{"id":2621,"date":"2022-03-16T13:30:38","date_gmt":"2022-03-16T04:30:38","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=2621"},"modified":"2022-03-16T13:30:39","modified_gmt":"2022-03-16T04:30:39","slug":"%e3%80%90%e7%94%a8%e8%aa%9e%e3%80%91xai%ef%bc%88explainable-ai-%e8%aa%ac%e6%98%8e%e5%8f%af%e8%83%bd%e3%81%aaai%ef%bc%89%e3%81%a8%e3%81%af","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=2621","title":{"rendered":"\u3010\u7528\u8a9e\u3011XAI\uff08Explainable AI\/\u8aac\u660e\u53ef\u80fd\u306aAI\uff09\u3068\u306f"},"content":{"rendered":"\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <span><\/span>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-0\">XAI\u3068\u306f<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-1\">\u95a2\u9023\u6280\u8853<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-2\">AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\uff1f<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">XAI\u3068\u306f<\/h2>\n\n\n\n<p><strong>XAI\uff08Explainable AI\/\u8aac\u660e\u53ef\u80fd\u306aAI\uff09\u3068\u306f\u3001\u69d8\u3005\u306a\u591a\u7a2e\u591a\u69d8\u306aAI\u6280\u8853\u3092\u3042\u3089\u3086\u308b\u89b3\u70b9\u304b\u3089\u7406\u89e3\u3059\u308b\u76ee\u7684\u304b\u3089\u3001\u7814\u7a76\u3055\u308c\u3066\u3044\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\uff08\u4e88\u6e2c\uff09\u306b\u95a2\u3059\u308b\u8aac\u660e\u3092\u5229\u7528\u8005\u306e\u7406\u89e3\u3092\u652f\u63f4\u3059\u308b\u3088\u3046\u306b\u63d0\u793a\u3057\u3066\u304f\u308c\u308bAI\u306e\u4e8b\u3092\u5dee\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">\u95a2\u9023\u6280\u8853<\/h2>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/media\/?p=2611\">\u3010\u7528\u8a9e\u3011SHAP\uff08SHapley Additive exPlanations\uff09\u3068\u306f<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/media\/?p=2618\">\u3010\u7528\u8a9e\u3011LIME\uff08Local Interpretable Model-agnostic Explainations\uff09\u3068\u306f<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/media\/?p=2614\">\u3010\u7528\u8a9e\u3011Grad-CAM\uff08Graddient-weighted Class Activation Mapping\uff09\u3068\u306f<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-2\">AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\uff1f<\/h1>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\u3001\u666e\u6bb5\u304b\u3089Python\u3092\u7528\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u3092\u6271\u3063\u3066\u3044\u308b\u73fe\u5f79\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u8cea\u554f\u3067\u304d\u308b\u74b0\u5883\u3067\u5b66\u3076\u3053\u3068\u3067\u3059\u3002<br>\u8cea\u554f\u3057\u653e\u984c\u304b\u3064\u3001\u4f53\u7cfb\u7684\u306b\u5b66\u3079\u308b\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u30c7\u30fc\u30bf\u5206\u6790\u6280\u8853\u3092\u5b66\u3073\u305f\u3044\u65b9\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u597d\u304d\u306a\u6642\u9593\u306b\u52c9\u5f37\u3067\u304d\u308b<a href=\"https:\/\/aiacademy.jp\/bootcamp\">AI Academy Bootcamp<\/a>\u304c\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002\u53d7\u8b1b\u6599\u3082\u696d\u754c\u6700\u5b89\u5024\u306e35,000\u5186\uff08\uff16\u30f6\u6708\u9593\u8cea\u554f\u3057\u653e\u984c\uff0b\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u5229\u7528\u53ef\u80fd\uff09\u306a\u306e\u3067\u3001\u662f\u975e\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-1024x341.png\" alt=\"\" class=\"wp-image-691\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-1024x341.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-300x100.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-768x256.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-940x313.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 XAI\u3068\u306f \u95a2\u9023\u6280\u8853 AI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u52b9\u7387\u3088\u304f\u5b66\u3076\u306b\u306f\uff1f XAI\u3068\u306f XAI\uff08Explainable AI\/\u8aac\u660e\u53ef\u80fd\u306aAI\uff09\u3068\u306f\u3001\u69d8\u3005\u306a\u591a\u7a2e\u591a\u69d8\u306aAI\u6280\u8853\u3092\u3042\u3089\u3086\u308b\u89b3\u70b9\u304b\u3089\u7406\u89e3\u3059\u308b\u76ee\u7684\u304b\u3089\u3001\u7814\u7a76\u3055\u308c\u3066 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":2622,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128,154],"tags":[],"class_list":{"0":"post-2621","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-academy","8":"category-154"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/2621","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2621"}],"version-history":[{"count":1,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/2621\/revisions"}],"predecessor-version":[{"id":2623,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/2621\/revisions\/2623"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/2622"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2621"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2621"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2621"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}