{"id":1801,"date":"2019-06-03T03:01:12","date_gmt":"2019-06-02T22:31:12","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=1801"},"modified":"2020-03-03T12:04:20","modified_gmt":"2020-03-03T08:34:20","slug":"deep-neural-network-implementation-in-matlab-pooling","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-pooling\/","title":{"rendered":"\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"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062f\u0631 \u062f\u0631\u0633\u0646\u0627\u0645\u0647 \u06cc \u0642\u0628\u0644\u060c \u0644\u0627\u06cc\u0647 \u06cc \u0627\u0648\u0644 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06cc\u0639\u0646\u06cc \u0644\u0627\u06cc\u0647 \u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u060c \u0633\u0627\u06cc\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:0px;\" class=\"divider divider-normal\"><\/div>\n<h5 style=\"text-align: justify;\"><strong>\u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u062a\u0628\u0637 :<\/strong><\/h5>\n<ul style=\"text-align: justify;\">\n<li style=\"list-style-type: none;\">\n<ul>\n<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>\n<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>\n<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>\n<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>\n<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>\n<\/ul>\n<\/li>\n<\/ul>\n<p style=\"text-align: justify;\"><div class=\"clear\"><\/div><div style=\"margin-top:25px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<p style=\"text-align: justify;\"><strong style=\"color: #23282d; font-family: Arial, sans-serif; font-size: 1.6em;\">\u067e\u0648\u0644\u06cc\u0646\u06af (Pooling) :<\/strong><\/p>\n<p style=\"text-align: justify;\">\u062f\u0648\u0645\u06cc\u0646 \u0644\u0627\u06cc\u0647\u060c \u0644\u0627\u06cc\u0647 \u06cc Pooling \u0627\u0633\u062a. \u06cc\u06a9 \u0644\u0627\u06cc\u0647 Pooling \u0645\u0639\u0645\u0648\u0644\u0627 \u0628\u0639\u062f \u0627\u0632 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0646\u062f\u0627\u0632\u0647 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f. \u0647\u0645\u0627\u0646\u0646\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc, \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc Pooling \u0628\u062e\u0627\u0637\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u06cc\u0647 \u062f\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062e\u0648\u062f, \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06a9\u0627\u0646 ( Translation ) \u0628\u06cc \u062a\u063a\u06cc\u06cc\u0631 ( \u0628\u0627 \u062b\u0628\u0627\u062a ) \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u062f\u0648 \u0631\u0648\u0634 \u0631\u0627\u06cc\u062c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol style=\"text-align: justify;\">\n<li><strong>Max pooling<\/strong><\/li>\n<li><strong>Average pooling<\/strong><\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f\u060c \u06a9\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0627\u0633\u062a. \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u06a9\u0647 \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0632 \u0644\u0627\u06cc\u0647 \u06cc \u0642\u0628\u0644\u060c \u0628\u0647 \u067e\u0646\u062c\u0631\u0647 \u0647\u0627\u06cc \u0645\u062c\u0632\u0627 \u0627\u0632 \u0647\u0645 \u06f2*\u06f2 \u06cc\u0627 \u063a\u06cc\u0631\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u0648\u0639 \u0631\u0648\u0634 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647\u060c \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0627\u0632 \u067e\u0646\u062c\u0631\u0647 \u0647\u0627 ( Average pooling ) \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0646\u062c\u0631\u0647 ( Max pooling ) \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u062f\u0647 \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u062c\u062f\u06cc\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u0634\u0648\u062f.<br \/>\u062f\u0631\u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u06cc \u0627\u0639\u0645\u0627\u0644 \u0627\u06cc\u0646 \u062f\u0648 \u0631\u0648\u0634 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"640\" height=\"558\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/06\/Pooling-Types-1.png\" alt=\"\" class=\"wp-image-1805\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/06\/Pooling-Types-1.png 640w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/06\/Pooling-Types-1-300x262.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0639\u0645\u0648\u0645\u0627 \u0627\u0632 \u0631\u0648\u0634 \u0645\u0627\u06a9\u0633 \u067e\u0648\u0644\u06cc\u0646\u06af \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0646\u062d\u0648\u0647 \u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u0645\u0627\u06a9\u0633 \u067e\u0648\u0644\u06cc\u0646\u06af \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0645\u062a\u0644\u0628 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"matlab\">&lt;span style=\"color: #aeaeae; font-style: italic;\"&gt;%Read an Example Image&lt;\/span&gt;\n\nx1 = &lt;span style=\"color: #99cf50;\"&gt;imread&lt;\/span&gt;(&lt;span style=\"color: #65b042;\"&gt;'child.jpg'&lt;\/span&gt;);\n\nx = &lt;span style=\"color: #9b859d;\"&gt;imresize&lt;\/span&gt;(x1, &lt;span style=\"color: #3387cc;\"&gt;1&lt;\/span&gt;);\n\n&lt;span style=\"color: #aeaeae; font-style: italic;\"&gt;% x = rgb2gray(x1);&lt;\/span&gt;\n\n&lt;span style=\"color: #aeaeae; font-style: italic;\"&gt;%convert to single format&lt;\/span&gt;\n\u00a0x = &lt;span style=\"color: #9b859d;\"&gt;im2single&lt;\/span&gt;(x);\n\n&lt;span style=\"color: #aeaeae; font-style: italic;\"&gt;%Visualize the input x&lt;\/span&gt;\n&lt;span style=\"color: #9b859d;\"&gt;figure&lt;\/span&gt;(&lt;span style=\"color: #3387cc;\"&gt;1&lt;\/span&gt;);\n&lt;span style=\"color: #9b859d;\"&gt;clf&lt;\/span&gt;;\n&lt;span style=\"color: #9b859d;\"&gt;imagesc&lt;\/span&gt;(x);\n\n&lt;span style=\"color: #aeaeae; font-style: italic;\"&gt;%create a bank of linear filter&lt;\/span&gt;\nw = &lt;span style=\"color: #e28964;\"&gt;randn&lt;\/span&gt;(&lt;span style=\"color: #3387cc;\"&gt;5&lt;\/span&gt;, &lt;span style=\"color: #3387cc;\"&gt;5&lt;\/span&gt;, &lt;span style=\"color: #3387cc;\"&gt;3&lt;\/span&gt;, &lt;span style=\"color: #3387cc;\"&gt;10&lt;\/span&gt;, &lt;span style=\"color: #65b042;\"&gt;'single'&lt;\/span&gt;);\n\n&lt;span style=\"color: #aeaeae; font-style: italic;\"&gt;%convolution of the image with filters&lt;\/span&gt;\n&lt;span style=\"color: #9b859d;\"&gt;figure&lt;\/span&gt;();\n\n&lt;span style=\"color: #e28964;\"&gt;for&lt;\/span&gt; k = &lt;span style=\"color: #3387cc;\"&gt;1 &lt;\/span&gt;&lt;span style=\"color: #e28964;\"&gt;: &lt;\/span&gt;&lt;span style=\"color: #3387cc;\"&gt;10&lt;\/span&gt;\n\u00a0\u00a0\u00a0 y(&lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, k) = &lt;span style=\"color: #e28964;\"&gt;convn&lt;\/span&gt;(x(&lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;), w(&lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, k), &lt;span style=\"color: #65b042;\"&gt;'valid'&lt;\/span&gt;);\n\n\u00a0\u00a0\u00a0 &lt;span style=\"color: #9b859d;\"&gt;subplot&lt;\/span&gt;(&lt;span style=\"color: #3387cc;\"&gt;2&lt;\/span&gt;, &lt;span style=\"color: #3387cc;\"&gt;5&lt;\/span&gt;, k);\n&lt;span style=\"color: #9b859d;\"&gt; imshow&lt;\/span&gt;(y(&lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, &lt;span style=\"color: #e28964;\"&gt;:&lt;\/span&gt;, k))\n&lt;span style=\"color: #e28964;\"&gt;end&lt;\/span&gt;<\/pre>\n<p style=\"text-align: justify;\">Boureau et al \u062a\u062d\u0644\u06cc\u0644 \u0646\u0638\u0631\u06cc \u062f\u0642\u06cc\u0642\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0627\u06cc\u06cc Max pooling \u0648 Average pooling \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f. Scherer et al \u0647\u0645 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0628\u06cc\u0646 \u0627\u06cc\u0646 \u062f\u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f \u0648 \u0641\u0647\u0645\u06cc\u062f Max pooling \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0639\u062b \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0633\u0631\u06cc\u0639 \u062a\u0631 , \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 ( \u0628\u0647\u0628\u0648\u062f \u062a\u0639\u0645\u06cc\u0645 \u062f\u0647\u06cc ) \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0646\u0627 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc \u0634\u0648\u062f. \u0637\u06cc \u0633\u0627\u0644\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 CNN \u0628\u0631 \u0631\u0648\u06cc GPU \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0622\u0646\u0647\u0627 \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a Max pooling \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f .<br \/>\u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc Pooling \u0627\u0632 \u0645\u06cc\u0627\u0646 \u0633\u0647 \u0644\u0627\u06cc\u0647 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 , \u062a\u0646\u0647\u0627 \u0644\u0627\u06cc\u0647 \u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0645\u06cc\u0632\u0627\u0646 \u0645\u0637\u0627\u0644\u0639\u0647 \u0631\u0648\u06cc \u0622\u0646\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0633\u0647 \u0631\u0648\u0634 \u0645\u0639\u0631\u0648\u0641 \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0627\u0647\u062f\u0627\u0641 \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-pooling\/#Stochastic_pooling\" >Stochastic pooling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-pooling\/#Spatial_pyramid_pooling_SPP\" >(Spatial pyramid pooling (SPP<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-neural-network-implementation-in-matlab-pooling\/#Def-pooling\" >Def-pooling<\/a><\/li><\/ul><\/nav><\/div>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Stochastic_pooling\"><\/span><strong>Stochastic pooling<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u06cc\u06a9 \u06a9\u0627\u0633\u062a\u06cc Max pooling \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 Overfitting \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062d\u0633\u0627\u0633 \u0628\u0648\u062f\u0647\u060c \u0648 \u062a\u0639\u0645\u06cc\u0645 \u0631\u0627 \u0633\u062e\u062a \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0647\u062f\u0641 \u062d\u0644 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644, Zeiler et al \u0631\u0648\u0634 Stochastic pooling \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u062f\u0627\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0642\u0637\u0639\u06cc Pooling \u0628\u0627 \u06cc\u06a9 \u0631\u0648\u06cc\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc ,\u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0635\u0627\u062f\u0641\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u062f\u0631 \u062f\u0627\u062e\u0644 \u0647\u0631 \u0646\u0627\u062d\u06cc\u0647 Pooling \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u062a\u0648\u0632\u06cc\u0639 \u0686\u0646\u062f\u062c\u0645\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0634\u0628\u06cc\u0647 Max pooling \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u06a9\u067e\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631\u0634\u06a9\u0644 \u0645\u062d\u0644\u06cc \u06a9\u0648\u0686\u06a9\u06cc \u062f\u0627\u0631\u0646\u062f \u0627\u0633\u062a. \u0637\u0628\u06cc\u0639\u062a \u062a\u0635\u0627\u062f\u0641\u06cc ( Stochastic ) \u0628\u0648\u062f\u0646 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644 Overfitting \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0647 \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"596\" height=\"439\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2019\/06\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u0645\u0627\u06a9\u0633-\u067e\u0648\u0644\u06cc\u0646\u06af.jpg\" alt=\"\" class=\"wp-image-1810\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/06\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u0645\u0627\u06a9\u0633-\u067e\u0648\u0644\u06cc\u0646\u06af.jpg 596w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2019\/06\/\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0639\u0645\u06cc\u0642-\u0645\u0627\u06a9\u0633-\u067e\u0648\u0644\u06cc\u0646\u06af-300x221.jpg 300w\" sizes=\"(max-width: 596px) 100vw, 596px\" \/><\/figure><\/div>\n\n\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Spatial_pyramid_pooling_SPP\"><\/span><strong>(Spatial pyramid pooling (SPP<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u0639\u0645\u0648\u0644\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062b\u0627\u0628\u062a \u0647\u0633\u062a\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u062f\u0642\u062a \u062a\u0634\u062e\u06cc\u0635 \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0644\u062e\u0648\u0627\u0647 \u0634\u0648\u062f. \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062d\u0630\u0641 \u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a ,\u00a0 He et al \u0627\u0632 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0645\u0639\u0645\u0648\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u06a9\u0647 \u0644\u0627\u06cc\u0647 Pooling \u0622\u062e\u0631 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0644\u0627\u06cc\u0647 Spatial pyramid pooling \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0646\u0645\u0648\u062f. \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0646\u0645\u0627\u062f \u0647\u0627 ( \u062a\u0635\u0627\u0648\u06cc\u0631 ) \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062b\u0627\u0628\u062a \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 ( \u06cc\u0627 \u0646\u0648\u0627\u062d\u06cc ) \u062f\u0644\u062e\u0648\u0627\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627\u0639\u062b \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0642\u0627\u0628\u0644 \u0627\u0646\u0639\u0637\u0627\u0641 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627, \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0627 \u0648 Aspect ratio \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc\u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0647\u0631 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc CNN \u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0622\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f.<\/p>\n<h3 style=\"text-align: justify;\"><span class=\"ez-toc-section\" id=\"Def-pooling\"><\/span><strong>Def-pooling<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"text-align: justify;\">\u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u06cc\u06a9 \u0686\u0627\u0644\u0634 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0627\u0633\u062a. \u062e\u0635\u0648\u0635\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 (Object recognition) . Max pooling \u0648 Average pooling \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 ( Deformation ) \u0645\u0641\u06cc\u062f \u0627\u0646\u062f \u0627\u0645\u0627 \u0642\u0627\u062f\u0631 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 ( Deformation ) \u0648 \u0645\u062f\u0644 \u0647\u0646\u062f\u0633\u06cc \u0627\u062c\u0632\u0627\u06cc \u0634\u0626 \u0646\u06cc\u0633\u062a\u0646\u062f. \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0647\u062a\u0631 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 Ouyang et al \u06cc\u06a9 \u0644\u0627\u06cc\u0647 Pooling \u062c\u062f\u06cc\u062f \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u0645\u062d\u062f\u0648\u062f ( Deformation constrained pooling layer ) \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f. \u06a9\u0647 \u0628\u0647 Def-pooling layer \u0645\u0639\u0631\u0648\u0641 \u0627\u0633\u062a. \u062a\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0648\u0633\u06cc\u0644\u0647 \u0645\u062f\u0644 \u0639\u0645\u06cc\u0642 ( Deep model ) \u0628\u062f\u0633\u062a \u0627\u0645\u062f\u0647 \u0628\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u063a\u06cc\u0631\u0634\u06a9\u0644 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u062f\u06cc\u062f\u0627\u0631\u06cc ( deformation of Visual patterns ) \u063a\u0646\u06cc \u0634\u0648\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0644\u0627\u06cc\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u062c\u0627\u06cc \u0644\u0627\u06cc\u0647 Max pooling \u062f\u0631 \u0647\u0631 \u0633\u0637\u062d\u06cc \u0627\u0632 \u0627\u0646\u062a\u0632\u0627\u0639 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<br \/>\u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0648\u0639 \u0645\u062e\u062a\u0644\u0641 \u0644\u0627\u06cc\u0647 Pooling \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0628\u0627 \u0647\u062f\u0641 \u0648 \u0634\u06cc\u0648\u0647 \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u062a\u0648\u0633\u0639\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f, \u06a9\u0627\u0631\u0627\u06cc\u06cc \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062f\u0631\u0633\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0645\u0631\u0627\u062d\u0644 \u062f\u06cc\u06af\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0627\u062f\u0627\u0645\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<h4 style=\"text-align: justify;\">\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/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<a href=\"#\" class=\"shortc-button small orange \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/shahaab-co.ir\/convolutional-neural-network-in-matlab-part2\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">\u0634\u0647\u0627\u0628<\/a>\n\n\n<p><\/p>\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;1801&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\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u062a\u0644\u0628 - \u0642\u0633\u0645\u062a \u062f\u0648\u0645 : \u067e\u0648\u0644\u06cc\u0646\u06af&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>\u062f\u0631 \u062f\u0631\u0633\u0646\u0627\u0645\u0647 \u06cc \u0642\u0628\u0644\u060c \u0644\u0627\u06cc\u0647 \u06cc \u0627\u0648\u0644 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u06cc\u0639\u0646\u06cc \u0644\u0627\u06cc\u0647 \u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u060c \u0633\u0627\u06cc\u0631 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0645\u0637\u0627\u0644\u0639\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0645\u0642\u0627\u0644\u0647 \u0645\u0631\u062a\u0628\u0637 : \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 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 &hellip;<\/p>\n","protected":false},"author":8,"featured_media":1803,"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":[84,100,98,86],"class_list":["post-1801","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-84","tag-100","tag-98","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/1801","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\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=1801"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/1801\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/1803"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=1801"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=1801"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=1801"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}