{"id":6686,"date":"2021-09-22T20:13:47","date_gmt":"2021-09-22T16:43:47","guid":{"rendered":"http:\/\/cafetadris.com\/blog\/?p=6686"},"modified":"2024-09-17T16:03:37","modified_gmt":"2024-09-17T11:33:37","slug":"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%d9%84%db%8c-%d9%86%d8%aa-%db%b5-lenet-5","status":"publish","type":"post","link":"https:\/\/cafetadris.com\/blog\/%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%d9%84%db%8c-%d9%86%d8%aa-%db%b5-lenet-5\/","title":{"rendered":"\u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u0648 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f!"},"content":{"rendered":"\n

\u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a\u061f \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning) \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (CNN)\u060c \u0646\u0648\u0639\u06cc \u0634\u0628\u06a9\u0647\u200c\u06cc \u0639\u0635\u0628\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u063a\u0644\u0628 \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u0646\u062f\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u067e\u0627\u06cc\u0647\u200c\u0648\u0627\u0633\u0627\u0633 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 (Computer Vision)\u060c \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning)\u060c \u0641\u0639\u0644\u06cc \u0647\u0633\u062a\u0646\u062f. \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u062f\u0631 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning) \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc (Neural Networks) \u0646\u0642\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u06cc \u062f\u0627\u0634\u062a\u0647\u200c\u0627\u0646\u062f.
\u0632\u0645\u0627\u0646\u06cc\u200c\u06a9\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (CNN) \u062d\u0631\u0641 \u0628\u0647 \u0645\u06cc\u0627\u0646 \u0645\u06cc\u200c\u0622\u06cc\u062f\u060c \u0642\u0637\u0639\u0627\u064b \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u06a9\u0647 \u0627\u0632 \u0641\u0631\u0627\u06cc\u0646\u062f \u0627\u0646\u062a\u0634\u0627\u0631 \u0631\u0648\u0628\u0647\u200c\u0639\u0642\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u06cc\u0639\u0646\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 (LeNet-5)\u060c \u06cc\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f\u061b \u062f\u0631\u0648\u0627\u0642\u0639 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u0634\u0628\u06a9\u0647\u200c\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u0634\u0631\u0648\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a.
\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u0645.<\/p>\n\n\n

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<\/a><\/div><\/div>\n\n\n\n

\u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5)<\/h2>\n\n\n\n

\u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 (LeNet-5<\/a>) \u06cc\u06a9 \u0634\u0628\u06a9\u0647\u200c\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0639\u062f\u0627\u062f \u062f\u0633\u062a\u200c\u0646\u0648\u06cc\u0633 \u0631\u0648\u06cc \u0686\u06a9\u200c\u0647\u0627 \u062f\u0631 \u0627\u0645\u0631\u06cc\u06a9\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627 Yann LeCun\u060c Leon Botto\u060c Yosuha Bengio \u0648 Patrick Haffner \u062f\u0631 \u0633\u0627\u0644 \u06f1\u06f9\u06f9\u06f8 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n\n\n\n

\u0642\u0628\u0644 \u0627\u0632 \u0638\u0647\u0648\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 (LeNet-5)  \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u062f\u0633\u062a\u06cc (Feature engineering by hand) \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (Machine Learning) \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u062f. \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 (LeNet-5) \u06a9\u0627\u0631 \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc \u062f\u0633\u062a\u06cc \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0631\u062f\u061b \u0632\u06cc\u0631\u0627 \u062e\u0648\u062f \u0634\u0628\u06a9\u0647 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062e\u0627\u0645 \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n

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\"\u0633\u0627\u062e\u062a\u0627\u0631<\/figure><\/div>\n\n\n

\u062a\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 (LeNet-5)\u060c \u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645. \u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0631\u0627 \u0628\u0627 \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0637\u0644\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning)<\/mark><\/a> \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n

\u062c\u0632\u0626\u06cc\u0627\u062a \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 (LeNet-5)<\/h2>\n\n\n\n

\u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u0634\u0628\u06a9\u0647\u200c\u06cc \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (Convolution Layers)\u060c \u0644\u0627\u06cc\u0647 \u0627\u062f\u063a\u0627\u0645 (Pooling layer) \u0648 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 (Fully connected layer) \u0631\u0627 \u062f\u0631\u0628\u0631\u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc\u200c\u0646\u062a-\u06f5 \u0627\u0633\u0627\u0633 \u062f\u06cc\u06af\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning) \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u0645\u0627\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u0628\u0627\u0644\u0627 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u0645\u060c \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u0647\u200c\u0637\u0648\u0631 \u06a9\u0644\u06cc \u0647\u0641\u062a \u0644\u0627\u06cc\u0647 \u062f\u0627\u0631\u062f \u06a9\u0647 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0628\u0627 \u0647\u0645 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0644\u0627\u06cc\u0647 \u0627\u062f\u063a\u0627\u0645 \u0645\u0637\u0644\u0628 \u0644\u0627\u06cc\u0647 \u0627\u062f\u063a\u0627\u0645 (Pooling Layer) \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (CNN)<\/mark><\/a> \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u0648\u0631\u0648\u062f\u06cc <\/h3>\n\n\n\n

\u0648\u0631\u0648\u062f\u06cc \u0634\u0628\u06a9\u0647 \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u06cc\u06a9 \u0639\u06a9\u0633 \u0633\u06cc\u0627\u0647\u200c\u0648\u0633\u0641\u06cc\u062f \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u06f3\u06f2\u00d7\u06f3\u06f2 \u0627\u0633\u062a.<\/p>\n\n\n

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\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u0627\u0648\u0644<\/h3>\n\n\n\n

\u062f\u0631 \u0644\u0627\u06cc\u0647\u200c\u06cc \u0627\u0648\u0644 \u06cc\u06a9 \u0644\u0627\u06cc\u0647\u200c\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0633\u062a \u06a9\u0647 \u06f6 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u06f5\u00d7\u06f5 \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u06af\u0627\u0645 (Stride) \u06f1 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0631\u0648\u06cc \u0639\u06a9\u0633 \u0648\u0631\u0648\u062f\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u06f6 \u0646\u0648\u0639 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0639\u06a9\u0633 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0646\u0647\u0627\u06cc\u062a\u0627\u064b \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u0639\u06a9\u0633 \u0627\u0632 \u06f3\u06f2\u00d7\u06f3\u06f2 \u0628\u0647 \u06f2\u06f8\u00d7\u06f2\u06f8 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n

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\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u062f\u0648\u0645<\/h3>\n\n\n\n

\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647\u200c\u06cc \u0627\u062f\u063a\u0627\u0645 (Average pooling) \u0628\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06f2\u00d7\u06f2 \u0648 \u0645\u0642\u062f\u0627\u0631 \u06af\u0627\u0645 (Stride) \u06f2 \u0631\u0648\u06cc \u0647\u0631 \u06f6 \u0646\u0642\u0634\u0647\u200c\u06cc \u0648\u06cc\u0698\u06af\u06cc (Feature Map)  \u06a9\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647\u200c\u06cc \u0642\u0628\u0644 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0633\u062a \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u062f\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u063a\u0627\u0644\u0628 (\u0645\u0647\u0645\u200c\u062a\u0631) \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u0639\u06a9\u0633 \u0628\u0647 \u06f1\u06f4\u00d7\u06f1\u06f4 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n\n\n

\n
\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u0633\u0648\u0645<\/h3>\n\n\n\n

\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647\u200c\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u062f\u06cc\u06af\u0631 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u06f1\u06f6 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u06f5\u00d7\u06f5 \u0648 \u0645\u0642\u062f\u0627\u0631 \u06af\u0627\u0645 (Stride) \u06f1 \u062f\u0627\u0631\u062f\u061b \u062f\u0631\u0648\u0627\u0642\u0639 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06af\u0641\u062a \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0645\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0627\u0632 \u0646\u0642\u0634\u0647\u200c\u06cc \u0648\u06cc\u0698\u06af\u06cc (Feature Map) \u0645\u0631\u0627\u062d\u0644 \u0642\u0628\u0644 \u0647\u0633\u062a\u06cc\u0645.<\/p>\n\n\n

\n
\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n
<\/a><\/div><\/div>\n\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u0686\u0647\u0627\u0631\u0645<\/h3>\n\n\n\n

\u062f\u0631 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u062f\u0648\u0628\u0627\u0631\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647\u200c\u06cc \u0627\u062f\u063a\u0627\u0645 \u0631\u0648\u06cc \u0647\u0631 \u06f1\u06f6 \u0646\u0642\u0634\u0647\u200c\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647\u200c\u062f\u0633\u062a\u200c\u0622\u0645\u062f\u0647 \u0627\u0632 \u0645\u0631\u062d\u0644\u0647\u200c\u06cc \u0642\u0628\u0644 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0644\u0627\u06cc\u0647\u200c\u06cc \u0627\u062f\u063a\u0627\u0645 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06f2\u00d7\u06f2 \u0648 \u0645\u0642\u062f\u0627\u0631 \u06af\u0627\u0645 \u06f2 \u0627\u0633\u062a. \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u06f1\u06f6 \u0646\u0642\u0634\u0647\u200c\u06cc \u0648\u06cc\u0698\u06af\u06cc (Feature Map) \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u06f5\u00d7\u06f5 \u0627\u0633\u062a.<\/p>\n\n\n

\n
\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u067e\u0646\u062c\u0645<\/h3>\n\n\n\n

\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647\u200c\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u06f1\u06f2\u06f0 \u0641\u06cc\u0644\u062a\u0631 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u06f1\u00d7\u06f1 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647\u200c\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0631\u0648\u06cc \u0646\u0642\u0634\u0647\u200c\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0645\u0631\u062d\u0644\u0647\u200c\u06cc \u0642\u0628\u0644 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u06f1\u06f2\u06f0 \u0646\u0642\u0634\u0647\u200c\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06cc \u06f1\u00d7\u06f1 \u0628\u0647 \u0645\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0628\u0647\u200c\u0645\u0639\u0646\u0627\u06cc \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u06f1\u06f2\u06f0 \u0648\u06cc\u0698\u06af\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u0645\u0631\u062d\u0644\u0647\u200c\u06cc \u0642\u0628\u0644 \u0631\u0627 \u0628\u0647 \u0645\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n

\n
\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u0634\u0634\u0645<\/h3>\n\n\n\n

\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u06cc\u06a9 \u0644\u0627\u06cc\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 (Fully Connected Layer) \u06f8\u06f4 \u0648\u0627\u062d\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645\u060c \u0628\u0647\u200c\u0627\u06cc\u0646 \u0645\u0639\u0646\u0627 \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u06cc \u0639\u0635\u0628\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06f8\u06f4 \u0648\u0631\u0648\u062f\u06cc \u062f\u0627\u0631\u062f.<\/p>\n\n\n

\n
\"\u0644\u0627\u06cc\u0647\u200c\u06cc<\/figure><\/div>\n\n\n

\u0644\u0627\u06cc\u0647\u200c\u06cc \u062e\u0631\u0648\u062c\u06cc<\/h3>\n\n\n\n

\u062f\u0631 \u0644\u0627\u06cc\u0647\u200c\u06cc \u062e\u0631\u0648\u062c\u06cc \u06f1\u06f0 \u06a9\u0644\u0627\u0633 \u062f\u0627\u0631\u06cc\u0645\u061b \u0632\u06cc\u0631\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0639\u062f\u0627\u062f (\u06f9-\u06f0) \u0627\u0631\u0627\u0626\u0647 \u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632 \u0633\u0627\u0641\u062a\u200c\u0645\u06a9\u0633 (Softmax) \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u06f1\u06f0 \u0627\u062d\u062a\u0645\u0627\u0644 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0628\u0647 \u0645\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n\n\n\n

\u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u0627\u0634\u0627\u0631\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u062a\u0645\u0627\u0645\u06cc \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632 \u062a\u0627\u0646\u0698\u0627\u0646\u062a \u0647\u0627\u06cc\u067e\u0631\u0628\u0648\u0644\u06cc\u06a9 (Tanh) \u0631\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062a\u0648\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632 \u0645\u0637\u0644\u0628 \u062a\u0648\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632 (Activation Functions)<\/mark><\/a> \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n

<\/a><\/div><\/div>\n\n\n\n

\u062e\u0644\u0627\u0635\u0647\u200c\u06cc \u0645\u0637\u0627\u0644\u0628 \u062f\u0631\u0628\u0627\u0631\u0647\u200c\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5)<\/h2>\n\n\n\n

\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5\u060c \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u200c\u060c \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u06f7 \u0644\u0627\u06cc\u0647\u200c\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u06a9\u0644\u200c\u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u0644\u0627\u0635\u0647\u200c\u0627\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645\u06cc \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/p>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0645\u0637\u0644\u0628 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (CNN)<\/mark><\/a> \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u0645\u0639\u0645\u0627\u0631\u06cc \u0644\u06cc \u0646\u062a-\u06f5 (LeNet-5) \u0686\u06af\u0648\u0646\u0647 \u0627\u0633\u062a\u061f \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning) \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (CNN)\u060c \u0646\u0648\u0639\u06cc \u0634\u0628\u06a9\u0647\u200c\u06cc \u0639\u0635\u0628\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u063a\u0644\u0628 \u062f\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u0646\u062f\u061b \u0628\u0647\u200c\u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u067e\u0627\u06cc\u0647\u200c\u0648\u0627\u0633\u0627\u0633 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 (Computer Vision)\u060c \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 (Deep Learning)\u060c…<\/p>\n","protected":false},"author":4,"featured_media":6695,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[558],"tags":[560,595,627,559,571,557],"yst_prominent_words":[],"class_list":["post-6686","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-558","tag-560","tag-595","tag-627","tag-559","tag-571","tag-557"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/6686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/comments?post=6686"}],"version-history":[{"count":7,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/6686\/revisions"}],"predecessor-version":[{"id":20401,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/posts\/6686\/revisions\/20401"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/media\/6695"}],"wp:attachment":[{"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/media?parent=6686"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/categories?post=6686"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/tags?post=6686"},{"taxonomy":"yst_prominent_words","embeddable":true,"href":"https:\/\/cafetadris.com\/blog\/wp-json\/wp\/v2\/yst_prominent_words?post=6686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}