \u062a\u062e\u0637\u064a \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a (\u0627\u0644\u0643\u062a\u0644 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0634\u0627\u0643\u0644 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u062c\u062f\u064b\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0628\u062f\u0627\u064a\u0629 (\u062c\u0648\u062c\u0644 \u0646\u062a):<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0627\u0644\u062a\u0642\u0627\u0637 \u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0648\u0628\u0627\u064a\u0644 \u0646\u062a:<\/strong> \u0645\u064f\u062d\u0633\u0651\u0646 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0648\u0627\u0644\u0645\u062f\u0645\u062c\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0642\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0627\u0644\u062c\u062f\u0648\u0644: \u0645\u0639\u0645\u0627\u0631\u064a\u0627\u062a CNN \u0627\u0644\u0634\u0647\u064a\u0631\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0628\u0646\u064a\u0627\u0646<\/th>\n<th>\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u064a\u0646\u062a-5<\/td>\n<td>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f<\/td>\n<\/tr>\n<tr>\n<td>AlexNet<\/td>\n<td>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631<\/td>\n<\/tr>\n<tr>\n<td>VGGNet<\/td>\n<td>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u064a\u0627\u0621<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u064a\u0633\u0646\u064a\u062a<\/td>\n<td>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0645\u0647\u0627\u0645<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u062f\u0627\u064a\u0629<\/td>\n<td>\u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0648\u0628\u0627\u064a\u0644 \u0646\u062a<\/td>\n<td>\u0631\u0624\u064a\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0648\u0627\u0644\u0645\u062f\u0645\u062c\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN) \u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<p>\u062a\u0637\u0628\u064a\u0642\u0627\u062a CNN \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u062a\u062a\u0648\u0633\u0639 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631:<\/strong> \u062a\u0639\u064a\u064a\u0646 \u062a\u0633\u0645\u064a\u0627\u062a \u0644\u0644\u0635\u0648\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062d\u062a\u0648\u0627\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0643\u0634\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a:<\/strong> \u062a\u062d\u062f\u064a\u062f \u0648\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u062f\u0644\u0627\u0644\u064a:<\/strong> \u062a\u0639\u064a\u064a\u0646 \u062a\u0633\u0645\u064a\u0629 \u0641\u0626\u0629 \u0644\u0643\u0644 \u0628\u0643\u0633\u0644 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0635\u0648\u0631\u0629:<\/strong> \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631 \u062c\u062f\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0645\u062b\u0644 \u0646\u0642\u0644 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0623\u0648 \u0634\u0628\u0643\u0627\u062a GAN (\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062e\u0635\u0648\u0645\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629).<\/p>\n<\/li>\n<\/ol>\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0646\u062c\u0627\u062d\u0627\u062a\u0647\u0627\u060c \u062a\u0648\u0627\u062c\u0647 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u062d\u062f\u064a\u0627\u062a\u060c \u0645\u062b\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f:<\/strong> \u064a\u062d\u062f\u062b \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062c\u064a\u062f\u064b\u0627 \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0644\u0643\u0646 \u0628\u0634\u0643\u0644 \u0633\u064a\u0626 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0631\u0626\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629:<\/strong> \u062a\u062a\u0637\u0644\u0628 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0645\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0645\u0639\u064a\u0646\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0645\u0647\u0627 \u0648\u0636\u063a\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639.<\/p>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649<\/h2>\n<p>\u0627\u0644\u062c\u062f\u0648\u0644: CNN \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0635\u0641\u0627\u062a<\/th>\n<th>\u0633\u064a \u0625\u0646 \u0625\u0646<\/th>\n<th>NN \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u062f\u062e\u0644<\/td>\n<td>\u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629<\/td>\n<td>\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u0648\u0644\u064a\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0628\u0646\u064a\u0627\u0646<\/td>\n<td>\u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0647\u0631\u0645\u064a\u0629<\/td>\n<td>\u0637\u0628\u0642\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0648\u0643\u062b\u064a\u0641\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/td>\n<td>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u0645\u064a\u0632\u0627\u062a<\/td>\n<td>\u0645\u0637\u0644\u0648\u0628 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062b\u0628\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0629<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/td>\n<td>\u064a\u0633\u062a\u062e\u062f\u0645 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u062c\u0645\u064a\u0639<\/td>\n<td>\u063a\u064a\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0637\u0628\u064a\u0642<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0634\u0628\u0643\u0627\u062a CNN<\/h2>\n<p>\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0627\u0644\u0641\u0639\u0644 \u062a\u0623\u062b\u064a\u0631\u064b\u0627 \u0639\u0645\u064a\u0642\u064b\u0627 \u0639\u0628\u0631 \u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0648\u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a\u060c \u0644\u0643\u0646 \u0625\u0645\u0643\u0627\u0646\u0627\u062a\u0647\u0627 \u0644\u0645 \u062a\u0633\u062a\u0646\u0641\u062f \u0628\u0639\u062f. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0634\u0628\u0643\u0627\u062a CNN \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062a\u0631\u0643\u0632 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u062c\u0627\u0631\u064a\u0629 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0648\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0634\u0631\u062d:<\/strong> \u064a\u062a\u0645 \u0628\u0630\u0644 \u0627\u0644\u062c\u0647\u0648\u062f \u0644\u062c\u0639\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0623\u0643\u062b\u0631 \u0642\u0627\u0628\u0644\u064a\u0629 \u0644\u0644\u062a\u0641\u0633\u064a\u0631\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u0641\u0647\u0645 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0642\u0644 \u0627\u0644\u062a\u0639\u0644\u0645:<\/strong> \u064a\u0645\u0643\u0646 \u0636\u0628\u0637 \u0646\u0645\u0627\u0630\u062c CNN \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0634\u0643\u0644 \u062f\u0642\u064a\u0642 \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062f\u0631\u064a\u0628 \u0645\u0643\u062b\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631:<\/strong> \u062a\u0639\u0632\u064a\u0632 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u062f\u0648\u0646 \u0646\u0633\u064a\u0627\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u0639\u0644\u0645\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)<\/h2>\n<p>\u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0645\u0645\u0627 \u064a\u0648\u0641\u0631 \u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0625\u062e\u0641\u0627\u0621 \u0627\u0644\u0647\u0648\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a. \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u064a\u0628\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u0625\u062e\u0641\u0627\u0621 \u0647\u0648\u064a\u0629 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u062c\u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u0648\u0631 \u0644\u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a CNN.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0645\u0627\u064a\u0629 \u0647\u0648\u064a\u0627\u062a\u0647\u0645 \u0648\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u0647\u0645 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0639\u0628\u0631 \u062e\u0648\u0627\u062f\u0645 CNN \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNN)\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/contents\/convnets.html\" target=\"_new\" rel=\"noopener nofollow\">\u0643\u062a\u0627\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u0627\u0644\u0641\u0635\u0644 \u0627\u0644\u062a\u0627\u0633\u0639 \u2013 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629<\/a><\/li>\n<li><a href=\"http:\/\/cs231n.stanford.edu\/\" target=\"_new\" rel=\"noopener nofollow\">\u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f CS231n \u2013 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u0628\u0635\u0631\u064a<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/introduction-to-convolutional-neural-networks-cnn-with-tensorflow-57e2f4837e18\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u062d\u0648 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u2013 \u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629<\/a><\/li>\n<\/ul>\n<p>\u0628\u0641\u0636\u0644 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0623\u0646\u0645\u0627\u0637 \u0645\u0639\u0642\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u062a\u0637\u0648\u064a\u0631 \u0645\u062c\u0627\u0644 \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u062f\u0641\u0639 \u062d\u062f\u0648\u062f \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0645\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u062a\u0648\u0642\u0639 \u0631\u0624\u064a\u0629 \u0634\u0628\u0643\u0627\u062a CNN \u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062d\u064a\u0627\u062a\u0646\u0627 \u0628\u0637\u0631\u0642 \u0639\u062f\u064a\u062f\u0629.<\/p>","protected":false},"featured_media":468019,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476437","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Convolutional Neural Networks (CNN)<\/mark>","faq_items":[{"question":"What are Convolutional Neural Networks (CNN)?","answer":"<p>Convolutional Neural Networks (CNN) are a type of deep learning algorithm designed for computer vision tasks, such as image classification, object detection, and image generation. They mimic the human visual system, automatically learning hierarchical patterns and features from images.<\/p>"},{"question":"How do Convolutional Neural Networks (CNN) work?","answer":"<p>CNNs consist of multiple layers, including convolutional layers, activation functions, pooling layers, and fully connected layers. The convolutional layers perform local feature extraction, activation functions introduce non-linearity, pooling layers reduce spatial dimensions, and fully connected layers make final decisions.<\/p>"},{"question":"What are the key features of Convolutional Neural Networks (CNN)?","answer":"<p>CNNs offer feature learning, translation invariance, parameter sharing, and the ability to capture spatial hierarchies. They automatically learn patterns, can detect objects regardless of their position, reduce the number of parameters, and recognize features at different scales.<\/p>"},{"question":"What types of Convolutional Neural Networks (CNN) exist?","answer":"<p>There are various CNN architectures, each tailored for specific tasks. Some popular ones include LeNet-5, AlexNet, VGGNet, ResNet, Inception, and MobileNet.<\/p>"},{"question":"What are the ways to use Convolutional Neural Networks (CNN)?","answer":"<p>CNNs find applications in image classification, object detection, semantic segmentation, and image generation. They can be used for numerous visual data analysis tasks.<\/p>"},{"question":"What problems do Convolutional Neural Networks (CNN) face?","answer":"<p>CNNs may encounter overfitting and require significant computational resources for deep networks. However, solutions such as data augmentation, regularization, and model compression can address these issues.<\/p>"},{"question":"How can proxy servers be associated with Convolutional Neural Networks (CNN)?","answer":"<p>Proxy servers can enhance CNN usage by anonymizing data collection requests, protecting privacy, and load balancing for efficient resource utilization.<\/p>"},{"question":"What is the future outlook for Convolutional Neural Networks (CNN)?","answer":"<p>CNNs continue to advance with real-time applications, improved explainability, transfer learning, and continual learning capabilities. Their potential impact spans across various industries.<\/p>"},{"question":"Where can I find more information about Convolutional Neural Networks (CNN)?","answer":"<p>For more in-depth knowledge, you can explore resources like the \"Deep Learning Book,\" Stanford CS231n, and Towards Data Science articles on CNNs. As a reliable proxy server provider, OneProxy brings you this comprehensive guide to CNNs and their applications.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476437","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476437\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468019"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=476437"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}