{"id":5063,"date":"2020-02-10T11:41:48","date_gmt":"2020-02-10T08:11:48","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=5063"},"modified":"2020-03-26T21:07:34","modified_gmt":"2020-03-26T16:37:34","slug":"get-started-with-imagenet-part-1","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/programming-tools\/get-started-with-imagenet-part-1\/","title":{"rendered":"\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 ImageNet &#8211; \u0642\u0633\u0645\u062a \u0627\u0648\u0644"},"content":{"rendered":"<blockquote>\n<p style=\"text-align: justify;\"><strong>\u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062a\u0631\u062c\u0645\u0647 \u06cc \u0645\u0642\u0627\u0644\u0647 \u06cc <a href=\"https:\/\/aws.amazon.com\/evangelists\/julien-simon\/\" target=\"_blank\" rel=\"noopener\">Julien Simon<\/a> \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc aws \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 ImageNet \u0648 \u0645\u0637\u0627\u0628\u0642 \u0646\u0631\u062e \u0642\u06cc\u0645\u062a \u0622\u0646 \u062f\u0631 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc aws \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0645\u062d\u0642\u0642\u06cc\u0646 \u0627\u06cc\u0631\u0627\u0646\u06cc<\/strong><strong>&nbsp;\u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0648 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0628\u0627\u0634\u062f\u060c \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0628\u0631 \u0647\u0645\u06cc\u0646 \u0627\u0633\u0627\u0633 \u062a\u0631\u062c\u0645\u0647 \u0648 \u0645\u0646\u062a\u0634\u0631 \u06af\u0631\u062f\u06cc\u062f\u0647 \u0627\u0633\u062a.<\/strong><\/p>\n<\/blockquote>\n<p style=\"text-align: justify;\">\u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u0633\u0627\u062e\u062a <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/%da%a9%d9%84%d8%a7%d8%b3%d9%87-%d8%a8%d9%86%d8%af%db%8c\/\" target=\"_blank\" rel=\"noopener\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f ( \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 )<\/a> \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u0634\u0648\u062f\u060c <a href=\"http:\/\/www.image-net.org\/\" target=\"_blank\" rel=\"noopener\">ImageNet<\/a> \u0627\u062d\u062a\u0645\u0627\u0644\u0627 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u062a\u0631\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0631\u0642\u0627\u0628\u062a \u0633\u0627\u0644\u0627\u0646\u0647 <a href=\"http:\/\/www.image-net.org\/challenges\/LSVRC\/\" target=\"_blank\" rel=\"noopener\">ILSVRC<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u062d\u0642\u0642\u0627\u0646 \u0627\u0632\u0633\u0631\u062a\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0642\u0627\u0628\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 \u0647\u0627 \u0642\u0628\u0644 \u0627\u0632\u0627\u06cc\u0646\u06a9\u0647 \u0631\u0648\u06cc \u0633\u0627\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 ( Fine-Tune ) \u0634\u0648\u0646\u062f\u060c \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 ImageNet \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642\u060c \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc \u0633\u0631\u06cc\u0639 \u062a\u0631 \u0648 \u06cc\u06a9 \u0631\u0648\u0634 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062f\u0642\u062a \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u060c \u062a\u0646\u0647\u0627 \u062f\u0631 \u0686\u0646\u062f \u062f\u0648\u0631\u0647 ( Epoche ) \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u06cc\u0646 \u0648\u062c\u0648\u062f\u060c \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 ImageNet \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u061f \u062e\u0628 \u0628\u0627 <a href=\"http:\/\/mxnet.io\/\" target=\"_blank\" rel=\"noopener\">Apache MXNet<\/a> \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u0645\u0627 \u0686\u0647 \u06a9\u0633\u06cc \u0645\u06cc \u062f\u0627\u0646\u062f \u0628\u0647 \u06a9\u062c\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0631\u0633\u06cc\u062f\u061f<\/p>\n<div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n<p><strong>\u0645\u0637\u0644\u0628 \u0645\u0631\u062a\u0628\u0637 :<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/shahaab-co.ir\/mag\/programming-tools\/get-started-with-imagenet-part-2\/\" target=\"_blank\" rel=\"noopener\"><strong>\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 ImageNet \u2013 \u0642\u0633\u0645\u062a&nbsp;\u062f\u0648\u0645<\/strong><\/a><\/li>\n<\/ul>\n<div class=\"clear\"><\/div><div style=\"margin-top:20px; margin-bottom:20px;\" class=\"divider divider-normal\"><\/div>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img decoding=\"async\" width=\"512\" height=\"256\" src=\"https:\/\/shahaab-co.ir\/mag\/wp-content\/uploads\/2020\/02\/\u0686\u0627\u0644\u0634-ilsvrc-Imagenet.jpg\" alt=\"\u0686\u0627\u0644\u0634 ilsvrc Imagenet\" class=\"wp-image-5067\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/02\/\u0686\u0627\u0644\u0634-ilsvrc-Imagenet.jpg 512w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2020\/02\/\u0686\u0627\u0644\u0634-ilsvrc-Imagenet-300x150.jpg 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/figure><\/div>\n\n\n<h2 style=\"text-align: justify;\"><strong>\u0645\u0648\u0627\u0631\u062f \u0639\u062f\u062f\u06cc <\/strong><strong>&nbsp;<\/strong><strong>ImageNet<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0648\u062c\u0648\u062f \u062d\u062c\u0645 \u06f1\u06f5\u06f0 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a ImageNet \u06cc\u06a9 \u0647\u06cc\u0648\u0644\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u0631\u0627\u06cc \u06f1\u060c\u06f2\u06f8\u06f1\u060c\u06f1\u06f6\u06f7 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u06f5\u06f0\u06f0\u06f0\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u06f1\u0647\u0632\u0627\u0631 \u062f\u0633\u062a\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f\u061b \u06a9\u0647 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc <a href=\"http:\/\/yann.lecun.com\/exdb\/mnist\/\" target=\"_blank\" rel=\"noopener\">MNIST<\/a> \u0648 <a href=\"https:\/\/www.cs.toronto.edu\/~kriz\/cifar.html\" target=\"_blank\" rel=\"noopener\">CIFAR-10<\/a> \u0628\u0633\u06cc\u0627\u0631 \u0641\u0627\u0635\u0644\u0647 \u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0627\u0639\u062b \u0627\u06cc\u062c\u0627\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u0633\u0627\u0626\u0644 \u0632\u06cc\u0627\u062f\u06cc \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0637\u0631\u0641 \u0634\u0648\u0646\u062f\u060c \u06cc\u0639\u0646\u06cc :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<li>\u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc RecordIO \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc ( I\/O )<\/li>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0632\u06cc\u0631\u0627 \u0686\u0647 \u06a9\u0633\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u062f\u06f1\u06f5\u06f0\u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0631\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0627\u0631 \u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06cc GPU \u062c\u0647\u062a \u0622\u0645\u0648\u0632\u0634<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f. \u0645\u0627\u0646\u0646\u062f \u0647\u0645\u06cc\u0634\u0647\u060c \u0642\u0633\u0645\u062a \u0633\u062e\u062a \u06a9\u0627\u0631 \u062f\u0631 \u062c\u0632\u0626\u06cc\u0627\u062a \u0622\u0646 \u0627\u0633\u062a.<\/p>\n<h2 style=\"text-align: justify;\"><strong>\u0634\u0631\u0648\u0639 <\/strong><strong>\u0628\u0627\u0631\u06af\u06cc\u0631\u06cc<\/strong><strong> \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 <\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0628\u0627\u06cc\u062f\u06f1\u06f5\u06f0\u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0641\u0642\u0637 \u0645\u062f\u062a\u06cc \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f ( \u0627\u062d\u062a\u0645\u0627\u0644\u0627 \u0686\u0646\u062f \u0631\u0648\u0632 ) \u0648 \u062a\u0642\u0631\u06cc\u0628\u0627 \u062d\u062f\u0648\u062f \u06f1\u06f5\u06f0 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a \u0641\u0636\u0627\u06cc \u062f\u06cc\u0633\u06a9 \u067e\u0631\u0645\u06cc \u0634\u0648\u062f \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647\u062a\u0631\u0627\u0633\u062a \u0627\u0632 \u0642\u0628\u0644 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645: \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06cc large.t2 (\u0633\u06cc\u0633\u062a\u0645 \u0645\u062c\u0627\u0632\u06cc) \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0645 ( \u0627\u0645\u0627&nbsp; t2.micro\u0647\u0645 \u0628\u0627\u06cc\u062f \u062c\u0648\u0627\u0628\u06af\u0648 \u0628\u0627\u0634\u062f ) \u06a9\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a. \u0645\u0646 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u062d\u0627\u0641\u0638\u0647 \u06cc <a href=\"https:\/\/aws.amazon.com\/ebs\/\" target=\"_blank\" rel=\"noopener\">EBS<\/a> \u06f1\u06f0\u06f0\u06f0 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0645 ( \u0632\u06cc\u0631\u0627 \u0628\u0639\u062f\u0627 \u0628\u0647 \u0641\u0636\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u0646\u06cc\u0627\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u0634\u062a ) \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648\u0631\u0648\u062f\u06cc \u062e\u0631\u0648\u062c\u06cc ( I\/O ) \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a\u060c \u0645\u0646 \u0627\u0631\u0632\u0627\u0646 \u062a\u0631\u06cc\u0646 <a href=\"https:\/\/docs.aws.amazon.com\/AWSEC2\/latest\/UserGuide\/EBSVolumeTypes.html\" target=\"_blank\" rel=\"noopener\">\u0646\u0648\u0639 \u062d\u0627\u0641\u0638\u0647<\/a>&nbsp; ( sc1&nbsp; ) \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0648\u0627\u0631\u062f \u0634\u062f\u0645\u060c \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0641\u0631\u0645\u062a \u06a9\u0631\u062f\u0645 \u0648 \u0622\u0646 \u0631\u0648\u06cc \/data \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0645 \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0631\u0648\u06cc \u062d\u0627\u0644\u062a ec2-user:ec2-user \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0645. \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u06a9\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u0645\u060c \u0627\u0645\u0627 \u062f\u0631\u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 <a href=\"https:\/\/docs.aws.amazon.com\/AWSEC2\/latest\/UserGuide\/ebs-using-volumes.html\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646\u062c\u0627<\/a> \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n<h2 style=\"text-align: justify;\"><strong>\u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a. \u0628\u0647 \u0648\u0628\u0633\u0627\u06cc\u062a ImageNet &nbsp;\u0628\u0631\u0648\u06cc\u062f\u060c \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0634\u0631\u0627\u06cc\u0637 \u0631\u0627 \u0628\u067e\u0630\u06cc\u0631\u06cc\u062f \u0648 \u062a\u0645\u0627\u0645. \u06cc\u06a9 \u0646\u0627\u0645 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0648 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0634\u0645\u0627 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0647\u06cc\u0686 \u0648\u062c\u0647 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06a9\u0644\u06cc\u06a9 \u0631\u0627\u0633\u062a \u06a9\u0631\u062f\u0647 \u0648 (( Save ))&nbsp; \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647 \u06cc\u06a9\u06cc \u0627\u0632 <a href=\"https:\/\/github.com\/tensorflow\/models\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0646\u0627\u0628\u0639<\/a> <a href=\"https:\/\/shahaab-co.ir\/mag\/tag\/tensorflow\/\" target=\"_blank\" rel=\"noopener\">Tensorflow<\/a> \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u062e\u0648\u0628 \u0628\u0647 \u0646\u0627\u0645 <a href=\"https:\/\/github.com\/tensorflow\/models\/tree\/master\/research\/inception\/inception\/data\/download_imagenet.sh\" target=\"_blank\" rel=\"noopener\">download_ImageNet.sh<\/a> \u0627\u0633\u062a. \u06a9\u0627\u0645\u0644\u0627 \u0633\u0631 \u0631\u0627\u0633 \u0627\u0633\u062a \u060c \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f .<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/juliensimon\/ac77f37dcbcfb9442725cd7ac390c4e9.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u0648 \u0628\u0639\u062f \u0628\u0627\u06cc\u062f \u06a9\u0645\u06cc \u0635\u0628\u0631 \u06a9\u0646\u06cc\u062f : \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u0646 \u062d\u062f\u0648\u062f \u06f5 \u0631\u0648\u0632 \u0637\u0648\u0644 \u06a9\u0634\u06cc\u062f&#8230;<\/p>\n<p style=\"text-align: justify;\">\u0648\u0642\u062a\u06cc \u06a9\u0627\u0631 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062a\u0645\u0627\u0645 \u0634\u062f\u060c \u0641\u0647\u0631\u0633\u062a \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0628\u0627\u0634\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/juliensimon\/d43955c25e7754be743bf3e98b22fa08.js\"><\/script>\n\n\n<h2 style=\"text-align: justify;\"><strong>\u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 <\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645 .\u0627\u06af\u0631 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0622\u062f\u0631\u0633 ImageNet\/train \u0631\u0627 \u0641\u0647\u0631\u0633\u062a \u06a9\u0646\u06cc\u062f\u060c \u06f1\u06f0\u06f0\u06f0 \u0622\u062f\u0631\u0633 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u0645\u0639\u06cc\u0646 ImageNet \u060c \u0639\u06a9\u0633 \u062f\u0627\u0631\u0646\u062f. \u0628\u0644\u0647\u060c \u0622\u0646 \u0647\u0627 \u0646\u0627\u0645 \u0647\u0627\u06cc \u0639\u062c\u06cc\u0628 \u0648\u063a\u0631\u06cc\u0628 \u062f\u0627\u0631\u0646\u062f\u060c \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f <a href=\"https:\/\/github.com\/juliensimon\/aws\/blob\/master\/mxnet\/imagenet\/synsets_with_descriptions.txt\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u067e\u0631\u0648\u0646\u062f\u0647<\/a> \u0631\u0627 \u0628\u06af\u06cc\u0631\u06cc\u062f \u062a\u0627 \u0628\u062f\u0627\u0646\u06cc\u062f \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 no2510455 \u062f\u0633\u062a\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u06cc \u063a\u0648\u0644 \u067e\u06cc\u06a9\u0631 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631 \u0622\u062f\u0631\u0633 ImageNet\/validation \u0631\u0627 \u0641\u0647\u0631\u0633\u062a \u06a9\u0646\u06cc\u062f \u06f5\u06f0\u06f0\u06f0\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631\u06cc\u06a9 \u0622\u062f\u0631\u0633 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u06cc\u062f. \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a. \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0622\u0646 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06f1\u06f0\u06f0\u06f0 \u0622\u062f\u0631\u0633 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u06cc\u0632 \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f: \u062a\u0646\u0647\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0622\u062f\u0631\u0633 validation \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><strong>\u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627\u06cc <\/strong><strong>RecordIO <\/strong><strong>\u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc <\/strong><strong>IO<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u062f\u0631\u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0642\u0637\u0639\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631\u0631\u0627 \u0627\u0632 \u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc (I\/O) \u0632\u06cc\u0627\u062f\u06cc \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 GPU \u061b \u0627\u06cc\u0646 \u0647\u06cc\u0648\u0644\u0627 \u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u06af\u0631\u0633\u0646\u0647 \u0647\u0633\u062a\u0646\u062f \u0648 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631\u062a\u0645\u0627\u0645 \u0637\u0648\u0644 \u067e\u0631\u0648\u0633\u0647\u060c \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u062a\u063a\u0630\u06cc\u0647 \u06a9\u0646\u06cc\u062f. \u062f\u0631\u0635\u0648\u0631\u062a \u0639\u062f\u0645 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 GPU \u0645\u062a\u0648\u0642\u0641 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0633\u0631\u0639\u062a \u0622\u0645\u0648\u0632\u0634 \u0634\u0645\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f ( \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631\u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u062f\u0631 \u067e\u0633\u062a \u0628\u0639\u062f\u06cc )<\/p>\n<p style=\"text-align: justify;\">\u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u060c \u0645\u0634\u06a9\u0644 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0647 \u0648\u062c\u0648\u062f \u0645\u06cc \u0622\u06cc\u062f \u060c \u06cc\u0639\u0646\u06cc \u0648\u0642\u062a\u06cc \u0686\u0646\u062f\u06cc\u0646 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06cc GPU \u062f\u0631\u062d\u0627\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0647\u0633\u062a\u0646\u062f. \u0645\u0637\u0645\u0626\u0646\u0627 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0646\u0645\u0648\u0646\u0647 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u063a\u06cc\u0631 \u0639\u0645\u0644\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u062d\u0644 \u0647\u0631\u062f\u0648 \u0645\u0633\u0626\u0644\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc &nbsp;<a href=\"https:\/\/mxnet.incubator.apache.org\/architecture\/note_data_loading.html\" target=\"_blank\" rel=\"noopener\">RecordIO<\/a> \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u0645 .\u0627\u06cc\u0646 \u0642\u0627\u0644\u0628 \u062c\u0645\u0639 \u0648\u062c\u0648\u0631 \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0648\u0631\u0648\u062f\u06cc \u062e\u0631\u0648\u062c\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a \u0648 \u0647\u0645 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631\u062a\u0645\u0627\u0645 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0647\u0627 \u0642\u0627\u0628\u0644 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">&nbsp;\u0627\u06cc\u0646 \u0631\u0648\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u061b \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u062f\u0631 \u0641\u0627\u06cc\u0644 RecordIO \u062e\u0648\u062f \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627\u06cc\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u06a9\u0645\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0645\u0642\u062f\u0627\u0631\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u0645\u0635\u0631\u0641\u06cc \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u0634\u0648\u062f\u061b \u0627\u06cc\u0646 \u0647\u06cc\u0686 \u062a\u0627\u062b\u06cc\u0631\u06cc \u062f\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u0622\u0645\u0648\u0632\u0634 \u0646\u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a \u0632\u06cc\u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc ImageNet \u0628\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06f2\u06f2\u06f4\u00d7 \u06f2\u06f2\u06f4 \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u0646\u062f. \u0628\u0631\u0627\u06cc \u062f\u0627\u0634\u062a\u0646 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0648\u0631\u0648\u062f\u06cc \u060c \u0631\u0634\u062a\u0647 ( Thread ) \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u0686\u0646\u062f \u062f\u0642\u06cc\u0642\u0647 \u0632\u0645\u0627\u0646 \u0645\u06cc \u0628\u0631\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/juliensimon\/5fce1bd30f893b944d096af672638435.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u062d\u0627\u0644 \u0647\u0645\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627 \u0646\u06cc\u0632 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f .\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u062f\u062a\u06cc \u0632\u0645\u0627\u0646 \u0645\u06cc \u0628\u0631\u062f ( \u062d\u062f\u0648\u062f \u06cc\u06a9 \u0633\u0627\u0639\u062a \u0648\u0646\u06cc\u0645 \u0628\u0631 \u0631\u0648\u06cc t2.xlarge \u0645\u0646 )<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/juliensimon\/f1668ebe3f8874a46a382503256f4bac.js\"><\/script>\n\n\n<h2 style=\"text-align: justify;\"><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u06af\u06cc\u0631\u06cc <\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0628\u0647 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0633\u06cc\u062f\u06cc\u0645\u060c \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646 \u0647\u0645\u0647 \u06cc \u06a9\u0627\u0631 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0627\u0639\u0635\u0627\u0628 \u062e\u0648\u0631\u062f \u06a9\u0646 \u0627\u0633\u062a. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0632 \u0647\u0645\u0647 \u0645\u0648\u0627\u0631\u062f \u0628\u0631 \u0631\u0648\u06cc s3 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u0645. \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0628\u0627\u06a9\u062a ( Bucket ) \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \/data \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u06cc\u0632 \u0632\u0645\u0627\u0646 \u0628\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n\n\n<script src=\"https:\/\/gist.github.com\/juliensimon\/3a3f92597e61268b46bc79dd1238eb2e.js\"><\/script>\n\n\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u06af\u06cc\u0631\u06cc \u0628\u0627\u06cc\u062f :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0646\u0645\u0648\u0646\u0647 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0631\u0627 \u062e\u0627\u062a\u0645\u0647 \u062f\u0647\u06cc\u062f.<\/li>\n<li>\u06cc\u06a9 \u0627\u0633\u0646\u067e \u0634\u0627\u062a ( Snapshot ) \u0627\u0632 \u0641\u0636\u0627\u06cc EBS \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f : \u0627\u06cc\u0646 \u0646\u06cc\u0632 \u06cc\u06a9 \u067e\u0631\u0648\u0633\u0647 \u06cc \u0632\u0645\u0627\u0646 \u0628\u0631 \u0627\u0633\u062a \u0648\u0644\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u062c\u0627\u0646\u0628 \u0627\u062d\u062a\u06cc\u0627\u0637 \u0631\u0627 \u0631\u0639\u0627\u06cc\u062a \u06a9\u0646\u06cc\u0645. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0631 \u062a\u0639\u062f\u0627\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u06a9\u0647 \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u06cc\u0645 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u0645\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u06cc\u0627\u0646 \u0627\u06a9\u0627\u0646\u062a \u0647\u0627 \u0648 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632.<\/li>\n<\/ul>\n<h2 style=\"text-align: justify;\"><strong>\u0628\u0627\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06cc GPU \u062c\u062f\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0627\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062d\u0627\u0641\u0638\u0647 \u06cc EBS \u062c\u062f\u06cc\u062f \u0627\u0632 \u0627\u0633\u0646\u067e \u0634\u0627\u062a \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 ( \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u0633\u0646\u067e \u0634\u0627\u062a \u0631\u0627 \u062f\u0631 \u0647\u0645\u0627\u0646 \u0641\u0636\u0627\u06cc \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f )<\/li>\n<li>\u0627\u062a\u0635\u0627\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631<\/li>\n<li>\u0646\u0635\u0628 \u0641\u0627\u06cc\u0644 \u0633\u06cc\u0633\u062a\u0645 ( filesystem )<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u0646\u0647\u0627 \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647 \u0632\u0645\u0627\u0646 \u0645\u06cc \u0628\u0631\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0631 \u0631\u0648\u06cc \u0647\u0631 \u062a\u0639\u062f\u0627\u062f \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f ( \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 aws ec2 create volume \u0648 &nbsp;aws ec2 attach-volume ). \u0628\u0631\u0627\u06cc \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0627\u0645\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u062f\u0627\u062f\u0647 \u06a9\u0627\u0631\u0628\u0631 (User Data) \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 &nbsp;\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 style=\"text-align: justify;\"><strong>\u0646\u062a\u06cc\u062c\u0647 :<\/strong><\/h2>\n<p style=\"text-align: justify;\">\u0645\u0637\u0645\u0626\u0646\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc ImageNet \u0645\u062f\u062a\u06cc \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u0627\u0645\u0627 \u0628\u0647 \u0644\u0637\u0641 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc &nbsp;EBS \u0645\u0627 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u062f\u0644\u062e\u0648\u0627\u0647 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u062a\u06a9\u062b\u06cc\u0631 \u06a9\u0646\u06cc\u0645. \u0627\u0644\u0628\u062a\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0633\u0631\u06cc\u0639 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u067e\u0633\u062a \u0628\u0639\u062f\u060c \u0645\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u0635\u0641\u0631 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u0628\u0631 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0645\u0645\u06a9\u0646 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u0647\u0627\u06cc GPU \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u0645\u060c \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\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<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/medium.com\/@julsimon\/imagenet-part-1-going-on-an-adventure-c0a62976dc72\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Medium<\/a>\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;5063&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;\u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 ImageNet - \u0642\u0633\u0645\u062a \u0627\u0648\u0644&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>\u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062a\u0631\u062c\u0645\u0647 \u06cc \u0645\u0642\u0627\u0644\u0647 \u06cc Julien Simon \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc aws \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 ImageNet \u0648 \u0645\u0637\u0627\u0628\u0642 \u0646\u0631\u062e \u0642\u06cc\u0645\u062a \u0622\u0646 \u062f\u0631 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc aws \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0645\u062d\u0642\u0642\u06cc\u0646 \u0627\u06cc\u0631\u0627\u0646\u06cc&nbsp;\u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0648 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0628\u0627\u0634\u062f\u060c \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0628\u0631 \u0647\u0645\u06cc\u0646 \u0627\u0633\u0627\u0633 \u062a\u0631\u062c\u0645\u0647 &hellip;<\/p>\n","protected":false},"author":7,"featured_media":5071,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21,18,19],"tags":[84,82,152],"class_list":["post-5063","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-programming-tools","category-edu","category-deep-learning","tag-84","tag-82","tag-152"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/5063","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=5063"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/5063\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/5071"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=5063"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=5063"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=5063"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}