{"id":4367,"date":"2019-11-12T09:30:31","date_gmt":"2019-11-12T06:00:31","guid":{"rendered":"https:\/\/shahaab-co.ir\/mag\/?p=4367"},"modified":"2020-01-01T14:54:52","modified_gmt":"2020-01-01T11:24:52","slug":"googles-ai-explains-how-image-classifiers-made-their-decisions","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/news\/ai\/googles-ai-explains-how-image-classifiers-made-their-decisions\/","title":{"rendered":"\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06af\u0648\u06af\u0644 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f : \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0686\u06af\u0648\u0646\u0647 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f"},"content":{"rendered":"<p style=\"text-align: justify;\">\n<\/p><p style=\"text-align: justify;\">\u063a\u0627\u0644\u0628\u0627\u064b 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\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 PyTorch \u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 IBM&nbsp;<a href=\"https:\/\/venturebeat.com\/2019\/08\/08\/ibm-research-launches-explainable-ai-toolkit\/\" target=\"_blank\" rel=\"noopener\">AI Explainability 360 toolkit<\/a> \u0648 InterpretML \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f \u060c \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u0641\u0627\u0641 \u062a\u0631 \u0646\u062d\u0648\u0647 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u062a\u06cc\u0645\u06cc \u06a9\u0647 \u0627\u0632 \u06af\u0648\u06af\u0644 \u0648 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0627\u062e\u06cc\u0631\u0627\u064b \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0646\u062f &#8211; \u062a\u0648\u0636\u06cc\u062d \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0641\u0647\u0648\u0645 (ACE)- \u06a9\u0647 \u0628\u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631\u06cc &#8220;\u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0646\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc&#8221; \u0631\u0627 \u0628\u0627 \u0627\u0637\u0644\u0627\u0639 \u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc 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\u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 ACE \u060c \u0627\u06cc\u0646 \u062a\u06cc\u0645 \u0627\u0632 \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 Inception-V3 \u06af\u0648\u06af\u0644 \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0639\u0631\u0648\u0641 ImageNet \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646\u062f \u0648 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06f1\u06f0\u06f0 \u06a9\u0644\u0627\u0633 \u0627\u0632 \u06f1\u06f0\u06f0\u06f0 \u06a9\u0644\u0627\u0633 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0639\u0645\u0627\u0644 ACE 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\u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062d\u0642\u0642\u0627\u0646 \u0645\u0639\u062a\u0642\u062f\u0646\u062f \u06a9\u0647 ACE \u0628\u0647 \u0647\u06cc\u0686 \u0648\u062c\u0647 \u06a9\u0627\u0645\u0644 \u0646\u06cc\u0633\u062a \u0648 \u062a\u0644\u0627\u0634 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u0641\u0648\u0642 \u0627\u0644\u0639\u0627\u062f\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u06cc\u0627 \u062f\u0634\u0648\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0646\u0627\u062f\u0627\u0631\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u0646\u062f. \u0622\u0646\u0647\u0627 \u0645\u0639\u062a\u0642\u062f\u0646\u062f \u06a9\u0647 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0631\u0627\u0628\u0637\u0647 \u0628\u0627 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc 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\u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0627\u0631\u0646\u062f. \u0631\u0648\u0634 \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0639\u0646\u06cc \u062f\u0627\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u0646\u0633\u062c\u0645 \u0638\u0627\u0647\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0631\u0633\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0622\u0646\u0647\u0627 \u0645\u0647\u0645 \u0647\u0633\u062a\u0646\u062f. \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0634\u0641 \u0634\u062f\u0647 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc\u06cc \u0631\u0627\u062c\u0639 \u0628\u0647 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u06cc \u0639\u062c\u06cc\u0628 \u06a9\u0647 \u0645\u062f\u0644 \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u0633\u062a \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/blockquote>\n<h3>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/h3>\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>\n\n\n\n<a href=\"https:\/\/venturebeat.com\/2019\/10\/14\/googles-ai-explains-how-image-classifiers-made-their-decisions\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">venturebeat<\/a>\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;4367&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;\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06af\u0648\u06af\u0644 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f : \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0686\u06af\u0648\u0646\u0647 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f&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>\u063a\u0627\u0644\u0628\u0627\u064b \u0641\u0631\u0636 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u06a9\u0645\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0631\u062f. \u0627\u0645\u0627 \u0645\u062d\u0642\u0642\u0627\u0646 \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Captum \u0641\u06cc\u0633 \u0628\u0648\u06a9 \u060c \u06a9\u0647 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 PyTorch \u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 IBM&nbsp;AI Explainability 360 toolkit \u0648 &hellip;<\/p>\n","protected":false},"author":12,"featured_media":4369,"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":[25,20],"tags":[139,106,86],"class_list":["post-4367","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-ai","category-news","tag-139","tag-106","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/4367","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\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=4367"}],"version-history":[{"count":0,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/4367\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/4369"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=4367"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=4367"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=4367"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}