{"id":20489,"date":"2021-12-24T11:00:26","date_gmt":"2021-12-24T02:00:26","guid":{"rendered":"https:\/\/qiita.com\/official-columns\/?p=20489"},"modified":"2026-04-09T13:55:40","modified_gmt":"2026-04-09T04:55:40","slug":"202112-hitachi","status":"publish","type":"post","link":"https:\/\/www.qiita.com\/official-columns\/interview\/202112-hitachi\/","title":{"rendered":"XAI\u306bNLP\u3002\u306a\u305c\u65e5\u7acb\u306f\u3001\u4e16\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u3068AI\u9818\u57df\u306e\u5171\u540c\u7814\u7a76\u3092\u7d9a\u3051\u308b\u306e\u304b"},"content":{"rendered":"<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image1-10.png\" alt=\"\" width=\"1999\" height=\"1293\" class=\"alignnone size-full wp-image-20483\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image1-10.png 1999w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image1-10-300x194.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image1-10-768x497.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image1-10-1024x662.png 1024w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/p>\n<p>\u6d77\u5916\u306b\u3082\u591a\u304f\u306e\u7814\u7a76\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u6301\u3064\u65e5\u7acb\u88fd\u4f5c\u6240\u3002\u540c\u793e\u306f\u6d77\u5916\u6a5f\u95a2\u3068\u306e\u5171\u540c\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3044\u304f\u3064\u3082\u8d70\u3089\u305b\u3066\u304a\u308a\u3001\u3053\u308c\u307e\u3067Qiita Zine\u3067\u3082\u5f53\u4e8b\u8005\u3067\u3042\u308b\u7814\u7a76\u8005\u306b\u304a\u8a71\u3092\u4f3a\u3063\u3066\u304d\u307e\u3057\u305f\uff08\u53c2\u8003\u8a18\u4e8b\u306f<a href=\"https:\/\/qiita.com\/official-columns\/interview\/202107-hitachi-3\/\" rel=\"noopener noreferrer\" target=\"_blank\">\u3053\u3061\u3089<\/a>\uff09\u3002<\/p>\n<p>\u793e\u4f1a\u5b9f\u88c5\u5148\u3068\u3057\u3066\u306e\u4f1a\u793e\u30a2\u30bb\u30c3\u30c8\u3092\u524d\u63d0\u3068\u3057\u3064\u3064\u3001\u4f8b\u3048\u3070\u6d77\u5916\u7814\u7a76\u6a5f\u95a2\u3084\u5927\u5b66\u306a\u3069\u306e\u6559\u80b2\u6a5f\u95a2\u306e\u7814\u7a76\u5ba4\u7b49\u306b\u30b8\u30e7\u30a4\u30f3\u3067\u304d\u308b\u3002\u3053\u308c\u306f\u3001\u7814\u7a76\u8005\u3068\u3057\u3066\u975e\u5e38\u306b\u9b45\u529b\u7684\u306a\u30ad\u30e3\u30ea\u30a2\u3068\u8a00\u3048\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u300cXAI\uff08\u8aac\u660e\u53ef\u80fdAI\uff09\u300d\u3068\u300cNLP\uff08\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff09\u300d\u3092\u30c6\u30fc\u30de\u306b\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u3068\u306e\u5171\u540c\u7814\u7a76\u3092\u9032\u3081\u3066\u304d\u305f2\u540d\u306e\u65e5\u7acb\u30e1\u30f3\u30d0\u30fc\u306b\u3001\u305d\u308c\u305e\u308c\u5177\u4f53\u7684\u306a\u7814\u7a76\u5185\u5bb9\u3084\u5c06\u6765\u7684\u306a\u793e\u4f1a\u5b9f\u88c5\u30a4\u30e1\u30fc\u30b8\u3001\u7814\u7a76\u30d5\u30a3\u30fc\u30eb\u30c9\u3068\u3057\u3066\u306e\u9b45\u529b\u306a\u3069\u3092\u4f3a\u3044\u307e\u3057\u305f\u3002<\/p>\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#XAI\">XAI\u3092\u9ad8\u4fe1\u983c\u5316\u3059\u308b\u9069\u7528\u6761\u4ef6\u3092\u660e\u78ba\u5316\u3057\u3066\u3044\u304f<\/a><\/li><li><a href=\"#AI\">AI\u306e\u516c\u5e73\u6027\u3092\u3069\u3046\u8003\u3048\u308b\u3079\u304d\u304b<\/a><\/li><li><a href=\"#i\">\u30ea\u30fc\u30ac\u30eb\u30c6\u30c3\u30af\u304b\u3089\u8003\u3048\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u3042\u308a\u65b9<\/a><\/li><li><a href=\"#i-2\">\u5951\u7d04\u66f8\u306e\u305f\u3081\u306e\u6587\u66f8\u30ec\u30d9\u30eb\u542b\u610f\u5224\u5b9a\u6280\u8853<\/a><\/li><li><a href=\"#i-3\">\u4e92\u3044\u306e\u7814\u7a76\u9818\u57df\u3092\u3046\u307e\u304f\u5fdc\u7528\u3057\u3066\u6d3b\u304b\u3057\u3066\u3044\u304d\u305f\u3044<\/a><\/li><li><a href=\"#i-4\">\u6700\u7d42\u7684\u306b\u306f\u3001\u793e\u4f1a\u3092\u5909\u3048\u308b\u3088\u3046\u306a\u5927\u767a\u898b\u306b\u643a\u308f\u308c\u308b\u304b\u3082\u3057\u308c\u306a\u3044<\/a><\/li><\/ul><\/div>\n\n<h4><b>\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb<\/b><\/h4>\n<div class=\"profileBlock\">\n<div class=\"profileBlock__photo\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image3-7.png\" alt=\"\" width=\"300\" height=\"300\" \/><\/div>\n<div class=\"profileBlock__profiles\">\n<div class=\"profileBlock__name\">\u9593\u702c \u6b63\u5553\uff08\u307e\u305b \u307e\u3055\u3088\u3057\uff09<\/div>\n<div class=\"profileBlock__role\" style=\"line-height: normal; font-size: 90%;\">\u682a\u5f0f\u4f1a\u793e\u65e5\u7acb\u88fd\u4f5c\u6240<br \/>\n\u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7 \u30e1\u30c7\u30a3\u30a2\u77e5\u80fd\u51e6\u7406\u7814\u7a76\u90e8 \u4e3b\u4efb\u7814\u7a76\u54e1<\/div>\n<div class=\"profileBlock__description\">\u65e9\u7a32\u7530\u5927\u5b66\u5927\u5b66\u9662\u306b\u3066\u60c5\u5831\u7406\u5de5\u5b66\u3092\u5c02\u653b\u3057\u305f\u5f8c\u306b\u30012010\u5e74\u65e5\u7acb\u88fd\u4f5c\u6240\u3078\u5165\u793e\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u6700\u9069\u5316\u306e\u7523\u696d\u5fdc\u7528\u306b\u95a2\u3059\u308b\u7814\u7a76\u306b\u5f93\u4e8b\u3059\u308b\u4e2d\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u8aac\u660e\u6027\u30fb\u89e3\u91c8\u6027\uff08XAI\uff09\u306e\u7814\u7a76\u306b\u53d6\u308a\u7d44\u3080\u30022019\uff5e2021\u5e74\u306e\u9593\u306b\u5ba2\u54e1\u7814\u7a76\u54e1\u3068\u3057\u3066\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7d71\u8a08\u5b66\u79d1\u306b\u6ede\u5728\u3057\u3001XAI\u306e\u7d71\u8a08\u5b66\u306e\u89b3\u70b9\u304b\u3089\u306e\u7406\u8ad6\u7814\u7a76\u3068\u3057\u3066\u3001Art B. Owen\u6559\u6388\u3068\u306e\u5171\u540c\u7814\u7a76\u306b\u5f93\u4e8b\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u8aac\u660e\u6027\u3084\u89e3\u91c8\u6027\uff08\u8aac\u660e\u53ef\u80fdAI\uff1aXAI\uff09\u3092\u5c02\u9580\u3068\u3059\u308b\u3002<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"profileBlock\">\n<div class=\"profileBlock__photo\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image2-6.png\" alt=\"\" width=\"300\" height=\"300\" \/><\/div>\n<div class=\"profileBlock__profiles\">\n<div class=\"profileBlock__name\">\u662f\u679d \u7950\u592a\uff08\u3053\u308c\u3048\u3060 \u3086\u3046\u305f\uff09<\/div>\n<div class=\"profileBlock__role\" style=\"line-height: normal; font-size: 90%;\">Hitachi America, Ltd. Researcher\n<\/div>\n<div class=\"profileBlock__description\">\u65e9\u7a32\u7530\u5927\u5b66\u5927\u5b66\u9662\u306b\u3066\u7dcf\u5408\u6a5f\u68b0\u5de5\u5b66\u3092\u5c02\u653b\u3057\u305f\u5f8c\u306b\u30012015\u5e74\u65e5\u7acb\u88fd\u4f5c\u6240\u3078\u5165\u793e\u3002\u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7\u306b\u30665\u5e74\u9593\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u7814\u7a76\u306b\u5f93\u4e8b\u3057\u305f\u5f8c\u306b\u30012020\u5e74\u306bHitachi America, Ltd.\u3078\u3068\u51fa\u5411\u3002\u5317\u7c73\u306b\u304a\u3051\u308b\u30aa\u30dd\u30c1\u30e5\u30cb\u30c6\u30a3\u63a2\u7d22\u3068\u3001\u91d1\u878d\u6a5f\u95a2\u5411\u3051\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u9032\u3081\u308b\u3002\u307e\u305f\u305d\u306e\u4e00\u74b0\u3068\u3057\u3066\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u3068\u306e\u5171\u540c\u7814\u7a76\u306b\u3082\u53c2\u753b\u3057\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u7814\u7a76\u958b\u767a\u306b\u3082\u5f93\u4e8b\u3002\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08\u60c5\u5831\u691c\u7d22\u3001\u8aac\u660e\u6027\uff09\u304a\u3088\u3073\u5fdc\u7528\u6a5f\u68b0\u5b66\u7fd2\u3092\u5c02\u9580\u3068\u3059\u308b\u3002<\/div>\n<\/div>\n<\/div>\n<h2><span id=\"XAI\">XAI\u3092\u9ad8\u4fe1\u983c\u5316\u3059\u308b\u9069\u7528\u6761\u4ef6\u3092\u660e\u78ba\u5316\u3057\u3066\u3044\u304f<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image5-7.png\" alt=\"\" width=\"1554\" height=\"1004\" class=\"alignnone size-full wp-image-20487\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image5-7.png 1554w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image5-7-300x194.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image5-7-768x496.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image5-7-1024x662.png 1024w\" sizes=\"(max-width: 1554px) 100vw, 1554px\" \/><\/p>\n<p><b>\u2015\u2015\u304a\u3075\u305f\u308a\u3068\u3082\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u3068\u306e\u5171\u540c\u7814\u7a76\u3092\u306a\u3055\u3063\u3066\u304d\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u5177\u4f53\u7684\u306a\u7814\u7a76\u5185\u5bb9\u3068\u305d\u3053\u306b\u81f3\u308b\u307e\u3067\u306e\u7d4c\u7def\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305a\u306f\u9593\u702c\u3055\u3093\u304b\u3089\u304a\u9858\u3044\u3057\u307e\u3059\u3002<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>2019\u301c2021\u5e74\u306e\u9593\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u5ba2\u54e1\u7814\u7a76\u54e1\u3068\u3057\u3066\u5f93\u4e8b\u3057\u307e\u3057\u305f\u3002\u30c6\u30fc\u30de\u306f\u3001XAI\u306e\u7d71\u8a08\u5b66\u89b3\u70b9\u304b\u3089\u306e\u7406\u8ad6\u7814\u7a76\u3067\u3059\u3002<\/p>\n<p><b>\u2015\u2015XAI\u9818\u57df\u306e\u7814\u7a76\u306f\u3001\u305d\u308c\u4ee5\u524d\u304b\u3089\u3055\u308c\u3066\u3044\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u306f\u3044\u3002\u65e5\u7acb\u306f\u3053\u306e\u9818\u57df\u306e\u7814\u7a76\u30922017\u5e74\u9803\u304b\u3089\u884c\u3063\u3066\u304a\u308a\u3001\u3044\u304f\u3064\u304b\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u9069\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u304f\u4e2d\u3067\u3001XAI\u306e\u6709\u52b9\u6027\u306b\u7740\u76ee\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u8ad6\u6587\u306e\u6280\u8853\u3092\u305d\u306e\u307e\u307e\u9069\u7528\u3059\u308b\u3068\u7406\u8ad6\u7684\u306a\u9069\u7528\u6761\u4ef6\u3067\u5206\u304b\u3089\u306a\u3044\u90e8\u5206\u304c\u3042\u3063\u305f\u308a\u3001\u8a08\u7b97\u51e6\u7406\u304c\u91cd\u3044\u3068\u3044\u3063\u305f\u5b9f\u88c5\u4e0a\u306e\u8ab2\u984c\u304c\u898b\u3048\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e00\u5ea6\u7406\u8ad6\u306b\u7acb\u3061\u8fd4\u3063\u3066\u3001\u3088\u308a\u4fe1\u983c\u3067\u304d\u308b\u5f62\u306b\u3067\u304d\u306a\u3044\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u7814\u7a76\u30c1\u30fc\u30e0\u3067\u8b70\u8ad6\u3057\u3066\u3044\u305f\u3068\u3053\u308d\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306eArt B. Owen\u6559\u6388\uff08\u4ee5\u4e0b\u3001Owen\u5148\u751f\uff09\u306e\u5b58\u5728\u3092\u77e5\u308a\u3001\u5171\u540c\u7814\u7a76\u3092\u9032\u3081\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<div id=\"attachment_3659\" style=\"width:100%;text-align:center;\" class=\"wp-caption alignnone\">\n<img decoding=\"async\" aria-describedby=\"caption-attachment-3659\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image4-7.png\" alt=\"\" ><\/p>\n<p id=\"caption-attachment-3659\" class=\"wp-caption-text\" >AI\u5224\u65ad\u306e\u6839\u62e0\u8aac\u660e\u6280\u8853\uff08XAI\uff09\u306e\u5fdc\u7528\u4f8b<\/div>\n<p><b>\u2015\u2015\u306a\u305c\u3001Owen\u5148\u751f\u3060\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306e\u6839\u62e0\u3068\u306a\u308b\u56e0\u5b50\u304c\u4f55\u304b\u3092\u5206\u6790\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u306e1\u3064\u306b\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u5024\uff08\u203b\uff09\u3068\u3044\u3046\u5354\u529b\u30b2\u30fc\u30e0\u7406\u8ad6\u306b\u57fa\u3065\u304f\u624b\u6cd5\u304c\u3042\u308a\u307e\u3057\u3066\u3001\u3053\u308c\u304c\u7406\u8ad6\u7684\u306a\u88cf\u4ed8\u3051\u304b\u3089\u304d\u3063\u3061\u308a\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u3001\u6211\u3005\u3068\u3057\u3066\u3082\u6ce8\u76ee\u3057\u3066\u3044\u307e\u3057\u305f\u3002Owen\u5148\u751f\u306f\u300c\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u5024\u300d\u3092\u7d71\u8a08\u7684\u306a\u5206\u6790\u3078\u3068\u5229\u7528\u3059\u308b\u8ad6\u6587\u3092\u66f8\u304b\u308c\u3066\u3044\u3066\u3001\u305d\u306e\u5185\u5bb9\u304cXAI\u306e\u7814\u7a76\u306b\u6d3b\u304b\u305b\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3001\u5171\u540c\u7814\u7a76\u3092\u6253\u8a3a\u3057\u305f\u3068\u3053\u308d\u3001\u3054\u5feb\u8afe\u3044\u305f\u3060\u304d\u3001\u5ba2\u54e1\u7814\u7a76\u54e1\u3068\u3057\u3066\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306b\u6ede\u5728\u3057\u3066\u5171\u540c\u7814\u7a76\u3092\u9032\u3081\u3066\u3044\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u306a\u308b\u307b\u3069\u3002\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3055\u308c\u3066\u3044\u305f\u5ba2\u54e1\u7814\u7a76\u54e1\u306e\u8a71\u3067\u306f\u306a\u304f\u3001\u3054\u81ea\u8eab\u306e\u7814\u7a76\u306e\u904e\u7a0b\u3067\u9032\u3093\u3060\u8a71\u3060\u3063\u305f\u306e\u3067\u3059\u306d\u3002\u5b9f\u969b\u306b\u53d6\u308a\u7d44\u307e\u308c\u305f\u7814\u7a76\u5185\u5bb9\u306b\u3064\u3044\u3066\u3082\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u53d6\u308a\u7d44\u307f\u5185\u5bb9\u3068\u3057\u3066\u306f\u3001XAI\u3092\u9ad8\u4fe1\u983c\u5316\u3059\u308b\u305f\u3081\u306e\u9069\u7528\u6761\u4ef6\u3092\u660e\u78ba\u5316\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u3082\u3068\u3082\u3068\u7d71\u8a08\u5b66\u306e\u5206\u91ce\u3067\u306f\u3001\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306e\u89e3\u6790\u304c\u53e4\u304f\u304b\u3089\u884c\u308f\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u30d7\u30e9\u30f3\u30c8\u306e\u5236\u5fa1\u3084\u30a6\u30a4\u30eb\u30b9\u306eDNA\u914d\u5217\u306e\u3069\u306e\u90e8\u5206\u304c\u3069\u306e\u3088\u3046\u306a\u4f5c\u7528\u306b\u5f71\u97ff\u3057\u3066\u3044\u308b\u304b\u306a\u3069\u3001\u5b9f\u4e16\u754c\u306e\u69d8\u3005\u306a\u90e8\u5206\u3067\u7d71\u8a08\u306f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3092\u89e3\u6790\u3059\u308b\u969b\u306f\u3001\u300c\u3069\u306e\u5909\u6570\u304c\u91cd\u8981\u304b\u3092\u3057\u3063\u304b\u308a\u3068\u5b9a\u91cf\u5316\u3059\u308b\u300d\u3053\u3068\u304c\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u305d\u3057\u3066\u300c\u3069\u306e\u5909\u6570\u304c\u91cd\u8981\u304b\u3092\u5b9a\u91cf\u5316\u3059\u308b\u300d\u305f\u3081\u306b\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3001\u305d\u306e\u4e2d\u3067\u5206\u6563\u3092\u8a08\u7b97\u3059\u308b\u624b\u6cd5\u304c\u7d71\u8a08\u5b66\u3067\u306f\u3088\u304f\u7528\u3044\u3089\u308c\u307e\u3059\u3002<br \/>\n\u5206\u6563\u3068\u3044\u3046\u306e\u306f\u30d0\u30e9\u3064\u304d\u306e\u3053\u3068\u3002\u300c\u3042\u308b\u5909\u6570\u306e\u5024\u304c\u30d0\u30e9\u3064\u3044\u305f\u3068\u304d\u306b\u3001\u305d\u308c\u304c\u5168\u4f53\u306e\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306e\u51fa\u529b\u306e\u30d0\u30e9\u3064\u304d\u306b\u3069\u308c\u3060\u3051\u5bc4\u4e0e\u3059\u308b\u304b\u300d\u3068\u3044\u3046\u3053\u3068\u304c\u6570\u5341\u5e74\u9593\u7814\u7a76\u3055\u308c\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304c\u7269\u7406\u73fe\u8c61\u3067\u306f\u306a\u304f\u3001AI\u306e\u632f\u308b\u821e\u3044\u306b\u306a\u3063\u305f\u5834\u5408\u306b\u3069\u3046\u3044\u3046\u624b\u6bb5\u3092\u53d6\u308b\u3079\u304d\u304b\u3002\u3053\u308c\u3092\u30c6\u30fc\u30de\u306b\u7814\u7a76\u3057\u3066\u304a\u308a\u3001AI\u306e\u632f\u308b\u821e\u3044\u306e\u89e3\u6790\u3067\u306f\u5206\u6563\u3067\u306f\u306a\u304f\u4e88\u6e2c\u7d50\u679c\u306e\u5024\u3078\u306e\u56e0\u5b50\u3054\u3068\u306e\u5bc4\u4e0e\u3092\u8a08\u7b97\u3059\u308b\u306e\u3067\u3059\u304c\u3001\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u5024\u3092AI\u306e\u632f\u308b\u821e\u3044\u306b\u5bfe\u3057\u3066\u9069\u7528\u3059\u308b\u969b\u306b\u3001\u3088\u308a\u7d71\u8a08\u7684\u306b\u59a5\u5f53\u306a\u8a2d\u5b9a\u306b\u3057\u305f\u3088\u3046\u306a\u624b\u6cd5\u3068\u3057\u3066\u5171\u540c\u3067\u958b\u767a\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u5024\uff1aShapley value\u3002\u30b2\u30fc\u30e0\u7406\u8ad6\u306b\u304a\u3044\u3066\u3001\u5354\u529b\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u305f\u5229\u5f97\u3092\u5404\u30d7\u30ec\u30a4\u30e4\u30fc\u3078\u3068\u516c\u6b63\u306b\u5206\u914d\u3059\u308b\u65b9\u6cd5\u3002<\/p>\n<h2><span id=\"AI\">AI\u306e\u516c\u5e73\u6027\u3092\u3069\u3046\u8003\u3048\u308b\u3079\u304d\u304b<\/span><\/h2>\n<p><b>\u2015\u2015\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u5024\u3092\u4f7f\u3063\u305f\u624b\u6cd5\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u5177\u4f53\u7684\u306b\u306f\u3069\u3046\u3044\u3046\u3082\u306e\u306a\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u65e2\u5b58\u306eXAI\u306e\u624b\u6cd5\u306e\u591a\u304f\u306f\u3001AI\u306f\u5b8c\u74a7\u306a\u3082\u306e\u3067\u3042\u308b\u3068\u4eee\u5b9a\u3057\u3066AI\u3078\u306e\u5165\u529b\u3092\u5909\u3048\u306a\u304c\u3089\u611f\u5ea6\u89e3\u6790\u3092\u3057\u3066\u3044\u304d\u3001\u3069\u306e\u5909\u6570\u304c\u91cd\u8981\u304b\u3092\u5b9a\u91cf\u5316\u3057\u3066\u3044\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u3042\u3089\u3086\u308b\u6761\u4ef6\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u9ad8\u4fe1\u983c\u306a\u51fa\u529b\u3092\u5f97\u3089\u308c\u308bAI\u3092\u4f5c\u308b\u3053\u3068\u306f\u73fe\u5b9f\u306b\u306f\u306a\u304b\u306a\u304b\u96e3\u3057\u3044\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u308c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u89b3\u6e2c\u3057\u305f\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u5185\u3060\u3051\u3067\u5909\u6570\u306e\u91cd\u8981\u6027\u3092\u5b9a\u91cf\u5316\u3059\u308b\u624b\u6cd5\u3092\u5b9f\u73fe\u3067\u304d\u306a\u3044\u304b\u3068\u3044\u3046\u8b70\u8ad6\u3092Owen\u5148\u751f\u3068\u9032\u3081\u3066\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u4e2d\u3067\u3001\u300c\u30b3\u30db\u30fc\u30c8\u30fb\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\uff08Cohort Shapley\uff09\u300d\u3068\u3044\u3046\u65b0\u3057\u3044XAI\u306e\u6280\u8853\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u65e2\u5b58\u306eXAI\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u7d50\u679c\u3068\u306e\u9055\u3044\u3092\u6df1\u304f\u8b70\u8ad6\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u8fd1\u5e74\u3067\u306fAI\u306e\u8aac\u660e\u6027\u306e\u4ed6\u306b\u300cAI\u306e\u516c\u5e73\u6027\u300d\u3082\u975e\u5e38\u306b\u91cd\u8981\u306a\u30c8\u30d4\u30c3\u30af\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u516c\u5e73\u6027\u3092\u8003\u3048\u308b\u969b\u306b\u3082\u30b3\u30db\u30fc\u30c8\u30fb\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u306f\u6709\u7528\u3067\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3001\u5dee\u5225\u306b\u3064\u306a\u304c\u308b\u3088\u3046\u306a\u56e0\u5b50\u3092\u5165\u529b\u3057\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u5b9f\u969b\u306b\u5916\u304b\u3089\u89b3\u6e2c\u3059\u308b\u3068\u305d\u306e\u3088\u3046\u306b\u898b\u3048\u3066\u3057\u307e\u3046\u3088\u3046\u306a\u4e8b\u614b\u304c\u8d77\u304d\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u30b3\u30db\u30fc\u30c8\u30fb\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u3092\u4f7f\u3063\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image7-6.png\" alt=\"\" width=\"1999\" height=\"857\" class=\"alignnone size-full wp-image-20478\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image7-6.png 1999w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image7-6-300x129.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image7-6-768x329.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image7-6-1024x439.png 1024w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/p>\n<p>\u30b3\u30db\u30fc\u30c8\u30fb\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u3067\u306f\u3001\u4e88\u6e2c\u7d50\u679c\u3084\u4e88\u6e2c\u306e\u507d\u967d\u6027\u7b49\u306e\u69d8\u3005\u306a\u89b3\u70b9\u306e\u30af\u30e9\u30b9\u9593\u306e\u504f\u308a\u306b\u3064\u3044\u3066\u3001\u30b0\u30eb\u30fc\u30d7\u9593\u3067\u306e\u30d0\u30a4\u30a2\u30b9\u306b\u52a0\u3048\u3066\u3001\u500b\u5225\u4e8b\u4f8b\u304c\u3069\u306e\u3088\u3046\u306b\u30d0\u30a4\u30a2\u30b9\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u304b\u3092\u5206\u6790\u3059\u308b<\/p>\n<p><b>\u2015\u2015\u4eca\u300c\u516c\u5e73\u6027\u300d\u306e\u304a\u8a71\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u516c\u5e73\u3068\u3044\u3046\u6982\u5ff5\u306f\u975e\u5e38\u306b\u5b9a\u6027\u7684\u3067\u3001\u6559\u79d1\u66f8\u7684\u306a\u6b63\u89e3\u304c\u306a\u3044\u9818\u57df\u3060\u3068\u611f\u3058\u307e\u3059\u3002\u3053\u306e\u516c\u5e73\u6027\u3092AI\u3067\u8003\u3048\u308b\u306b\u3042\u305f\u3063\u3066\u3001\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306a\u8b70\u8ad6\u3084\u8003\u3048\u65b9\u3092\u306a\u3055\u3063\u3066\u3044\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3001\u975e\u5e38\u306b\u96e3\u3057\u3044\u554f\u984c\u3067\u3059\u3002<br \/>\nOwen\u5148\u751f\u3068\u516c\u5e73\u6027\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u3066\u3044\u305f\u4e2d\u3067\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7d71\u8a08\u5b66\u79d1\u306b\u306f\u516c\u5e73\u6027\u306e\u8ad6\u6587\u306e\u8f2a\u8b1b\u306e\u6388\u696d\u304c\u3042\u308a\u3001\u305d\u308c\u3092\u53d7\u3051\u3066\u307f\u3066\u306f\u3069\u3046\u304b\u3068\u3044\u3046\u8a71\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u6388\u696d\u3067\u306f\u6570\u5b66\u306e\u8ad6\u6587\u3060\u3051\u3067\u306a\u304f\u3001\u516c\u5e73\u6027\u306e\u554f\u984c\u304c\u3042\u308a\u305d\u3046\u306a\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3092\u8aad\u3093\u3060\u308a\u3082\u3057\u307e\u3057\u305f\u3002<br \/>\n\u5177\u4f53\u7684\u306a\u4e8b\u4f8b\u3092\u3082\u3068\u306b\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3059\u308b\u308f\u3051\u3067\u3059\u304c\u3001\u4f8b\u3048\u3070\u5f53\u6642\u306fCOVID-19\u304c\u5e83\u304c\u308a\u59cb\u3081\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3060\u3063\u305f\u306e\u3067\u3001\u4eba\u5de5\u547c\u5438\u5668\u304c\u8db3\u308a\u306a\u3044\u3068\u304d\u306b\u3069\u3046\u914d\u5206\u3059\u308b\u3068\u3088\u308a\u516c\u5e73\u306a\u306e\u304b\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u30c6\u30fc\u30de\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u306f\u516c\u5e73\u3084\u6b63\u7fa9\uff08justice\uff09\u3068\u306f\u4f55\u304b\u3092\u8003\u3048\u308b\u3088\u3046\u306a\u54f2\u5b66\u306e\u8ad6\u6587\u3082\u8aad\u307f\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u3046\u3048\u3067\u3001\u516c\u5e73\u6027\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u8ad6\u6587\u3092\u8aad\u3093\u3067\u3001\u30b1\u30fc\u30b9\u306b\u5fdc\u3058\u305f\u624b\u6cd5\u306a\u3069\u3092\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3057\u3066\u3044\u304f\u6d41\u308c\u3067\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u96e3\u3057\u305d\u3046\u3067\u3059\u304c\u3001\u975e\u5e38\u306b\u9762\u767d\u305d\u3046\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u516c\u5e73\u6027\u306b\u3082\u69d8\u3005\u306a\u8003\u3048\u65b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e1\u3064\u306f\u4f8b\u3048\u3070\u300c\u5168\u54e1\u304c\u5e73\u7b49\u3067\u306f\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3092\u8a8d\u8b58\u3057\u305f\u4e0a\u3067\u3001\u5f31\u8005\u304c\u4e0d\u5229\u76ca\u3092\u88ab\u3089\u306a\u3044\u3088\u3046\u306a\u632f\u308b\u821e\u3044\u3092\u3059\u308b\u306e\u304c\u516c\u5e73\u3060\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u4ed6\u306b\u3082\u516c\u5e73\u306b\u5bfe\u3059\u308b\u69d8\u3005\u306a\u8003\u3048\u65b9\u304c\u3042\u3063\u3066\u3001\u5e38\u306b\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3092\u3057\u306a\u304c\u3089\u793e\u4f1a\u7684\u306a\u8b70\u8ad6\u3092\u3057\u3066\u3044\u307e\u3059\u3002AI\u306e\u516c\u5e73\u6027\u3092\u8003\u3048\u308b\u4e0a\u3067\u306f\u3001\u305d\u308c\u3092\u3055\u3089\u306b\u6570\u5b66\u306e\u5b9a\u7fa9\u306b\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u4f55\u3092\u516c\u5e73\u3068\u3059\u308b\u306e\u304b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e88\u6e2c\u7d50\u679c\u306e\u30c7\u30fc\u30bf\u304b\u3089\u3069\u306e\u3088\u3046\u306b\u5b9a\u91cf\u5316\u3055\u308c\u305f\u6307\u6a19\u3092\u4f5c\u6210\u3059\u308b\u306e\u304b\u3001\u3044\u304b\u306b\u305d\u306e\u6307\u6a19\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u3066\u3044\u304f\u306e\u304b\u3002<br \/>\n\u4eca\u65e5\u3067\u306f\u3053\u306e\u3088\u3046\u306a\u3053\u3068\u306b\u3064\u3044\u3066\u3001\u500b\u5225\u306e\u4e8b\u4f8b\u3054\u3068\u306b\u8e0f\u307f\u8fbc\u3093\u3067\u6d3b\u767a\u306b\u8b70\u8ad6\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u65e5\u7acb\u3067\u3082\u30012021\u5e742\u6708\u306b\u300c<a href=\"https:\/\/www.hitachi.co.jp\/New\/cnews\/month\/2021\/02\/0222.pdf\" rel=\"noopener noreferrer\" target=\"_blank\">AI\u502b\u7406\u306e\u57fa\u672c\u539f\u5247<\/a>\u300d\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002\u6280\u8853\u3067\u89e3\u6c7a\u3067\u304d\u308b\u90e8\u5206\u306f\u3001\u6211\u3005\u7814\u7a76\u8005\u304c\u7406\u8ad6\u7684\u306a\u88cf\u4ed8\u3051\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u3060\u3051\u3067\u306a\u304f\u3001\u5e83\u304f\u793e\u4f1a\u4e00\u822c\u306e\u7686\u3055\u307e\u306b\u3082\u3001\u6b63\u3057\u304fAI\u3092\u7406\u89e3\u3057\u3066\u3044\u305f\u3060\u304d\u306a\u304c\u3089\u3001AI\u306e\u793e\u4f1a\u5b9f\u88c5\u3057\u3066\u3044\u304f\u53d6\u308a\u7d44\u307f\u3082\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"i\">\u30ea\u30fc\u30ac\u30eb\u30c6\u30c3\u30af\u304b\u3089\u8003\u3048\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u3042\u308a\u65b9<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image6-6.png\" alt=\"\" width=\"1552\" height=\"1000\" class=\"alignnone size-full wp-image-20488\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image6-6.png 1552w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image6-6-300x193.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image6-6-768x495.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image6-6-1024x660.png 1024w\" sizes=\"(max-width: 1552px) 100vw, 1552px\" \/><\/p>\n<p><b>\u2015\u2015\u6b21\u306b\u662f\u679d\u3055\u3093\u3082\u3001\u5177\u4f53\u7684\u306a\u7814\u7a76\u5185\u5bb9\u3068\u305d\u3053\u306b\u81f3\u308b\u307e\u3067\u306e\u7d4c\u7def\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u79c1\u306f\u5927\u5b66\u3068\u306e\u95a2\u308f\u308a\u65b9\u304c\u9593\u702c\u3055\u3093\u3068\u9055\u3063\u3066\u3044\u307e\u3059\u3002\u5317\u7c73\u3067\u306e\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306e\u958b\u767a\u3068\u30aa\u30dd\u30c1\u30e5\u30cb\u30c6\u30a3\u63a2\u7d22\u306e\u30df\u30c3\u30b7\u30e7\u30f3\u30672020\u5e74\u306b\u65e5\u7acb\u30a2\u30e1\u30ea\u30ab\u3078\u3068\u51fa\u5411\u3057\u3001\u305d\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u3068\u306e\u5171\u540c\u7814\u7a76\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u65e5\u7acb\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u3082\u529b\u3092\u5165\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001Christopher D. Manning\u6559\u6388\uff08\u4ee5\u4e0b\uff1aManning\u5148\u751f\uff09\u3068\u306e\u5171\u540c\u7814\u7a76\u3092\u9032\u3081\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306eNLP\u30b0\u30eb\u30fc\u30d7\u306b\u306f\u591a\u304f\u306e\u6559\u6388\u304c\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u306a\u305cManning\u5148\u751f\u3060\u3063\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>Manning\u5148\u751f\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u5fdc\u7528\u3059\u308b\u3053\u3068\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u8457\u540d\u306a\u5148\u751f\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u7814\u7a76\u6210\u679c\u3092\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u5f62\u3067\u793e\u4f1a\u3078\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u975e\u5e38\u306b\u7279\u5fb4\u7684\u306a\u65b9\u3067\u3059\u3002\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u308b\u3082\u306e\u3068\u3057\u3066\u306f\u3001\u300cStanford CoreNLP\u300d\u3068\u547c\u3070\u308c\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30c4\u30fc\u30eb\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u306d\u3002<\/p>\n<p>\u79c1\u306e\u7814\u7a76\u3057\u3066\u3044\u308b\u5185\u5bb9\u304c\u793e\u4f1a\u5b9f\u88c5\u3092\u91cd\u8996\u3057\u3066\u3044\u305f\u3053\u3068\u3082\u3042\u308a\u3001Manning\u5148\u751f\u3068\u306e\u5171\u540c\u7814\u7a76\u3092\u304a\u9858\u3044\u3059\u308b\u3053\u3068\u306b\u3044\u305f\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u793e\u4f1a\u5b9f\u88c5\u306e\u91cd\u8996\u3068\u306f\u3001\u3069\u3046\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u80cc\u666f\u304b\u3089\u304a\u8a71\u3057\u3067\u304d\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u6628\u4eca\u3067\u306f\u30ea\u30fc\u30ac\u30eb\u30c6\u30c3\u30af\uff08Legal Tech\uff09\u306e\u4e2d\u3067\u3082\u300c\u5951\u7d04\u66f8\u306e\u8aad\u89e3\u652f\u63f4\u300d\u304c\u975e\u5e38\u306b\u76db\u3093\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f01\u8b77\u58eb\u3084\u30d1\u30e9\u30ea\u30fc\u30ac\u30eb\u306e\u65b9\u304c\u5951\u7d04\u66f8\u306e\u78ba\u8a8d\u4f5c\u696d\u306b\u591a\u304f\u306e\u6642\u9593\u3092\u5272\u3044\u3066\u304a\u308a\u3001\u306a\u304b\u306a\u304b\u5275\u9020\u7684\u306a\u4ed5\u4e8b\u306b\u6642\u9593\u3092\u5272\u304f\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u306e\u304c\u3001\u305d\u306e\u7406\u7531\u3067\u3059\u3002\u3053\u308c\u306f\u5927\u304d\u306a\u793e\u4f1a\u8ab2\u984c\u3067\u3042\u308b\u3068\u8a8d\u8b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u3082\u30461\u3064\u5fd8\u308c\u3066\u306f\u3044\u3051\u306a\u3044\u306e\u304c\u3001\u591a\u304f\u306e\u500b\u4eba\u3084\u5c0f\u3055\u3044\u4f01\u696d\u306f\u6cd5\u5f8b\u30b5\u30fc\u30d3\u30b9\u306b\u5341\u5206\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u305d\u308c\u306b\u3088\u308a\u3001\u5951\u7d04\u66f8\u3092\u8aad\u3093\u3067\u3082\u3088\u304f\u5206\u304b\u3089\u305a\u306b\u305d\u306e\u307e\u307e\u540c\u610f\u3092\u3057\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u3053\u3068\u306f\u5f80\u3005\u306b\u767a\u751f\u3057\u3066\u3044\u308b\u3068\u53ef\u80fd\u6027\u3082\u3042\u308b\u3067\u3057\u3087\u3046\u3002\u3082\u3061\u308d\u3093\u3001\u3053\u308c\u306f\u30d3\u30b8\u30cd\u30b9\u306e\u8a71\u3067\u306f\u306a\u304f\u3001\u6d88\u8cbb\u8005\u3092\u5bfe\u8c61\u3068\u3059\u308bBtoC\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3082\u3001\u540c\u3058\u3053\u3068\u304c\u8a00\u3048\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u3069\u3061\u3089\u3082\u60f3\u50cf\u306b\u96e3\u304f\u306a\u3044\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u73fe\u5728\u3001\u69d8\u3005\u306a\u30ea\u30fc\u30ac\u30eb\u30c6\u30c3\u30af\u30b5\u30fc\u30d3\u30b9\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u3059\u304c\u3001\u305d\u306e\u591a\u304f\u306f\u300c\u4f55\u306b\u3064\u3044\u3066\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u300d\u4ee5\u4e0a\u3092\u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u3044\u3046\u73fe\u72b6\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u3042\u308b\u6761\u9805\u304c\u3053\u3053\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u306e\u3092\u62bd\u51fa\u3057\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3053\u308c\u3060\u3051\u3067\u3082\u975e\u5e38\u306b\u6709\u610f\u7fa9\u3067\u306f\u3042\u308b\u306e\u3067\u3059\u304c\u3001\u5177\u4f53\u7684\u306b\u3069\u3093\u306a\u3053\u3068\u304c\u5b9f\u969b\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u307e\u3067\u306f\u5206\u304b\u3089\u306a\u3044\u308f\u3051\u3067\u3059\u3002\u81ea\u5206\u304c\u8a31\u5bb9\u3067\u304d\u306a\u3044\u60c5\u5831\u304c\u3042\u308b\u306e\u304b\u306f\u5206\u304b\u3089\u305a\u3001\u7d50\u679c\u3068\u3057\u3066\u5951\u7d04\u66f8\u3092\u5168\u90e8\u8aad\u307e\u306a\u3044\u3068\u7d30\u304b\u3044\u90e8\u5206\u307e\u3067\u306f\u628a\u63e1\u3067\u304d\u306a\u3044\u306e\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u5bfe\u3057\u3066\u6211\u3005\u306e\u5171\u540c\u7814\u7a76\u3067\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u89e3\u304f\u305f\u3081\u306b\u3069\u3046\u3044\u3046\u5f62\u3067\u5b9a\u5f0f\u5316\u3059\u308b\u3079\u304d\u304b\u3001\u3068\u3044\u3046\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u307e\u3057\u305f\u3002<\/p>\n<h2><span id=\"i-2\">\u5951\u7d04\u66f8\u306e\u305f\u3081\u306e\u6587\u66f8\u30ec\u30d9\u30eb\u542b\u610f\u5224\u5b9a\u6280\u8853<\/span><\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/12\/Image.jpeg\" alt=\"\" width=\"100%\" \/><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>Manning\u5148\u751f\u306f\u69d8\u3005\u306a\u5206\u91ce\u306e\u7814\u7a76\u3092\u306a\u3055\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u4e2d\u306bNLI\uff08Natural Language Inference;\u542b\u610f\u95a2\u4fc2\u8a8d\u8b58\uff09\u3068\u3044\u3046\u9818\u57df\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u30012\u3064\u306e\u4e0e\u3048\u3089\u308c\u305f\u6587\u306e\u9593\u306b\u300c\u542b\u610f\u300d\u306e\u95a2\u4fc2\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u62bd\u51fa\u3059\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u542b\u610f\u3068\u306f\u3069\u3046\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u4e00\u8a00\u3067\u8868\u3059\u306e\u3067\u3042\u308c\u3070\u3001\u300c\u6587\u306e\u8868\u73fe\u3068\u3057\u3066\u306f\u9055\u3063\u3066\u3044\u3066\u3082\u3001\u8a00\u3063\u3066\u3044\u308b\u610f\u5473\u3068\u3057\u3066\u306f\u540c\u3058\u3082\u306e\u3092\u542b\u3080\u304b\u300d\u3092\u62bd\u51fa\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u8003\u3048\u65b9\u3068\u3057\u3066\u306f\u5272\u3068\u30d5\u30a1\u30f3\u30c0\u30e1\u30f3\u30bf\u30eb\u306a\u8a00\u8a9e\u51e6\u7406\u306e\u554f\u984c\u3067\u3059\u3002\u3053\u308c\u307e\u3067\u306f\u3042\u307e\u308a\u5fdc\u7528\u3055\u308c\u3066\u3053\u306a\u304b\u3063\u305f\u5206\u91ce\u306a\u306e\u3067\u3059\u304c\u3001\u3053\u308c\u3092\u5fdc\u7528\u3057\u305f\u3089\u9762\u767d\u3044\u3093\u3058\u3083\u306a\u3044\u304b\u3068\u3044\u3046\u3053\u3068\u3092\u5148\u751f\u3068\u4e00\u7dd2\u306b\u8a71\u3057\u307e\u3057\u3066\u3001\u56f3\u306b\u3042\u308b\u3088\u3046\u306a\u554f\u984c\u306b\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image9-4.png\" alt=\"\" width=\"1999\" height=\"776\" class=\"alignnone size-full wp-image-20480\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image9-4.png 1999w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image9-4-300x116.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image9-4-768x298.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image9-4-1024x398.png 1024w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u307e\u305a\u306f\u5165\u529b\u3068\u3057\u3066\u3001\u4eee\u8aac\u3068\u5951\u7d04\u66f8\u304c\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u3044\u3046\u4eee\u8aac\u3068\u306f\u3001\u4f8b\u3048\u3070NDA\uff08\u79d8\u5bc6\u4fdd\u6301\u5951\u7d04\uff09\u3067\u3042\u308c\u3070\u300c\u3059\u3079\u3066\u306e\u79d8\u533f\u60c5\u5831\u306f\u4e38\u79d8\u306a\u3069\u3067\u7279\u5b9a\u3055\u308c\u308b\u3053\u3068\u3068\u3059\u308b\u300d\u306a\u3069\u306e\u6587\u7ae0\u3068\u306a\u308a\u307e\u3059\u3002\u3082\u3061\u308d\u3093\u4ed6\u306b\u3082\u3001\u4f8b\u3048\u3070BtoC\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528\u898f\u7d04\u3067\u3042\u308c\u3070\u300c\u500b\u4eba\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u306f\u7b2c\u4e09\u8005\u306b\u63d0\u4f9b\u3057\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u3053\u3068\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u7814\u7a76\u3067\u306f\u3001\u4eca\u304a\u4f1d\u3048\u3057\u305f\u4eee\u8aac\u3068\u5951\u7d04\u66f8\u304c\u542b\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u9006\u306b\u77db\u76fe\u3057\u3066\u3044\u308b\u306e\u304b\u3001\u3042\u308b\u3044\u306f\u8a00\u53ca\u3055\u308c\u3066\u3044\u306a\u3044\u306e\u304b\u3092\u5224\u5b9a\u3057\u307e\u3059\u3002\u305d\u308c\u306b\u4f75\u305b\u3066\u3001\u306a\u305c\u305d\u306e\u5224\u65ad\u304c\u4e0b\u3055\u308c\u305f\u306e\u304b\u3068\u3044\u3046\u6839\u62e0\u306e\u90e8\u5206\u3082\u62bd\u51fa\u30fb\u8868\u793a\u3057\u307e\u3059\u3002\u3053\u3053\u306f\u9593\u702c\u3055\u3093\u306e\u7814\u7a76\u9818\u57df\u3068\u3082\u91cd\u306a\u308b\u90e8\u5206\u3067\u3059\u306d\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u3063\u3066\u3001\u305d\u306e\u5951\u7d04\u66f8\u304c\u300c\u4f55\u306b\u3064\u3044\u3066\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u300c\u3069\u3046\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u300d\u307e\u3067\u3092\u62bd\u51fa\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u6280\u8853\u3092\u300c\u6587\u66f8\u30ec\u30d9\u30eb\u542b\u610f\u5224\u5b9a\u6280\u8853 \u300d\u3068\u547c\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u306a\u308b\u307b\u3069\u3002<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u307e\u305f\u3001\u5148\u307b\u3069\u3082\u304a\u4f1d\u3048\u3057\u305f\u3068\u304a\u308a\u30c4\u30fc\u30eb\u306e\u5f62\u3067\u4e16\u306b\u516c\u958b\u3059\u308b\u306e\u3067\u3001Manning\u5148\u751f\u306b\u52a9\u8a00\u3092\u3044\u305f\u3060\u304d\u306a\u304c\u3089\u3001\u307e\u305a\u30c7\u30fc\u30bf\u306e\u4f5c\u6210\u3092\u3057\u307e\u3057\u305f\u3002\u5951\u7d04\u66f8\u3092\u30cd\u30c3\u30c8\u306a\u3069\u304b\u3089\u96c6\u3081\u3066\u304d\u3066\u3001\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u30d5\u30a9\u30fc\u30de\u30c3\u30c6\u30a3\u30f3\u30b0\u3057\u30011\u30f6\u6708\u524d\u306b\u7121\u4e8b\u306b\u516c\u958b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002(<a href=\"https:\/\/stanfordnlp.github.io\/contract-nli\/\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/stanfordnlp.github.io\/contract-nli\/<\/a>)<\/p>\n<div id=\"attachment_3659\" style=\"width:100%;text-align:center;\" class=\"wp-caption alignnone\">\n<img decoding=\"async\" aria-describedby=\"caption-attachment-3659\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image8-5.png\" alt=\"\" ><\/p>\n<p id=\"caption-attachment-3659\" class=\"wp-caption-text\" ><a href=\"https:\/\/stanfordnlp.github.io\/contract-nli\/\" rel=\"noopener noreferrer\" target=\"_blank\">https:\/\/stanfordnlp.github.io\/contract-nli\/<\/a><\/div>\n<p><b>\u2015\u2015\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u306e\u306f\u308f\u304b\u308a\u307e\u3059\u304c\u3001\u306a\u305c\u5168\u4e16\u754c\u306b\u5411\u3051\u3066\u516c\u958b\u3092\u3055\u308c\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u306e\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u3092\u4e00\u7dd2\u306b\u7814\u7a76\u3057\u3066\u516c\u958b\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u554f\u984c\u306f\u975e\u5e38\u306b\u96e3\u3057\u304f\u3001\u79c11\u4eba\u3060\u3051\u306e\u529b\u3067\u306f\u3067\u304d\u308b\u3053\u3068\u306b\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u5168\u4e16\u754c\u306b\u30c7\u30fc\u30bf\u3092\u516c\u958b\u3059\u308b\u3053\u3068\u3067\u3001\u793e\u4f1a\u5168\u4f53\u306e\u529b\u3092\u4f7f\u3063\u3066\u3053\u306e\u554f\u984c\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u3066\u3044\u304f\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3060\u304b\u3089\u3053\u305d\u3001\u3088\u308a\u5e83\u304f\u4f7f\u3063\u3066\u3044\u305f\u3060\u3051\u308b\u3088\u3046\u306b\u7814\u7a76\u30aa\u30f3\u30ea\u30fc\u3068\u3044\u3046\u5236\u7d04\u3092\u8a2d\u3051\u3066\u3044\u307e\u305b\u3093\u3057\u3001\u4ed6\u306e\u4f01\u696d\u3067\u3082\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"i-3\">\u4e92\u3044\u306e\u7814\u7a76\u9818\u57df\u3092\u3046\u307e\u304f\u5fdc\u7528\u3057\u3066\u6d3b\u304b\u3057\u3066\u3044\u304d\u305f\u3044<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image12-4.png\" alt=\"\" width=\"1550\" height=\"1000\" class=\"alignnone size-full wp-image-20505\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image12-4.png 1550w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image12-4-300x194.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image12-4-768x495.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image12-4-1024x661.png 1024w\" sizes=\"(max-width: 1550px) 100vw, 1550px\" \/><br \/>\n<b>\u2015\u2015\u662f\u679d\u3055\u3093\u306e\u7814\u7a76\u5185\u5bb9\u306b\u3064\u3044\u3066\u306f\u3001\u30ea\u30fc\u30ac\u30eb\u30c6\u30c3\u30af\u4ee5\u5916\u3067\u3082\u5e83\u304f\u6d3b\u7528\u3067\u304d\u305d\u3046\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u305d\u3046\u3067\u3059\u306d\u3002\u8fd1\u5e74\u3067\u306f\u300c\u8cea\u554f\u5fdc\u7b54\u300d\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u3082\u76db\u3093\u3067\u3057\u3066\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u5358\u8a9e\u30ec\u30d9\u30eb\u3067\u56de\u7b54\u3092\u62bd\u51fa\u3059\u308b\u5f62\u304c\u4e00\u822c\u7684\u306a\u306e\u3067\u3059\u304c\u3001\u73fe\u72b6\u3067\u306f\u672c\u7814\u7a76\u3067\u5bfe\u8c61\u3068\u3059\u308b\u3088\u3046\u306a\u300c\u610f\u5473\u30ec\u30d9\u30eb\u306e\u62bd\u51fa\u300d\u306f\u7bc4\u56f2\u5916\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u8cea\u554f\u5fdc\u7b54\u306e\u53ef\u80fd\u6027\u3092\u5e83\u3052\u308b\u3053\u3068\u306b\u3082\u5bc4\u4e0e\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u306e\u9818\u57df\u3067\u3082\u6d3b\u7528\u304c\u3067\u304d\u308b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u306b\u304a\u3044\u3066\u3082\u3001\u4f55\u304b\u3057\u3089\u306e\u4e3b\u5f35\u3068\u6587\u7ae0\u304c\u4e0e\u3048\u3089\u308c\u3066\u3044\u3066\u3001\u305d\u308c\u306b\u5bfe\u3059\u308b\u7d50\u679c\u3068\u3057\u3066\u4e3b\u5f35\u304c\u6b63\u78ba\u304b\u8aa4\u308a\u304b\u3001\u3082\u3057\u304f\u306f\u5224\u65ad\u4e0d\u80fd\u304b\u3092\u8fd4\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u5148\u307b\u3069\u3054\u89a7\u3044\u305f\u3060\u3044\u305f\u5165\u529b\u3068\u51fa\u529b\u306e\u5f62\u3068\u307b\u307c\u540c\u3058\u3067\u3042\u308b\u3053\u3068\u304c\u304a\u5206\u304b\u308a\u3044\u305f\u3060\u3051\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p style=\"text-align:center;\"><img decoding=\"async\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image10-4.png\" alt=\"\" width=\"960\"><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u6211\u3005\u306e\u7814\u7a76\u3092\u5fdc\u7528\u3057\u3066\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u9818\u57df\u3067\u3082\u6d3b\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308c\u3070\u3001\u3088\u308a\u5927\u304d\u306a\u793e\u4f1a\u7684\u306a\u6210\u679c\u3092\u5f97\u3089\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u3044\u3044\u3067\u3059\u306d\u3002\u9593\u702c\u3055\u3093\u306e\u7814\u7a76\u3082\u3001\u3088\u308a\u6839\u672c\u7684\u306a\u90e8\u5206\u306e\u300c\u3042\u308a\u65b9\u300d\u306b\u95a2\u308f\u308b\u8a71\u306a\u306e\u3067\u3001AI\u6d3b\u7528\u305d\u306e\u3082\u306e\u306e\u57fa\u76e4\u7684\u306a\u601d\u60f3\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u304f\u3088\u3046\u306b\u611f\u3058\u307e\u3059\u3002<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u305d\u3046\u3067\u3059\u306d\u3002\u4e00\u822c\u7684\u306a\u8a71\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u304c\u3001AI\u7814\u7a76\u304c\u3042\u308b\u7406\u7531\u306f\u3001\u79c1\u305f\u3061\u304cAI\u3092\u4fbf\u5229\u306a\u9053\u5177\u3068\u3057\u3066\u4f7f\u3046\u305f\u3081\u3067\u3059\u3002\u3067\u3059\u306e\u3067\u3001AI\u306e\u6319\u52d5\u3092\u3046\u307e\u304f\u5236\u5fa1\u3067\u304d\u305a\u306b\u3001\u4eba\u306b\u4e0d\u5229\u76ca\u3092\u4e0e\u3048\u308b\u3088\u3046\u306a\u3053\u3068\u304c\u8d77\u304d\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u91cd\u8981\u306a\u3068\u3053\u308d\u306f\u4eba\u3067\u3082\u30c1\u30a7\u30c3\u30af\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3001\u4f8b\u3048\u3070\u300cAI\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af\u300d\u307f\u305f\u3044\u306a\u3082\u306e\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304f\u308b\u3068\u3001\u793e\u4f1a\u306e\u4e2d\u3067\u306eAI\u6d3b\u7528\u304c\u9032\u307f\u3001\u3088\u308a\u8c4a\u304b\u306a\u66ae\u3089\u3057\u3078\u3068\u3064\u306a\u304c\u3063\u3066\u3044\u304f\u3060\u308d\u3046\u306a\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<br \/>\n<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image11-4.png\" alt=\"\" width=\"1560\" height=\"1004\" class=\"alignnone size-full wp-image-20482\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image11-4.png 1560w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image11-4-300x193.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image11-4-768x494.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image11-4-1024x659.png 1024w\" sizes=\"(max-width: 1560px) 100vw, 1560px\" \/><\/p>\n<p><b>\u2015\u2015\u304a\u3075\u305f\u308a\u306e\u7814\u7a76\u306f\u30af\u30ed\u30b9\u30aa\u30fc\u30d0\u30fc\u3059\u308b\u90e8\u5206\u3082\u3042\u308b\u3068\u601d\u3046\u306e\u3067\u3059\u304c\u3001\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u79c1\u306f\u5e30\u56fd\u3057\u3066\u304b\u3089\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u7814\u7a76\u306b\u3082\u643a\u308f\u308a\u59cb\u3081\u3066\u3044\u307e\u3057\u3066\u3001\u662f\u679d\u3055\u3093\u306e\u6700\u65b0\u6280\u8853\u306f\u3068\u3066\u3082\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002\u5951\u7d04\u66f8\u306e\u3088\u3046\u306a\u30ad\u30c1\u30c3\u3068\u66f8\u304b\u308c\u305f\u6587\u7ae0\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u4f8b\u3048\u3070\u30d6\u30ed\u30b0\u8a18\u4e8b\u3084Web\u4e0a\u306e\u8a0e\u8ad6\u8a18\u4e8b\u306a\u3069\u3002\u3088\u308a\u67d4\u8edf\u306a\u6587\u7ae0\u3078\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u3082\u3001\u4eca\u5f8c\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3067\u304d\u305f\u3089\u3044\u3044\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u79c1\u306f\u3042\u304f\u307e\u3067\u4eba\u306e\u652f\u63f4\u3092\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u4eba\u3092\u652f\u63f4\u3057\u3066\u3088\u308a\u751f\u7523\u7684\u306b\u6d3b\u52d5\u304c\u3067\u304d\u308c\u3070\u3001\u6b8b\u3063\u305f\u6642\u9593\u3067\u3082\u3063\u3068\u5225\u306e\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u308f\u3051\u3067\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u4eca\u307e\u3067\u306e\u3084\u308a\u65b9\u3092\u5927\u304d\u304f\u5909\u3048\u305a\u306bAI\u6d3b\u7528\u3092\u9032\u3081\u308b\u3053\u3068\u3068\u3001\u9593\u702c\u3055\u3093\u304c\u3084\u3063\u3066\u3044\u3089\u3063\u3057\u3083\u308b\u3088\u3046\u306a\u8aac\u660e\u6027\u304c\u3068\u3066\u3082\u91cd\u8981\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u7814\u7a76\u3068\u3057\u3066\u9023\u643a\u3059\u308b\u3053\u3068\u306f\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u3053\u308c\u307e\u3067\u306f\u3001\u57fa\u672c\u7684\u306b\u7814\u7a76\u30ec\u30d9\u30eb\u3067\u4ea4\u308f\u308b\u3053\u3068\u306f\u306a\u304b\u3063\u305f\u3067\u3059\u3088\u306d\uff1f<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u305d\u3046\u3067\u3059\u306d\u3002\u6211\u3005\u306f\u3069\u3061\u3089\u304b\u3068\u3044\u3046\u3068\u3001AI\u3092\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3068\u6349\u3048\u3066\u3001\u305d\u306e\u5916\u5074\u3067\u6839\u62e0\u3092\u63a2\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u4e00\u65b9\u3067\u662f\u679d\u3055\u3093\u305f\u3061\u306f\u3001\u6839\u62e0\u3082\u793a\u305b\u308b\u3088\u3046\u306b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304b\u3089\u8003\u3048\u3066\u3044\u308b\u3068\u3044\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u304b\u306a\u3068\u3002<\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u5c11\u3057\u4e71\u66b4\u306a\u8868\u73fe\u3067\u3059\u304c\u3001\u6211\u3005\u306f\u300c\u3067\u304d\u308c\u3070\u3044\u3044\u3084\u300d\u7684\u306a\u3068\u3053\u308d\u306b\u884c\u304d\u304c\u3061\u306a\u90e8\u5206\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u9593\u702c\u3055\u3093\u305f\u3061\u306e\u3088\u3046\u306b\u3001\u305d\u3082\u305d\u3082\u6839\u62e0\u306f\u3069\u3046\u3042\u308b\u3079\u304d\u304b\u3068\u3044\u3063\u305f\u7406\u8ad6\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u5206\u91ce\u3060\u3068\u3042\u307e\u308a\u4e3b\u6d41\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3046\u3044\u3046\u3068\u3053\u308d\u3082\u542b\u3081\u3066\u9593\u702c\u3055\u3093\u305f\u3061\u306e\u7814\u7a76\u3092\u3069\u3093\u3069\u3093\u53d6\u308a\u8fbc\u3093\u3067\u3044\u3063\u3066\u3001\u3088\u3044\u5f62\u3067\u7814\u7a76\u306b\u6d3b\u304b\u305b\u305f\u3089\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u305d\u3046\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u65e5\u7acb\u3067\u306f\u8272\u3093\u306a\u9818\u57df\u306e\u7814\u7a76\u958b\u767a\u304c\u884c\u308f\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u6a2a\u306e\u3064\u306a\u304c\u308a\u304b\u3089\u306e\u5fdc\u7528\u3082\u3067\u304d\u305d\u3046\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u307e\u3055\u306b\u305d\u306e\u901a\u308a\u3067\u3059\u306d\u3002\u5b66\u8853\u7684\u306b\u6df1\u3081\u308b\u3068\u3044\u3046\u3053\u3068\u3092\u3084\u308a\u306a\u304c\u3089\u3001\u793e\u5185\u306b\u5e83\u5927\u306a\u5b9f\u8a3c\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u8fd1\u5e74\u306fLumada\u3092\u4e2d\u5fc3\u306b\u9867\u5ba2\u5171\u5275\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3082\u305f\u304f\u3055\u3093\u9032\u3081\u3066\u3044\u307e\u3059\u3002AI\u306e\u7814\u7a76\u3092\u3057\u3066\u305d\u306e\u6210\u679c\u3092\u30d3\u30b8\u30cd\u30b9\u306b\u3064\u306a\u3052\u3066\u3044\u304f\u3002\u3053\u306e\u6d41\u308c\u3092\u4e00\u6c17\u901a\u8cab\u3067\u304d\u308b\u74b0\u5883\u306f\u3001\u306a\u304b\u306a\u304b\u7121\u3044\u3093\u3058\u3083\u306a\u3044\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u3042\u3068\u306f\u3084\u306f\u308a\u3001\u50d5\u305f\u3061\u304c\u7d4c\u9a13\u3057\u305f\u3088\u3046\u306b\u3001\u6d77\u5916\u3067\u5171\u540c\u7814\u7a76\u3059\u308b\u6a5f\u4f1a\u304c\u3042\u308b\u306e\u3082\u975e\u5e38\u306b\u5927\u304d\u3044\u306a\u3068\u601d\u3044\u307e\u3059\u3002\u65e5\u7acb\u306f\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u4ee5\u5916\u306b\u3082\u69d8\u3005\u306a\u5927\u5b66\u3068\u5171\u540c\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u3089\u306b\u53c2\u52a0\u3067\u304d\u308b\u6a5f\u4f1a\u304c\u591a\u3044\u306e\u306f\u3001\u7814\u7a76\u8005\u3068\u3057\u3066\u975e\u5e38\u306b\u9b45\u529b\u7684\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"i-4\">\u6700\u7d42\u7684\u306b\u306f\u3001\u793e\u4f1a\u3092\u5909\u3048\u308b\u3088\u3046\u306a\u5927\u767a\u898b\u306b\u643a\u308f\u308c\u308b\u304b\u3082\u3057\u308c\u306a\u3044<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image13-4.png\" alt=\"\" width=\"1999\" height=\"1289\" class=\"alignnone size-full wp-image-20504\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image13-4.png 1999w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image13-4-300x193.png 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image13-4-768x495.png 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/11\/image13-4-1024x660.png 1024w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/p>\n<p><b>\u2015\u2015\u304a\u3075\u305f\u308a\u306e\u4eca\u5f8c\u306e\u76ee\u6a19\u3068\u3057\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u76ee\u6a19\u3067\u3059\u304b\u3002\u3082\u3068\u3082\u3068\u5927\u304d\u306a\u5922\u304c\u306a\u3044\u4eba\u9593\u3067\u3057\u3066\u3001\u306a\u304b\u306a\u304b\u96e3\u3057\u3044\u3067\u3059\u306d\u3002\u5c11\u3057\u9061\u308a\u307e\u3059\u304c\u3001\u5c0f\u5b66\u6821\u306e\u6642\u306e\u4f5c\u6587\u3067\u3001\u79c1\u306f\u300c\u5927\u4f01\u696d\u306e\u7814\u7a76\u6240\u306e\u7814\u7a76\u54e1\u300d\u306b\u5c06\u6765\u306a\u308a\u305f\u3044\u3068\u66f8\u3044\u3066\u3044\u307e\u3057\u305f\u3002\u30b2\u30fc\u30e0\u304c\u597d\u304d\u3060\u3063\u305f\u3053\u3068\u3082\u3042\u308a\u4eba\u304c\u697d\u3057\u304f\u306a\u308b\u3088\u3046\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306b\u643a\u308f\u308a\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u305f\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>\u73fe\u5728\u306fAI\u306e\u7814\u7a76\u8005\u3068\u3044\u3046\u7acb\u5834\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u3042\u306e\u9803\u304b\u3089\u6839\u5e95\u306f\u3042\u307e\u308a\u5909\u308f\u3063\u3066\u304a\u3089\u305a\u3001\u4eba\u304c\u8c4a\u304b\u306a\u751f\u6d3b\u3092\u9001\u308c\u308b\u3088\u3046\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3092\u793e\u4f1a\u306b\u5b9f\u88c5\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AI\u3092\u7814\u7a76\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3088\u304f\u601d\u3046\u3053\u3068\u306f\u3001AI\u3092\u4f7f\u3046\u3053\u3068\u3067\u4eca\u307e\u3067\u306e\u5e38\u8b58\u3067\u306f\u8003\u3048\u3089\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u3088\u3046\u306a\u300c\u3059\u3054\u3044\u767a\u898b\u300d\u304c\u3067\u304d\u308b\u3093\u3058\u3083\u306a\u3044\u304b\u306a\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u7269\u51c4\u304f\u5927\u304d\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3044\u307e\u3059\u3057\u3001\u4eba\u304c\u6700\u9069\u3060\u3068\u601d\u3046\u3082\u306e\u4ee5\u5916\u304c\u6700\u9069\u89e3\u3060\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u3046\u3044\u3046\u3082\u306e\u3092\u7a81\u304d\u8a70\u3081\u3066\u3044\u304f\u3068\u3001\u6700\u7d42\u7684\u306b\u306f\u793e\u4f1a\u3092\u5909\u3048\u308b\u3088\u3046\u306a\u5927\u767a\u898b\u306b\u643a\u308f\u308c\u308b\u3093\u3058\u3083\u306a\u3044\u304b\u306a\u3068\u671f\u5f85\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u3059\u3054\u304f\u7d20\u6575\u3067\u3059\u306d\uff01\u662f\u679d\u3055\u3093\u306f\u3044\u304b\u304c\u3067\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u77ed\u671f\u7684\u306a\u8a71\u3068\u3057\u3066\u306f\u3001\u5148\u307b\u3069\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u307e\u3060\u516c\u958b\u3057\u305f\u3070\u304b\u308a\u306a\u306e\u3067\u3001\u3053\u308c\u304b\u3089\u591a\u304f\u306e\u7814\u7a76\u8005\u3084\u4f01\u696d\u306e\u65b9\u3005\u3068\u4e00\u7dd2\u306b\u3001\u30ea\u30fc\u30ac\u30eb\u30c6\u30c3\u30af\u3092\u76db\u308a\u4e0a\u3052\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u4e2d\u9577\u671f\u7684\u306a\u5922\u306b\u3064\u3044\u3066\u3001\u305d\u3082\u305d\u3082\u79c1\u306e\u7814\u7a76\u52d5\u6a5f\u306f\u3001\u300c\u9762\u5012\u304f\u3055\u3044\u3053\u3068\u304c\u975e\u5e38\u306b\u5acc\u3060\u300d\u3068\u3044\u3046\u3068\u3053\u308d\u304b\u3089\u6765\u3066\u3044\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u306e\u7121\u99c4\u3084\u65e5\u5e38\u751f\u6d3b\u306e\u30da\u30a4\u30f3\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u3001\u4eba\u751f\u306f\u81ea\u5206\u306e\u3084\u308a\u305f\u3044\u3053\u3068\u4ee5\u5916\u306e\u7121\u99c4\u3084\u30a4\u30e9\u30a4\u30e9\u3067\u3042\u3075\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u3082\u3063\u3068\u7814\u7a76\u306e\u3053\u3068\u3060\u3051\u3092\u8003\u3048\u3066\u751f\u304d\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u304c\u3001\u76f4\u8fd1\u306e5\u5e74\u3092\u53d6\u3063\u3066\u3082\u3001\u307e\u3060\u307e\u3060\u308f\u3060\u304b\u307e\u308a\u306f\u3042\u308a\u307e\u3059\u3002<br \/>\n\u306a\u304b\u306a\u304b\u4e16\u306e\u4e2d\u304c\u5909\u308f\u3063\u3066\u3044\u304b\u306a\u3044\u306a\u3068\u601d\u3044\u304c\u3042\u308b\u306e\u3067\u3001\u793e\u4f1a\u3078\u3068\u9084\u5143\u3057\u3066\u3044\u3051\u308b\u7814\u7a76\u3092\u3057\u3066\u3044\u304d\u305f\u3044\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u305d\u306e\u305f\u3081\u306b\u3001\u3053\u308c\u304b\u3089\u3069\u3093\u306a\u4eba\u3068\u4e00\u7dd2\u306b\u50cd\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u624b\u3092\u52d5\u304b\u305b\u3066\u3001\u52c9\u5f37\u3059\u308b\u3053\u3068\u3092\u3084\u3081\u306a\u3044\u4eba\u3067\u3059\u304b\u306d\u3002\u79c1\u3082\u6614\u306fQiita\u3092\u3061\u3087\u3053\u3061\u3087\u3053\u3068\u66f8\u3044\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u305d\u3046\u3044\u3063\u305f\u52c9\u5f37\u3092\u6b62\u3081\u306a\u3044\u4eba\u304c\u3044\u3044\u3067\u3059\u306d\u3002\u65e5\u7acb\u306f\u4f01\u696d\u898f\u6a21\u304c\u5927\u304d\u304f\u3001\u914d\u7f6e\u63db\u3048\u306a\u3069\u3067\u7814\u7a76\u74b0\u5883\u3082\u5927\u304d\u304f\u5909\u308f\u308a\u3046\u308b\u5834\u6240\u306a\u306e\u3067\u3001\u81ea\u5206\u3067\u52c9\u5f37\u3057\u3066\u3044\u3051\u306a\u3044\u3068\u53b3\u3057\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u65b0\u3057\u3044\u9818\u57df\u3067\u3042\u3063\u3066\u3082\u3001\u7269\u6016\u3058\u305b\u305a\u306b\u98db\u3073\u8fbc\u3093\u3067\u3044\u3051\u308b\u3002\u305d\u3046\u3044\u3046\u30de\u30a4\u30f3\u30c9\u304c\u975e\u5e38\u306b\u5927\u4e8b\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u79c1\u306f\u3082\u3068\u3082\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b5\u30a4\u30a8\u30f3\u30b9\u9818\u57df\u306e\u7814\u7a76\u8005\u3067\u6570\u5b66\u306f\u3069\u3061\u3089\u304b\u3068\u3044\u3046\u3068\u82e6\u624b\u3067\u3057\u305f\u304c\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u3068\u3044\u3046\u4e16\u754c\u3067\u3082\u6709\u6570\u306e\u6570\u5b66\u306e\u5929\u624d\u304c\u96c6\u307e\u308b\u74b0\u5883\u306b\u8eab\u3092\u7f6e\u3044\u305f\u3053\u3068\u3067\u3001\u52c9\u5f37\u3057\u306a\u304c\u3089\u5f7c\u3089\u3068\u3082\u6570\u5f0f\u306e\u610f\u5473\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u304d\u307e\u3057\u305f\u3002<br \/>\n\u307e\u305f\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u9762\u3060\u3051\u3067\u306a\u304f\u3001\u5143\u3005\u306e\u5c02\u9580\u6027\u3092\u751f\u304b\u3057\u3066\u3001\u5358\u7d14\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u306e\u304c\u65e9\u3044\u3068\u304b\u305d\u3046\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3057\u3001\u5b9f\u969b\u306e\u6a5f\u68b0\u5b66\u7fd2\u3092\u73fe\u5834\u306b\u9069\u7528\u3057\u305f\u3068\u304d\u306e\u77e5\u898b\u306b\u3064\u3044\u3066\u8208\u5473\u3092\u3082\u3063\u3066\u3082\u3089\u3063\u305f\u308a\u3068\u3001\u81ea\u5206\u304c\u4f55\u8005\u304b\u3068\u3044\u3046\u90e8\u5206\u3082\u5c11\u3057\u305a\u3064\u5206\u304b\u3063\u3066\u3044\u3063\u305f\u6c17\u304c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u8981\u3059\u308b\u306b\u3001\u7570\u5206\u91ce\u306b\u98db\u3073\u8fbc\u3080\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u5b66\u3073\u306f\u3068\u3066\u3082\u591a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<br \/>\n\u65e5\u7acb\u306f\u4e8b\u696d\u9818\u57df\u304c\u591a\u304f\u3001\u69d8\u3005\u306a\u77e5\u898b\u3092\u5408\u308f\u305b\u3066\u63d0\u6848\u3057\u3066\u3044\u304f\u3053\u3068\u3092\u65e5\u3005\u7e70\u308a\u8fd4\u3059\u3053\u3068\u306b\u306a\u308b\u3068\u601d\u3046\u306e\u3067\u3001\u305d\u308c\u3092\u697d\u3057\u3044\u3068\u601d\u3063\u3066\u304f\u308c\u308b\u65b9\u3068\u306a\u3089\u4e00\u7dd2\u306b\u50cd\u3044\u3066\u3044\u3066\u697d\u3057\u3044\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002\u305d\u308c\u3067\u306f\u6700\u5f8c\u306b\u3001\u8aad\u8005\u306e\u7686\u3055\u307e\u306b\u5411\u3051\u3066\u4e00\u8a00\u305a\u3064\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u304a\u9858\u3044\u3057\u307e\u3059\uff01<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u9593\u702c : <\/b><\/span>\u4eca\u306e\u6642\u4ee3\u3001\u30b3\u30e9\u30dc\u3068\u304b\u5171\u540c\u7814\u7a76\u306a\u3069\u69d8\u3005\u306a\u5f62\u3067\u4e00\u7dd2\u306b\u50cd\u304f\u6a5f\u4f1a\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u305c\u3072\u672c\u8a18\u4e8b\u3067\u8208\u5473\u3092\u6301\u3063\u3066\u304f\u3060\u3055\u3063\u305f\u65b9\u3068\u4e00\u7dd2\u306b\u3001AI\u3092\u4f7f\u3063\u3066\u793e\u4f1a\u3092\u8c4a\u304b\u306b\u3057\u3066\u3044\u304f\u7814\u7a76\u958b\u767a\u306b\u53d6\u308a\u7d44\u3081\u305f\u3089\u5b09\u3057\u3044\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #197fe6;\"><b>\u662f\u679d\uff1a<\/b><\/span>\u3053\u306e\u304a\u8a71\u3092\u3044\u305f\u3060\u304f2\u5e74\u524d\u306f\u3001\u30b7\u30ea\u30b3\u30f3\u30d0\u30ec\u30fc\u3067\u5171\u540c\u7814\u7a76\u3092\u3059\u308b\u3068\u306f\u5922\u306b\u3082\u601d\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u306e\u3067\u3059\u304c\u3001\u3072\u3087\u3093\u306a\u3053\u3068\u304b\u3089\u30c1\u30e3\u30f3\u30b9\u304c\u6765\u3066\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306b\u901a\u3063\u3066\u3044\u307e\u3059\u3002\u3084\u308a\u305f\u3044\u3053\u3068\u304c\u3042\u308c\u3070\u3001\u305a\u3063\u3068\u8a00\u3044\u7d9a\u3051\u308b\u3053\u3068\u304c\u5927\u4e8b\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h4><b>\u7de8\u96c6\u5f8c\u8a18<\/b><\/h4>\n<p class=\"well\">\nXAI\u3082NLP\u3082\u3001\u3053\u308c\u304b\u3089\u306e\u9ad8\u5ea6\u60c5\u5831\u5316\u793e\u4f1a\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u3092\u8003\u3048\u308b\u4e0a\u3067\u306f\u6b20\u304b\u305b\u306a\u3044\u6280\u8853\u9818\u57df\u3060\u304b\u3089\u3053\u305d\u3001\u305d\u306e\u3088\u3046\u306a\u9818\u57df\u306e\u6700\u5148\u7aef\u7814\u7a76\u54e1\u304c\u96c6\u307e\u308b\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u3068\u306e\u5171\u540c\u7814\u7a76\u304c\u53f6\u3046\u306e\u306f\u3001\u975e\u5e38\u306b\u9b45\u529b\u7684\u306a\u74b0\u5883\u3060\u3068\u611f\u3058\u307e\u3059\u3002<br \/>\n\u7279\u306b\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u3067\u3082\u8b70\u984c\u306b\u4e0a\u304c\u3063\u305f\u3001AI\u6d3b\u7528\u306b\u304a\u3051\u308b\u300c\u516c\u5e73\u6027\u300d\u306b\u3064\u3044\u3066\u306f\u5b9a\u7fa9\u304c\u96e3\u3057\u304f\u3001\u305d\u308c\u6545\u306b\u7814\u7a76\u8005\u4ee5\u5916\u3082\u542b\u3081\u305f\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u306b\u3088\u308b\u7d99\u7d9a\u7684\u306a\u5bfe\u8a71\u3053\u305d\u304c\u91cd\u8981\u3067\u3042\u308b\u3068\u3001\u304a\u8a71\u3092\u4f3a\u3044\u306a\u304c\u3089\u6539\u3081\u3066\u611f\u3058\u305f\u6b21\u7b2c\u3067\u3059\u3002<br \/>\n\u65e5\u7acb\u88fd\u4f5c\u6240\u306b\u3088\u308b\u6d77\u5916\u6a5f\u95a2\u3068\u306e\u5171\u540c\u7814\u7a76\u306b\u3064\u3044\u3066\u306f\u3001\u672c\u8a18\u4e8b\u4ee5\u5916\u306b\u3082\u591a\u304f\u53d6\u6750\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305c\u3072\u4f75\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<br \/>\n<br \/>\n\u30fb<a href=\"https:\/\/qiita.com\/official-columns\/interview\/202012-hitachi-2\/\" rel=\"noopener noreferrer\" target=\"_blank\">\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30b4\u30c3\u30c9\u30d5\u30a1\u30fc\u30b6\u30fc\u306e\u3082\u3068\u3067\u3001\u4e16\u754c\u6700\u5148\u7aef\u306eAI\u7814\u7a76\u306b\u6ca1\u982d\u3059\u308b\u65e5\u7acb\u306e\u7814\u7a76\u8005\u306b\u8feb\u308b<\/a><br \/>\n\u30fb<a href=\"https:\/\/qiita.com\/official-columns\/interview\/202107-hitachi-3\/\" rel=\"noopener noreferrer\" target=\"_blank\">\u6d77\u5916\u5171\u540c\u7814\u7a76\u304b\u3089\u751f\u307e\u308c\u305f\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3002\u65e5\u7acb\u306e\u7814\u7a76\u8005\u304c\u3001\u30c9\u30a4\u30c4\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u3067\u904e\u3054\u3057\u305f2\u5e74\u9593\u306b\u8feb\u308b\u3002<\/a><br \/>\n\u30fb<a href=\"https:\/\/qiita.com\/official-columns\/interview\/202109-hitachi\/?utm_source=qiita&#038;utm_medium=collaborationsite\" rel=\"noopener noreferrer\" target=\"_blank\">\u4e16\u754c\u4e2d\u306e\u30c0\u30fc\u30af\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u305b\u3088\u3002\u65e5\u7acb\u88fd\u4f5c\u6240 \u00d7 \u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u5317\u7c73\u6226\u7565\u306b\u3064\u3044\u3066\u805e\u3044\u3066\u307f\u305f<\/a>\n<\/p>\n<p style=\"text-align: right;\">\u53d6\u6750\uff0f\u6587\uff1a\u9577\u5ca1\u6b66\u53f8<\/p>\n<hr>\n<div style=\"padding: 0em 1em; margin: 1em 0; border: solid 3px #27ae60;\">\n<p style=\"text-align: center; font-size: 150%; margin-top: 5px; margin-bottom: 20px;\"><strong>\u793e\u4f1a\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b \u65e5\u7acb\u306e\u4eba\u3068\u30ad\u30e3\u30ea\u30a2\u3092\u77e5\u308b\u30e1\u30c7\u30a3\u30a2<br \/>\n\u300cHitachi Next Stories\u300d\u516c\u958b\u4e2d\uff01<\/strong><\/p>\n<p style=\"text-align: center;\">\u65e5\u7acb\u3067\u306f\u793e\u4f1a\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001\u672a\u6765\u3078\u5411\u3051\u3066\u6311\u6226\u3057\u7d9a\u3051\u308b\u793e\u54e1\u306e\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u8a18\u4e8b\u3092\u63b2\u8f09\u3057\u3066\u3044\u307e\u3059<br \/>\n<a class=\"q_button sz_l bt_green\" href=\"https:\/\/www.hitachi.com\/ja-jp\/recruit\/next-stories\/\" rel=\"noopener\" target=\"_blank\" onclick=\"gtag('event', 'Click', {'event_category': '202112-hitachi','event_label': 'next-stories'});\"><strong>Hitachi Next Stories\u3078<\/strong><\/a><\/p>\n<p style=\"text-align: center; font-size: 150%; margin-top: 5px; margin-bottom: 20px;\"><strong>\u300cQiita\u00d7HITACHI\u300dAI\/\u30c7\u30fc\u30bf\u00d7\u793e\u4f1a\u8ab2\u984c\u89e3\u6c7a \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30b5\u30a4\u30c8\u516c\u958b\u4e2d\uff01<\/strong><\/p>\n<p style=\"text-align: center;\">\u300cQiita\u00d7HITACHI\u300dAI\/\u30c7\u30fc\u30bf\u00d7\u793e\u4f1a\u8ab2\u984c\u89e3\u6c7a \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30b5\u30a4\u30c8\u516c\u958b\u4e2d\uff01<br \/>\n\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u6700\u65b0\u6280\u8853\u60c5\u5831\u3084\u53d6\u308a\u7d44\u307f\u4e8b\u4f8b\u306a\u3069\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059<br \/>\n<a class=\"q_button sz_l bt_green\" href=\"https:\/\/qiita.com\/official-campaigns\/hitachi-2020\" target=\"_blank\" rel=\"noopener noreferrer\" onclick=\"gtag('event', 'Click', {'event_category': '202112-hitachi','event_label': 'official-campaigns'});\"><b>\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30b5\u30a4\u30c8\u3078<\/b><\/a><\/p>\n<p style=\"text-align: center;font-size:150%;margin-top:5px;margin-bottom:20px;\"><strong>\u65e5\u7acb\u88fd\u4f5c\u6240 \u30ad\u30e3\u30ea\u30a2\u63a1\u7528\u5b9f\u65bd\u4e2d\uff01<\/strong><\/p>\n<p style=\"text-align: center;\">\u6df1\u5c64\u5b66\u7fd2\u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306b\u95a2\u3059\u308b\u7814\u7a76\u958b\u767a<br \/><a class=\"q_button sz_l bt_green\" href=\"https:\/\/hitachi.jposting.net\/u\/job.phtml?job_code=279\" target=\"_blank\" onclick=\"gtag('event', 'Click', {'event_category': '202112-hitachi','event_label': 'job_code=279'});\" rel=\"noopener noreferrer\"><strong>\u52df\u96c6\u8077\u7a2e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/strong><\/p>\n<p style=\"text-align: center;\">\u4fe1\u983c\u3067\u304d\u308bAI\u6280\u8853\u306b\u95a2\u3059\u308b\u7814\u7a76\u958b\u767a<br \/><a class=\"q_button sz_l bt_green\" href=\"https:\/\/hitachi.jposting.net\/u\/job.phtml?job_code=592\" target=\"_blank\" onclick=\"gtag('event', 'Click', {'event_category': '202112-hitachi','event_label': 'job_code=592'});\" rel=\"noopener noreferrer\"><strong>\u52df\u96c6\u8077\u7a2e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/strong><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u6d77\u5916\u306b\u3082\u591a\u304f\u306e\u7814\u7a76\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u6301\u3064\u65e5\u7acb\u88fd\u4f5c\u6240\u3002\u540c\u793e\u306f\u6d77\u5916\u6a5f\u95a2\u3068\u306e\u5171\u540c\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u3044\u304f\u3064\u3082\u8d70\u3089\u305b\u3066\u304a\u308a\u3001\u3053\u308c\u307e\u3067Qiita Zine\u3067\u3082\u5f53\u4e8b\u8005\u3067\u3042\u308b\u7814\u7a76\u8005\u306b\u304a\u8a71\u3092\u4f3a\u3063\u3066\u304d\u307e\u3057\u305f\uff08\u53c2\u8003\u8a18\u4e8b\u306f\u3053\u3061\u3089\uff09\u3002 \u793e\u4f1a\u5b9f\u88c5\u5148\u3068\u3057\u3066 [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":20493,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[122,43],"tags":[49,159],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>XAI\u306bNLP\u3002\u306a\u305c\u65e5\u7acb\u306f\u3001\u4e16\u754c\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u3068AI\u9818\u57df\u306e\u5171\u540c\u7814\u7a76\u3092\u7d9a\u3051\u308b\u306e\u304b - Qiita Zine<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.qiita.com\/official-columns\/interview\/202112-hitachi\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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