{"id":1337,"date":"2019-05-11T17:34:01","date_gmt":"2019-05-11T13:04:01","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=1337"},"modified":"2020-03-03T12:00:44","modified_gmt":"2020-03-03T08:30:44","slug":"deep-neural-network-implementation-in-matlab-for-classification","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-neural-network-implementation-in-matlab-for-classification\/","title":{"rendered":"\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628: \u0633\u0627\u062e\u062a\u0646 \u0634\u0628\u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc"},"content":{"rendered":"\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0631\u0633\u0646\u0627\u0645\u0647 \u06a9\u0647 \u062a\u0631\u062c\u0645\u0647 \u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%d9%85%d8%aa%d9%84%d8%a8\/\" target=\"_blank\" rel=\"noopener\">\u0645\u062a\u0644\u0628<\/a> \u0627\u0633\u062a\u060c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u06cc\u06a9 <a href=\"https:\/\/fa.wikipedia.org\/wiki\/%D8%B4%D8%A8%DA%A9%D9%87_%D8%B9%D8%B5%D8%A8%DB%8C_%D9%BE%DB%8C%DA%86%D8%B4%DB%8C\" target=\"_blank\" rel=\"noopener\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0633\u0627\u062f\u0647 <\/a>\u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u06cc\u0642 \u0633\u0627\u062e\u062a\u0647 \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645. \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0647\u0633\u062a\u0646\u062f \u0648 \u0639\u0645\u0648\u0645\u0627 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n\n\n<div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:0px;\" class=\"divider divider-normal\"><\/div>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u062a\u0628\u0637 :<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\"><li><strong><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-neural-network-implementation-in-matlab-for-classification\/\" target=\"_blank\" rel=\"noopener\">\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628: \u0633\u0627\u062e\u062a\u0646 \u0634\u0628\u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc<\/a><\/strong><\/li><li><strong><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-convolution\/\" target=\"_blank\" rel=\"noopener\">\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628 \u2013 \u0642\u0633\u0645\u062a \u0627\u0648\u0644 : \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646<\/a><\/strong><\/li><li><strong><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-pooling\/\" target=\"_blank\" rel=\"noopener\">\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628 &#8211; \u0642\u0633\u0645\u062a \u062f\u0648\u0645 : \u067e\u0648\u0644\u06cc\u0646\u06af<\/a><\/strong><\/li><li><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-fully-connected\/\" target=\"_blank\" rel=\"noopener\"><strong>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628 \u2013 \u0642\u0633\u0645\u062a \u0633\u0648\u0645 : \u062a\u0645\u0627\u0645\u0627\u064b \u0645\u062a\u0635\u0644<\/strong><\/a><\/li><li><a href=\"https:\/\/shahaab-co.ir\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-back-propagation\/\" target=\"_blank\" rel=\"noopener\"><strong>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628 \u2013 \u0642\u0633\u0645\u062a \u0686\u0647\u0627\u0631\u0645 : \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u0633 \u0627\u0646\u062a\u0634\u0627\u0631<\/strong><\/a><\/li><\/ul>\n\n\n<div class=\"clear\"><\/div><div style=\"margin-top:25px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0628\u0627\u0631\u06af\u0632\u0627\u0631\u06cc \u0648 \u062c\u0633\u062a \u0648\u062c\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc<\/li><li>\u062a\u0639\u0631\u06cc\u0641 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647<\/li><li>\u062a\u0639\u06cc\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc<\/li><li>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u0645\u0627\u0631\u0647 \u06a9\u0644\u0627\u0633 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062f\u0627\u062f\u0647 \u06cc \u062c\u062f\u06cc\u062f \u0648 \u0645\u062d\u0627\u0633\u0628\u0647 \u0636\u0631\u06cc\u0628 \u062f\u0642\u062a \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u06f1 &#8211; \u0628\u0627\u0631\u06af\u0632\u0627\u0631\u06cc \u0648 \u062c\u0633\u062a \u0648\u062c\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc<\/strong> <\/h4>\n\n\n\n<p>\u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0631\u0642\u0645\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0647\u0631\u06a9\u0644\u0627\u0633 \u062f\u0631 \u06cc\u06a9 \u067e\u0648\u0634\u0647 \u0628\u0627 \u06cc\u06a9 \u0634\u0645\u0627\u0631\u0647 \u06cc \u0645\u0634\u062e\u0635 \u0642\u0631\u0627\u0631\u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0628\u0627\u0631\u06af\u0632\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0633\u062a\u0648\u0631 imageDatastore \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0648\u0634\u0645\u0646\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0633\u0645 \u067e\u0648\u0634\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0631\u0686\u0633\u0628 \u06af\u0632\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0631\u0633\u0646\u0627\u0645\u0647 \u0627\u0632 \u0627\u0639\u062f\u0627\u062f \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0628\u0647 \u0646\u0627\u0645 DigitDataset &nbsp;\u06a9\u0647 \u062f\u0631 \u062e\u0648\u062f \u0645\u062a\u0644\u0628 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<br><\/p>\n\n\n<div id=\"crayon-5cd6b4180f50a600539465\" class=\"crayon-syntax crayon-theme-kayote crayon-font-monaco crayon-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover\">\n<div class=\"crayon-toolbar\" data-settings=\" show\">\n<div class=\"crayon-tools\">\n<div class=\"crayon-button crayon-nums-button crayon-pressed\" title=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0634\u0645\u0627\u0631\u0647 \u062e\u0637\u0648\u0637\">\n<div class=\"crayon-button-icon\">\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">digitDatasetPath = fullfile(matlabroot,'toolbox','nnet','nndemos', ...\n\n\u00a0\u00a0\u00a0\u00a0'nndatasets','DigitDataset');\n\nimds = imageDatastore(digitDatasetPath, ...\n\n\u00a0\u00a0\u00a0\u00a0'IncludeSubfolders',true,'LabelSource','foldernames');<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0639\u062f\u0627\u062f\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 :<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">figure;\n\nperm = randperm(10000,20);\n\nfor i = 1:20\u00a0\u00a0\n\nsubplot(4,5,i);\n\n\u00a0\u00a0\u00a0\u00a0imshow(digitData.Files{perm(i)});\n\nend<\/pre>\n<p>\u00a0<\/p>\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/corochann.com\/wp-content\/uploads\/2017\/02\/mnist_plot.png\" alt=\"\" title=\"\"><\/figure>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u06cc \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633( \u067e\u0648\u0634\u0647 ) \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 countEachLabel \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f :<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">labelCount = countEachLabel(digitData)<\/pre>\n\n\n<p>\u0648\u0642\u062a\u06cc \u062f\u0633\u062a\u0648\u0631 \u0641\u0648\u0642 \u0631\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u0645\u060c \u0646\u062a\u06cc\u062c\u0647 \u0628\u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f\u0634\u062f :<br><\/p>\n\n\n\n<table class=\"wp-block-table aligncenter is-style-stripes\"><tbody><tr><td>Count<\/td><td>Lable<\/td><\/tr><tr><td>0<\/td><td>1000<\/td><\/tr><tr><td>1<\/td><td>1000<\/td><\/tr><tr><td>2<\/td><td>1000<\/td><\/tr><tr><td>3<\/td><td>1000<\/td><\/tr><tr><td>4<\/td><td>1000<\/td><\/tr><tr><td>5<\/td><td>1000<\/td><\/tr><tr><td>6<\/td><td>1000<\/td><\/tr><tr><td>7<\/td><td>1000<\/td><\/tr><tr><td>8<\/td><td>1000<\/td><\/tr><tr><td>9<\/td><td>1000<\/td><\/tr><\/tbody><\/table>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642\u060c \u0627\u0628\u0639\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627\u06cc\u062f \u06cc\u06a9\u0633\u0627\u0646 \u0648 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0633\u062a\u0646 \u0627\u0628\u0639\u0627\u062f \u0627\u0648\u0644\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 :<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">img = readimage(digitData,1);\nsize(img)<\/pre>\n\n\n<p>\u0646\u062a\u06cc\u062c\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">ans = 1\u00d7\u06f2\u00a0\u00a0\u00a0\u00a0 \u06f2\u06f8\u00a0\u00a0\u00a0 \u06f2\u06f8<\/pre>\n<p>\u00a0<\/p>\n\n\n<p>\u06cc\u0639\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0648 \u0628\u0639\u062f\u06cc \u0648 \u06cc\u06a9 \u06a9\u0627\u0646\u0627\u0644\u0647 \u0627\u0633\u062a \u0648 \u0627\u0628\u0639\u0627\u062f \u0622\u0646 \u0647\u0645 \u06f2\u06f8*\u06f2\u06f8 \u0627\u0633\u062a.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u06f2 &#8211; \u062a\u0639\u06cc\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc<\/strong><\/h4>\n\n\n\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u062f\u0633\u062a\u0647 \u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f. \u0627\u0632 \u0647\u0631\u06a9\u0644\u0627\u0633\u060c \u06f7\u06f5\u06f0 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u062e\u062a\u0635\u0627\u0635 \u062f\u0647\u06cc\u062f \u0648 \u0627\u0632 \u0628\u0642\u06cc\u0647 \u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 splitEachLabel \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0645\u0637\u0627\u0628\u0642 \u06a9\u062f \u0632\u06cc\u0631\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc \u062f\u0631&nbsp; trainDigitData&nbsp; \u0648valDigirData \u0642\u0631\u0627\u0631\u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0646\u062f \u0634\u062f.<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">trainNumFiles = 750;\n[trainDigitData,valDigitData] = splitEachLabel(digitData,trainNumFiles,'randomize');<\/pre>\n\n\n<h4 class=\"wp-block-heading\"><strong>\u06f3 &#8211; \u062a\u0639\u0631\u06cc\u0641 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647<\/strong><br><\/h4>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647 \u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0645\u0648\u0631\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u062f\u0647\u0646\u062f\u0647 \u06cc \u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u062f\u0631 \u062f\u0631\u0633\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0642\u0628\u0644 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u0634\u0628\u06a9\u0647 \u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f:<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">layers = [\nimageInputLayer([28 28 1])\n\nconvolution2dLayer(3,16,'Padding',1)\nbatchNormalizationLayer\nreluLayer\n\nmaxPooling2dLayer(2,'Stride',2)\n\nconvolution2dLayer(3,32,'Padding',1)\nbatchNormalizationLayer\nreluLayer\n\nmaxPooling2dLayer(2,'Stride',2)\n\nconvolution2dLayer(3,64,'Padding',1)\nbatchNormalizationLayer\nreluLayer\n\nfullyConnectedLayer(10)\nsoftmaxLayer\nclassificationLayer];<\/pre>\n\n\n<h4 class=\"wp-block-heading\"><strong>\u06f4 &#8211; \u062a\u0639\u0631\u06cc\u0641 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634<\/strong><br><\/h4>\n\n\n\n<p>\u0628\u0639\u062f \u0627\u0632 \u062a\u0639\u0631\u06cc\u0641 \u0633\u0627\u062e\u062a\u0627\u0631\u0634\u0628\u06a9\u0647\u060c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0646\u0638\u0648\u0631 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u060c \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0628\u0631\u0627\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a. \u0645\u062b\u0644\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0631\u0648\u0634 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0646\u0632\u0648\u0644\u06cc \u0628\u0627 \u06af\u0634\u062a\u0627\u0648\u0631(SGDM) \u0628\u0627 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06f0\u066b\u06f0\u06f1 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u062a\u06a9\u0631\u0627\u0631\u0631\u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u06f4 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062a\u0639\u0631\u06cc\u0641 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f:<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">options = trainingOptions('sgdm',...\n'MaxEpochs',3, ...\n'ValidationData',valDigitData,...\n'ValidationFrequency',30,...\n'Verbose',false,...\n'Plots','training-progress');<\/pre>\n<p>\u00a0<\/p>\n\n\n<h4 class=\"wp-block-heading\"><strong>\u06f5 &#8211; \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634<\/strong><\/h4>\n\n\n\n<p>\u0628\u0631\u0627\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 trainNetwork &nbsp;\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u062f\u0631 \u062d\u0627\u0644\u062a \u0639\u0627\u062f\u06cc\u060c \u0627\u06af\u0631 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627GPU \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u0632 \u0627\u06cc\u0646 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f. \u062a\u0639\u0631\u06cc\u0641 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a :<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">net = trainNetwork(trainDigitData,layers,options);<\/pre>\n<p>\u00a0<\/p>\n\n\n<h4 class=\"wp-block-heading\"> <br>\u2022  <strong>\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc \u0648 \u0645\u062d\u0627\u0633\u0628\u0647 \u0635\u062d\u062a \u06a9\u0627\u0631<\/strong><\/h4>\n\n\n\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0631\u0627\u0633\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0639\u0645\u0627\u0644 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0648 \u0646\u062a\u0627\u06cc\u062c \u062d\u0627\u0635\u0644\u0647 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u06af\u0648\u06cc\u06cc \u06a9\u0644\u0627\u0633 \u0628\u0631\u0646\u062f\u0647\u060c \u0635\u062d\u062a \u0628\u0627\u0632\u0634\u0646\u0627\u0633\u06cc \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0645\u06cc \u0622\u0648\u0631\u06cc\u0645 .<br><\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">predictedLabels = classify(net,valDigitData);\nvalLabels = valDigitData.Labels;\n\naccuracy = sum(predictedLabels == valLabels)\/numel(valLabels)<\/pre>\n\n\n<p>\u06a9\u0647 \u0646\u062a\u06cc\u062c\u0647 \u06cc \u0622\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">accuracy = 0.9976<\/pre>\n\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n<ul class=\"wp-block-latest-posts__list wp-block-latest-posts\"><li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/tesla-vision-ai-lane-detection\/\">\u062a\u0633\u0644\u0627 \u0648\u06cc\u0698\u0646 \u0686\u06cc\u0633\u062a \u0648 \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062a\u0633\u0644\u0627 \u0686\u06af\u0648\u0646\u0647 \u062e\u0637\u0648\u0637 \u062c\u0627\u062f\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/offline-ai-for-mobile\/\">\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06af\u0648\u0634\u06cc<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/which-ai-is-working-now\/\">\u06a9\u062f\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0644\u0627\u0646 \u06a9\u0627\u0631 \u0645\u06cc\u06a9\u0646\u0647\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-to-find-hidden-spy-cameras-in-hotels\/\">\u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u062c\u0627\u0633\u0648\u0633\u06cc \u062f\u0631 \u0647\u062a\u0644 \u0647\u0627! \u0686\u06af\u0648\u0646\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634\u0627\u0646 \u06a9\u0646\u06cc\u0645\u061f<\/a><\/li>\n<li><a class=\"wp-block-latest-posts__post-title\" href=\"https:\/\/shahaab-co.com\/mag\/news\/how-autonomous-vehicles-see-surroundings\/\">\u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0646\u0634\u06cc\u0646 \u0686\u06af\u0648\u0646\u0647 \u0645\u062d\u06cc\u0637 \u0627\u0637\u0631\u0627\u0641 \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u0646\u062f\u061f<\/a><\/li>\n<\/ul>\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;1337&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;\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628: \u0633\u0627\u062e\u062a\u0646 \u0634\u0628\u06a9\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc&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 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