{"id":16446,"date":"2021-02-01T10:30:19","date_gmt":"2021-02-01T01:30:19","guid":{"rendered":"https:\/\/qiita.com\/official-columns\/?p=16446"},"modified":"2026-04-09T14:55:58","modified_gmt":"2026-04-09T05:55:58","slug":"202102-hitachi","status":"publish","type":"post","link":"https:\/\/www.qiita.com\/official-columns\/interview\/202102-hitachi\/","title":{"rendered":"AI\u306f\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\uff1f \u5224\u65ad\u6839\u62e0\u3092\u8aac\u660e\u3059\u308b\u300cXAI\u300d\u3092\u6d3b\u7528\u3057\u3066\u793e\u4f1a\u8ab2\u984c\u306b\u6311\u3080\u65e5\u7acb\u88fd\u4f5c\u6240"},"content":{"rendered":"<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/05\/06.png\" alt=\"\" width=\"1280\" height=\"853\" class=\"alignnone size-full wp-image-16453\" 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id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#AIXAI\">\u3044\u3061\u306f\u3084\u304fAI\u30d3\u30b8\u30cd\u30b9\u306b\u300cXAI\u300d\u3092\u53d6\u308a\u5165\u308c\u305f\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u672a\u6765\u5fd7\u5411\u306e\u53d6\u308a\u7d44\u307f<\/a><\/li><li><a href=\"#AIXAIeXplainable_AI\">\u8aac\u660e\u53ef\u80fd\u306aAI\u300cXAI\uff08eXplainable AI\uff09\u300d\u3068\u306f\u4f55\u304b\uff1f<\/a><\/li><li><a href=\"#AIXAI-2\">\u6d88\u9632\u6a5f\u95a2\u304c\u4f7f\u7528\u3059\u308b\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u306bXAI\u3092\u5c0e\u5165\u3057\u305f\u4e8b\u4f8b\u306b\u3064\u3044\u3066<\/a><\/li><li><a href=\"#XAI\">\u300cXAI\u300d\u3092\u6d3b\u7528\u3057\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30a2\u30d4\u30fc\u30eb\u30dd\u30a4\u30f3\u30c8\u3068\u306f\uff1f<\/a><\/li><li><a href=\"#AIXAI-3\">\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u306bXAI\u3092\u5b9f\u88c5\u3057\u3066\u3001\u5f97\u3089\u308c\u305f\u52b9\u679c\u306f\uff1f<\/a><\/li><li><a href=\"#AI\">\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u7814\u7a76\u8005\u3001\u6280\u8853\u8005\u304c\u8003\u3048\u308b\u3001AI\u3068\u4eba\u9593\u304c\u3068\u3082\u306b\u6b69\u3093\u3067\u3044\u304f\u672a\u6765\u4e88\u60f3\u56f3<\/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\" class=\"alignnone size-full wp-image-13337\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/image3-2.jpg\" alt=\"\" width=\"296\" height=\"296\"><\/div>\n<div class=\"profileBlock__profiles\">\n<div class=\"profileBlock__name\">\u6075\u6728 \u6b63\u53f2\uff08\u3048\u304e \u307e\u3055\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 \/>\u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7\u3000\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u7d71\u62ec\u672c\u90e8\u3000\u4eba\u5de5\u77e5\u80fd\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u30bb\u30f3\u30bf\u3000\u30ea\u30fc\u30c0\u4e3b\u4efb\u7814\u7a76\u54e1<\/div>\n<div class=\"profileBlock__description\">2000\u5e74\u3001\u65e5\u7acb\u88fd\u4f5c\u6240\u5165\u793e\u3002\u4e2d\u592e\u7814\u7a76\u6240\u306b\u304a\u3044\u3066\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u7814\u7a76\u8005\u3068\u3057\u3066\u3001\u91d1\u878d\u3001\u6c17\u8c61\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u591a\u69d8\u306a\u5206\u91ce\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u643a\u308f\u308b\u3002\u305d\u306e\u7d4c\u9a13\u3092\u6d3b\u7528\u30572012\u5e74\u3001\u304a\u5ba2\u69d8\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u5229\u6d3b\u7528\u3092\u652f\u63f4\u3059\u308b\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u4e8b\u696d\u306e\u7acb\u3061\u4e0a\u3052\u306b\u53c2\u753b\u3002\u305d\u306e\u5f8c\u3001\u7814\u7a76\u6240\u306b\u623b\u308aAI\u306e\u8aac\u660e\u6027\uff08XAI\uff09\u306b\u95a2\u3059\u308b\u7814\u7a76\u3092\u63a8\u9032\u3057\u3066\u3044\u308b\u3002\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"profileBlock\">\n<div class=\"profileBlock__photo\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-13337\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/image2-2.jpg\" alt=\"\" width=\"296\" height=\"296\"><\/div>\n<div class=\"profileBlock__profiles\">\n<div class=\"profileBlock__name\">\u4e2d\u6c5f \u9054\u54c9\uff08\u306a\u304b\u3048 \u305f\u3064\u3084\uff09<\/div>\n<div class=\"profileBlock__role\" style=\"line-height:normal;font-size:90%;\">\u682a\u5f0f\u4f1a\u793e \u65e5\u7acb\u88fd\u4f5c\u6240<br \/>\u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7 \u6771\u4eac\u793e\u4f1a\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u5354\u5275\u30bb\u30f3\u30bf \u30ea\u30fc\u30c0\u4e3b\u4efb\u7814\u7a76\u54e1<\/div>\n<div class=\"profileBlock__description\">2004\u5e74\u3001\u65e5\u7acb\u88fd\u4f5c\u6240\u5165\u793e\u3002\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u7814\u7a76\u6240\u3067\u3001\u793e\u4f1a\u8ab2\u984c\u306e\u89e3\u6c7a\u306b\u7e4b\u304c\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9\u306e\u958b\u767a\u306b\u5f93\u4e8b\u3002\u5f53\u521d\u306f\u3001\u91d1\u878d\u696d\u754c\u5411\u3051\u306e\u65b0\u30b5\u30fc\u30d3\u30b9\u306e\u63d0\u6848\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u307e\u3067\u3092\u62c5\u3063\u305f\u3002\u305d\u306e\u5f8c\u30012\u5e74\u307b\u3069\u30a2\u30e1\u30ea\u30ab\u306b\u8d74\u4efb\u3002\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u63a2\u7d22\u3002\u30d8\u30eb\u30b9\u30b1\u30a2\u7b49\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u53d6\u308a\u7d44\u3080\u4e2d\u3067\u30012017\u5e74\u9803\u304b\u3089\u95a2\u9023\u30c6\u30fc\u30de\u3068\u3057\u3066AI\u3092\u6d3b\u7528\u3057\u305f\u6d88\u9632\u95a2\u9023\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u63d0\u6848\u3092\u884c\u3063\u3066\u3044\u308b\u3002\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"profileBlock\">\n<div class=\"profileBlock__photo\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-full wp-image-13337\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/image5-1.jpg\" alt=\"\" width=\"296\" height=\"296\"><\/div>\n<div class=\"profileBlock__profiles\">\n<div class=\"profileBlock__name\">\u798f\u5cf6 \u6b63\u80fd\uff08\u3075\u304f\u3057\u307e \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 \/>\u516c\u5171\u30b7\u30b9\u30c6\u30e0\u4e8b\u696d\u90e8\u3000\u793e\u4f1a\u57fa\u76e4\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u672c\u90e8\u3000\u9632\u707d\u5b89\u5168\u30b7\u30b9\u30c6\u30e0\u7b2c\u4e00\u90e8<\/div>\n<div class=\"profileBlock__description\">2003\u5e74\u306b\u65e5\u7acb\u88fd\u4f5c\u6240\u306b\u5165\u793e\u3002\u30b7\u30b9\u30c6\u30e0\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u4e3b\u306b\u516c\u5171\u5206\u91ce\u3067\u6d3b\u8e8d\u3002\u8b66\u5bdf\u3001\u6d88\u9632\u5206\u91ce\u3067\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306a\u3069\u3092\u62c5\u5f53\u3057\u3066\u3044\u308b\u30022017\u5e74\u524d\u5f8c\u304b\u3089\u3001\u65b0\u3057\u3044\u4fa1\u5024\u306e\u5275\u51fa\u3068\u3057\u3066\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306bAI\u3001XAI\u3092\u52a0\u3048\u308b\u958b\u767a\u306b\u5f93\u4e8b\u3002\u7814\u7a76\u6240\u306a\u3069\u4ed6\u90e8\u7f72\u3068\u4e00\u4e38\u3068\u306a\u308a\u3001\u516c\u5171\u30fb\u6d88\u9632\u95a2\u4fc2\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u672a\u6765\u5275\u51fa\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b\u3002\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<div class=\"profileBlock\">\n<div class=\"profileBlock__photo\"><img 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id=\"AIXAI\">\u3044\u3061\u306f\u3084\u304fAI\u30d3\u30b8\u30cd\u30b9\u306b\u300cXAI\u300d\u3092\u53d6\u308a\u5165\u308c\u305f\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u672a\u6765\u5fd7\u5411\u306e\u53d6\u308a\u7d44\u307f<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_53198431_M.jpg\" alt=\"\" width=\"2000\" height=\"1099\" class=\"alignnone size-full wp-image-16449\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_53198431_M.jpg 2000w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_53198431_M-300x165.jpg 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_53198431_M-768x422.jpg 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_53198431_M-1024x563.jpg 1024w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<p><b>\u2015\u2015\u306f\u3058\u3081\u306b\u65e5\u7acb\u88fd\u4f5c\u6240\u306eAI\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u95a2\u308f\u308a\u65b9\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u8fd1\u5e74\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067AI\u304c\u6d3b\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u3069\u306e\u3088\u3046\u306b\u5bfe\u5fdc\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #FC4C4C;\"><b>\u8af8\u6a4b : <\/b><\/span>\u65e5\u7acb\u88fd\u4f5c\u6240\u304cAI\u30d3\u30b8\u30cd\u30b9\u3092\u884c\u3046\u5834\u5408\u3001\u304a\u5ba2\u69d8\u306b\u76f4\u63a5\u5bfe\u5fdc\u3059\u308b\u30d5\u30ed\u30f3\u30c8\u3068\u306a\u308b\u4e8b\u696d\u90e8\u3068\u3001\u30d5\u30ed\u30f3\u30c8\u3068\u9023\u643a\u3057\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046AI\u30d3\u30b8\u30cd\u30b9\u63a8\u9032\u90e8\u3001\u6280\u8853\u3092\u6398\u308a\u4e0b\u3052\u308b\u7814\u7a76\u958b\u767a\u90e8\u9580\u3068\u5927\u304d\u304f3\u3064\u306e\u90e8\u9580\u304c\u9023\u643a\u3057\u3066\u6d3b\u52d5\u3057\u307e\u3059\u3002\u4e8b\u696d\u90e8\u306f\u91d1\u878d\u3084\u516c\u5171\u306a\u3069\u696d\u7a2e\u3054\u3068\u306b\u5206\u304b\u308c\u3066\u3044\u307e\u3059\u304c\u3001AI\u30d3\u30b8\u30cd\u30b9\u63a8\u9032\u90e8\u3084\u7814\u7a76\u958b\u767a\u90e8\u9580\u306f\u6a2a\u65ad\u7684\u306b\u5bfe\u5fdc\u3092\u3059\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>\u6d41\u308c\u3068\u3057\u3066\u306f\u3001\u307e\u305a\u306f\u4e8b\u696d\u90e8\u304c\u304a\u5ba2\u69d8\u304b\u3089\u3054\u8981\u671b\u3092\u53d7\u3051\u3066\u5bfe\u5fdc\u3057\u3001\u4e8b\u696d\u90e8\u3067\u306e\u5bfe\u5fdc\u304c\u96e3\u3057\u3044\u306a\u3069\u306e\u5834\u5408\u306b\u306fAI\u30d3\u30b8\u30cd\u30b9\u63a8\u9032\u90e8\u3082\u62c5\u5f53\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u65e2\u5b58\u306e\u6280\u8853\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u3001\u5148\u7aef\u6280\u8853\u3092\u4f7f\u308f\u306a\u3044\u3068\u89e3\u6c7a\u3067\u304d\u306a\u3044\u3068\u5224\u65ad\u3055\u308c\u305f\u30b1\u30fc\u30b9\u3067\u306f\u3001\u7814\u7a76\u6240\u306b\u3082\u58f0\u3092\u304b\u3051\u3066\u4e00\u7dd2\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u9006\u306b\u3001\u65e5\u7acb\u306e\u65b0\u3057\u3044AI\u30fb\u6280\u8853\u3092\u6d3b\u304b\u3057\u3066\u3001\u65e5\u7acb\u5074\u304b\u3089\u304a\u5ba2\u69d8\u306b\u63d0\u6848\u3092\u3059\u308b\u53d6\u308a\u7d44\u307f\u3082\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u73fe\u5728\u306e\u3088\u3046\u306b\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u306bAI\u304c\u6d78\u900f\u3057\u3066\u304f\u308b\u3068\u3001\u3044\u308d\u3044\u308d\u3068\u65b0\u305f\u306a\u8ab2\u984c\u3082\u767a\u751f\u3057\u3066\u304f\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u3002\u3069\u306e\u3088\u3046\u306a\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #FC4C4C;\"><b>\u8af8\u6a4b : <\/b><\/span>\u9280\u884c\u306e\u4e0e\u4fe1\u30e2\u30c7\u30eb\u7b49\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u9ad8\u3044\u7cbe\u5ea6\u306e\u5b9f\u73fe\u30fb\u5411\u4e0a\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u3054\u8981\u671b\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u304f\u3068\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u5316\u3057\u3001AI\u304c\u51fa\u3059\u7b54\u3048\u304c\u308f\u304b\u308a\u306b\u304f\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u4e00\u822c\u7684\u306b\u7cbe\u5ea6\u306e\u826f\u3055\u3068\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u306e\u3057\u3084\u3059\u3055\u306f\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u95a2\u4fc2\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u30e2\u30c7\u30eb\u304c\u8907\u96d1\u5316\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u3001AI\u304c\u3069\u3046\u89e3\u91c8\u3057\u7b54\u3048\u3092\u51fa\u3057\u305f\u306e\u304b\u8aac\u660e\u3092\u6c42\u3081\u3089\u308c\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u304a\u308a\u3001\u3053\u308c\u304c\u8ab2\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u3059\u3079\u3066\u306eAI\u306b\u89e3\u91c8\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4f8b\u3048\u3070\u300cEC\u30b5\u30a4\u30c8\u306eCVR\uff08\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u30ec\u30fc\u30c8\uff09\u3092\u4e0a\u3052\u305f\u3044\u300d\u3068\u304b\u300c\u30af\u30fc\u30dd\u30f3\u306e\u53cd\u5fdc\u7387\u3092\u4e0a\u3052\u305f\u3044\u300d\u3068\u3044\u3063\u305f\u30b1\u30fc\u30b9\u3067\u306f\u3001\u7d50\u679c\u304c\u512a\u5148\u3055\u308c\u300c\u306a\u305c\u305d\u306e\u3088\u3046\u306bAI\u304c\u5224\u65ad\u3057\u305f\u306e\u304b\uff1f\u300d\u3092\u305d\u308c\u307b\u3069\u6c42\u3081\u3089\u308c\u306a\u3044\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u89e3\u91c8\u304c\u6c42\u3081\u3089\u308c\u308b\u3082\u306e\u306e\u4f8b\u3068\u3057\u3066\u3001\u55b6\u696d\u884c\u52d5\u306bAI\u3092\u9069\u7528\u3057\u305f\u5834\u5408\u306b\u3001AI\u304c\u300c\u3053\u306e\u5546\u54c1\u304c\u9ad8\u3044\u78ba\u7387\u3067\u58f2\u308c\u307e\u3059\u300d\u3068\u3044\u3063\u3066\u3082\u3001AI\u304c\u5c0e\u304d\u3060\u3057\u305f\u7b54\u3048\u306e\u7406\u7531\u304c\u308f\u304b\u3089\u306a\u3044\u3068\u73fe\u5834\u306b\u53d7\u3051\u5165\u308c\u3089\u308c\u306a\u3044\u3001\u55b6\u696d\u3082\u3069\u3046\u3084\u3063\u3066\u9867\u5ba2\u306b\u30a2\u30d7\u30ed\u30fc\u30c1\u3057\u305f\u3089\u3044\u3044\u304b\u5206\u304b\u3089\u306a\u3044\u3068\u3044\u3063\u305f\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u306a\u305c\u304b\uff1f\u3092\u8aac\u660e\u3059\u308b\u300cXAI\u300d\u306e\u6280\u8853\u304c\u6c42\u3081\u3089\u308c\u308b\u308f\u3051\u3067\u3059\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\/01\/\u65e5\u7acb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30af\u3099\u63d0\u4f9b-\u30d5\u30ed\u30fc\u56f3.jpg\" alt=\"\" ><\/p>\n<p id=\"caption-attachment-3659\" class=\"wp-caption-text\" >\u65e5\u7acb\u88fd\u4f5c\u6240\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308bAI\u5c0e\u5165\u30fb\u904b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9<br \/>\n\u51fa\u5178\uff1a\u682a\u5f0f\u4f1a\u793e\u00a0\u65e5\u7acb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u00a0\u300cXAI\uff08AI\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u306e\u6280\u8853\uff09\u6d3b\u7528\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u300d<br \/>\n<a href=\"http:\/\/www.hitachiconsulting.co.jp\/solution\/digital\/xai\/\" target=\"_blank\" rel=\"noopener noreferrer\">http:\/\/www.hitachiconsulting.co.jp\/solution\/digital\/xai\/<\/a><\/p>\n<\/div>\n<p>\u65e5\u7acb\u3067\u306f2020\u5e74\u304b\u3089\u3001\u300cAI\u5c0e\u5165\u30fb\u904b\u7528\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u300d\u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001XAI\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001AI\u306e\u89e3\u91c8\u6027\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002\u3061\u306a\u307f\u306b\u3001XAI\u304c\u5358\u4f53\u3067\u6c42\u3081\u3089\u308c\u308b\u30b1\u30fc\u30b9\u306f\u3042\u307e\u308a\u306a\u304f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u6848\u4ef6\u306e\u4e2d\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u306d\u3002<\/p>\n<p><b>\u2015\u2015\u516c\u5171\u6027\u306e\u9ad8\u3044\u696d\u52d9\u3084\u3001\u533b\u7642\u3001\u91d1\u878d\u3067\u306f\u3001\u306a\u305cAI\u304c\u305d\u3046\u5224\u65ad\u3057\u305f\u306e\u304b\u7406\u7531\u304c\u308f\u304b\u3089\u306a\u3044\u3068\u73fe\u5834\u304c\u6df7\u4e71\u3057\u305d\u3046\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u91d1\u92ad\u7684\u306b\u554f\u984c\u306e\u306a\u3055\u305d\u3046\u306b\u601d\u3048\u308b\u4eba\u304c\u91d1\u878d\u30b5\u30fc\u30d3\u30b9\u306b\u7533\u3057\u8fbc\u307f\u3001AI\u304c\u4e0e\u4fe1\u3067NG\u3092\u51fa\u3057\u305f\u5834\u5408\u306f\u300c\u306a\u305c\uff1f\u300d\u3068\u7591\u554f\u304c\u751f\u3058\u305d\u3046\u3060\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/b><\/p>\n<p><span style=\"color: #FC4C4C;\"><b>\u8af8\u6a4b : <\/b><\/span>\u305d\u306e\u901a\u308a\u3067\u3059\u3002\u4eba\u304c\u5224\u65ad\u3057\u3066\u3044\u305f\u3053\u3068\u3068\u9055\u3046\u7b54\u3048\u3092AI\u304c\u7406\u7531\u3082\u306a\u304f\u63d0\u793a\u3059\u308b\u3068\u3001\u7406\u89e3\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002\u3069\u3046\u3044\u3046\u89b3\u70b9\u3067AI\u304c\u5224\u65ad\u3057\u305f\u306e\u304b\u308f\u304b\u3089\u306a\u3044\u3068\u826f\u3057\u60aa\u3057\u306e\u5224\u5b9a\u3082\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u57fa\u672c\u7684\u306bAI\u306e\u5224\u65ad\u306f\u4eba\u306e\u5224\u65ad\u3068\u5927\u304d\u304f\u4e56\u96e2\u3057\u3066\u306f\u3044\u307e\u305b\u3093\u304c\u3001\u4eba\u304c\u3053\u308c\u307e\u3067\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u3067\u3084\u3063\u3066\u3044\u305f\u3053\u3068\u3068\u6bd4\u8f03\u3059\u308b\u3068\u3001\u9055\u3046\u7d50\u679c\u3092\u51fa\u3057\u3066\u304f\u308b\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3001\u305d\u306e\u7406\u7531\u3092\u77e5\u308b\u305f\u3081\u306bXAI\u306f\u6709\u52b9\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\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\/01\/XAI\u56f3\u7248\u30c6\u3099\u30fc\u30bf_\u4fee\u6b63\u7248-01.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<\/p>\n<\/div>\n<h2><span id=\"AIXAIeXplainable_AI\">\u8aac\u660e\u53ef\u80fd\u306aAI\u300cXAI\uff08eXplainable AI\uff09\u300d\u3068\u306f\u4f55\u304b\uff1f<\/span><\/h2>\n<p><b>\u2015\u2015\u3055\u304d\u307b\u3069\u4f3a\u3063\u305f\u3001\u8aac\u660e\u53ef\u80fd\u306aAI\u300cXAI\u300d\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u3082\u305d\u3082XAI\u3068\u306f\u3001\u3069\u306e\u3088\u3046\u306aAI\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>XAI\u306fAI\u306e\u5224\u65ad\u6839\u62e0\u3092\u8aac\u660e\u3059\u308b\u6280\u8853\u306e\u7dcf\u79f0\u3067\u3059\u304c\u3001\u8aac\u660e\u306e\u76ee\u7684\u3084\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u6570\u591a\u304f\u306e\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5927\u304d\u304f2\u3064\u306b\u5206\u985e\u3057\u307e\u3059\u3068\u30011\u3064\u76ee\u306f\u6df1\u5c64\u5b66\u7fd2\u3084\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\u3068\u3044\u3063\u305f\u3001\u9ad8\u7cbe\u5ea6\u3060\u3051\u308c\u3069\u8907\u96d1\u3059\u304e\u3066\u5b9f\u8cea\u7684\u306b\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306b\u306a\u3063\u3066\u3044\u308b\u65e2\u5b58\u306eAI\u6a5f\u68b0\u5b66\u7fd2\u3067\u4f5c\u3089\u308c\u305fAI\u3092\u5bfe\u8c61\u306b\u3001\u305d\u306e\u4e2d\u8eab\u3092\u8aac\u660e\u3059\u308b\u30bf\u30a4\u30d7\u306e\u6280\u8853\u3067\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u30a8\u30af\u30b9\u30d7\u30e9\u30cd\u30a4\u30b7\u30e7\u30f3\uff08Blackbox Explanation\uff09\u300d\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>2\u3064\u76ee\u306f\u3001\u306f\u3058\u3081\u304b\u3089\u4eba\u306b\u3082\u4e2d\u8eab\u304c\u7406\u89e3\u3067\u304d\u308b\u65b0\u3057\u3044\u30bf\u30a4\u30d7\u306eAI\u3067\u300c\u30c8\u30e9\u30f3\u30b9\u30da\u30a2\u30ec\u30f3\u30c8\uff08Transparent\uff09\u30e2\u30c7\u30eb\u300d\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002\u65e5\u7acb\u3067\u306f\u3001\u3069\u3061\u3089\u306b\u3082\u53d6\u308a\u7d44\u3093\u3067\u3044\u3066\u3001\u4e8b\u696d\u90e8\u3084\u304a\u5ba2\u69d8\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306eXAI\u6280\u8853\u3092\u7814\u7a76\u958b\u767a\u3057\u3066\u3044\u307e\u3059\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\/01\/image8-1.png\" alt=\"\" ><\/p>\n<p id=\"caption-attachment-3659\" class=\"wp-caption-text\" >XAI\u306b\u5bfe\u3059\u308b2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1<\/p>\n<\/div>\n<p><b>\u2015\u2015XAI\u306e\u4e16\u754c\u306f\u3001\u5b66\u4f1a\u306a\u3069\u3067\u8ad6\u6587\u3082\u591a\u304f\u51fa\u3055\u308c\u3066\u3044\u3066\u3001\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306b\u5909\u5316\u3057\u3066\u3044\u308b\u3068\u805e\u304d\u307e\u3057\u305f\u3002\u305d\u3093\u306a\u306b\u7a2e\u985e\u304c\u591a\u304f\u3001\u9032\u5316\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u3044\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>XAI\u306e\u4e16\u754c\u306f\u3001\u672c\u5f53\u306b\u5909\u5316\u3084\u9032\u5316\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u3044\u3067\u3059\u3002\u30a2\u30ab\u30c7\u30df\u30a2\u3067\u306f\u6bce\u9031\u306e\u3088\u3046\u306b\u65b0\u3057\u3044\u6280\u8853\u3084\u8ad6\u6587\u304c\u6b21\u3005\u306b\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u306f\u305d\u308c\u3092\u3064\u3076\u3055\u306b\u7cbe\u67fb\u3057\u3066\u3001\u4f7f\u3048\u308b\u3082\u306e\u306f\u3069\u3093\u3069\u3093\u53d6\u308a\u5165\u308c\u3088\u3046\u3068\u8caa\u6b32\u306a\u59ff\u52e2\u3067\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u6ce8\u610f\u3059\u308b\u70b9\u306f\u3001\u30a2\u30ab\u30c7\u30df\u30a2\u3067\u63d0\u6848\u3055\u308c\u308b\u624b\u6cd5\u306e\u591a\u304f\u306f\u521d\u671f\u691c\u8a0e\u6bb5\u968e\u306e\u3082\u306e\u304c\u591a\u304f\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u9069\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u3001\u6c4e\u7528\u6027\u3001\u8a08\u7b97\u901f\u5ea6\u3001\u6697\u9ed9\u306e\u524d\u63d0\u306a\u3069\u306e\u8ab2\u984c\u304c\u51fa\u3066\u304d\u3066\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u4f7f\u3048\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u79c1\u305f\u3061\u306f\u305d\u3046\u3044\u3063\u305f\u6700\u5148\u7aef\u306eXAI\u6280\u8853\u3092\u30d3\u30b8\u30cd\u30b9\u3067\u4f7f\u3046\u3068\u304d\u306b\u751f\u3058\u308b\u30ae\u30e3\u30c3\u30d7\u3084\u8ab2\u984c\u3092\u4e01\u5be7\u306b\u89e3\u6c7a\u3057\u3066\u3001\u3055\u3089\u306b\u72ec\u81ea\u306e\u4fa1\u5024\u3092\u4ed8\u52a0\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3067\u4f7f\u3048\u308b\u3082\u306e\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u65e5\u7acb\u306e\u30b9\u30bf\u30f3\u30b9\u306f\u3001\u793e\u4f1a\u8ab2\u984c\u3084\u304a\u5ba2\u69d8\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u3089\u308c\u308b\u3082\u306e\u3092\u4f5c\u308b\u3053\u3068\u306b\u3042\u308a\u3001\u305d\u3046\u3044\u3063\u305f\u89b3\u70b9\u3067\u7814\u7a76\u3055\u308c\u3066\u3044\u3089\u3063\u3057\u3083\u308b\u306e\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u304a\u3063\u3057\u3083\u308b\u901a\u308a\u3067\u3059\u3002\u3053\u308c\u307e\u3067AI\u3068\u3044\u3048\u3070\u3001\u7cbe\u5ea6\u3068\u3044\u3046\u5206\u304b\u308a\u6613\u3044\u6307\u6a19\u306b\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u305f\u3088\u3046\u306b\u601d\u3044\u307e\u3059\u3002\u3053\u3053\u306b\u65b0\u305f\u306b\u8aac\u660e\u6027\u3068\u3044\u3046\u6307\u6a19\u304c\u5165\u3063\u3066\u6765\u305f\u306e\u3067\u3059\u304c\u3001\u4f55\u3092\u8aac\u660e\u3059\u308c\u3070AI\u3092\u4f7f\u3046\u73fe\u5834\u62c5\u5f53\u8005\u304c\u8179\u843d\u3061\u3059\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u306f\u666e\u904d\u7684\u306a\u6b63\u89e3\u306f\u306a\u304f\u3066\u3001\u305d\u306e\u73fe\u5834\u3067AI\u3092\u3069\u3046\u4f7f\u3046\u306e\u304b\u306b\u3088\u3063\u3066\u6b63\u89e3\u304c\u5909\u308f\u3063\u3066\u304d\u307e\u3059\u3002\u305d\u3046\u3044\u3063\u305f\u610f\u5473\u3067\u3001\u79c1\u305f\u3061\u306fXAI\u6280\u8853\u3092\u3072\u3068\u3064\u306e\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u76ee\u7684\u3084\u8981\u4ef6\u306b\u5408\u308f\u305b\u305f\u6280\u8853\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u8003\u3048\u3001\u62e1\u5145\u3059\u308b\u65b9\u5411\u3067\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015XAI\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\u3001\u65e5\u7acb\u3067\u306f\u3069\u306e\u3088\u3046\u306a\u4f01\u696d\u3084\u6a5f\u95a2\u3068\u5354\u5275\u3055\u308c\u3066\u3044\u3089\u3063\u3057\u3083\u3044\u307e\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u307e\u305a\u3001\u304a\u5ba2\u69d8\u3068\u3044\u3046\u89b3\u70b9\u3067\u3044\u3044\u307e\u3059\u3068\u3001\u6d88\u9632\u306a\u3069\u306e\u516c\u5171\u6a5f\u95a2\u3001\u305d\u3057\u3066\u91d1\u878d\u6a5f\u95a2\u3067\u3059\u3002XAI\u304c\u51fa\u529b\u3059\u308b\u6839\u62e0\u304c\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3067\u4f7f\u3048\u308b\u304b\u3068\u3044\u3046\u89b3\u70b9\u3067\u3001\u554f\u984c\u70b9\u3084\u7591\u554f\u70b9\u306e\u89e3\u6c7a\u306b\u4e00\u7dd2\u306b\u53d6\u308a\u7d44\u3093\u3067\u304a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3064\u304e\u306b\u30a2\u30ab\u30c7\u30df\u30a2\u3068\u306e\u9023\u643a\u3067\u3059\u3002XAI\u306f\u6a5f\u68b0\u5b66\u7fd2\u3068\u7d71\u8a08\u5b66\u306e\u4e21\u5206\u91ce\u306b\u307e\u305f\u304c\u308b\u5206\u91ce\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u79c1\u305f\u3061\u306f\u3001\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7d71\u8a08\u5b66\u306e\u5c02\u9580\u5bb6\u3068\u3082\u4e00\u7dd2\u306b\u5354\u5275\u3092\u9032\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7d71\u8a08\u5b66\u306f\u6a5f\u68b0\u5b66\u7fd2\u306b\u6bd4\u3079\u308b\u3068\u9577\u3044\u6b74\u53f2\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u4eba\u547d\u30fb\u5b89\u5168\u30fb\u8ca1\u7523\u306a\u3069\u306e\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u306e\u5834\u9762\u3067\u306e\u6d3b\u7528\u3092\u901a\u3058\u3066\u3001\u4e88\u6e2c\u306e\u8aac\u660e\u6027\u30fb\u4fe1\u983c\u6027\u306b\u3064\u3044\u3066\u53b3\u3057\u304f\u78e8\u304b\u308c\u3066\u304d\u305f\u5b66\u554f\u4f53\u7cfb\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u6700\u5148\u7aef\u306e\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u306b\u3001\u4f1d\u7d71\u7684\u306a\u7d71\u8a08\u5b66\u306e\u8003\u3048\u65b9\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067XAI\u3092\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u5927\u5207\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u7d71\u8a08\u5b66\u306e\u7814\u7a76\u30c1\u30fc\u30e0\u306e\u53d6\u308a\u7d44\u307f\u304cXAI\u3068\u76f8\u6027\u304c\u826f\u3055\u305d\u3046\u3060\u3063\u305f\u306e\u3067\u3001\u65e5\u7acb\u5074\u304b\u3089\u304a\u58f0\u304c\u3051\u3057\u305f\u6240\u3001\u3054\u5feb\u8afe\u3092\u9802\u304d\u5171\u540c\u7814\u7a76\u304c\u59cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"AIXAI-2\">\u6d88\u9632\u6a5f\u95a2\u304c\u4f7f\u7528\u3059\u308b\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u306bXAI\u3092\u5c0e\u5165\u3057\u305f\u4e8b\u4f8b\u306b\u3064\u3044\u3066<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_60271642_M.jpg\" alt=\"\" width=\"2000\" height=\"1333\" class=\"alignnone size-full wp-image-16450\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_60271642_M.jpg 2000w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_60271642_M-300x200.jpg 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_60271642_M-768x512.jpg 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_60271642_M-1024x682.jpg 1024w\" sizes=\"(max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<p><b>\u2015\u2015\u3067\u306f\u3001XAI\u3092\u5b9f\u969b\u306b\u5c0e\u5165\u3055\u308c\u3066\u3044\u308b\u4e8b\u4f8b\u306b\u3064\u3044\u3066\u304a\u4f3a\u3044\u3057\u307e\u3059\u3002XAI\u3092\u6d3b\u7528\u3057\u305f\u6d88\u9632\u6a5f\u95a2\u7528\u306e\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u6d88\u9632\u6a5f\u95a2\u306e\u304a\u5ba2\u69d8\u306e\u8ab2\u984c\u3068\u3057\u3066\u3001\u5168\u56fd\u7684\u306b\u6551\u6025\u8eca\u306e\u51fa\u52d5\u56de\u6570\u304c\u5897\u52a0\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u3052\u3089\u308c\u307e\u3059\u3002\u51fa\u52d5\u56de\u6570\u306e\u5897\u52a0\u306b\u4f34\u3044\u3001\u6551\u6025\u8eca\u304c\u73fe\u5834\u306b\u5230\u7740\u3059\u308b\u6642\u9593\u304c\u5ef6\u4f38\u3057\u3066\u3057\u307e\u308f\u306a\u3044\u3088\u3046\u3001\u6d88\u9632\u6a5f\u95a2\u3084\u81ea\u6cbb\u4f53\u306e\u7686\u69d8\u3082\u6551\u6025\u8eca\u306e\u904b\u7528\u306b\u53d6\u308a\u7d44\u307e\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6211\u3005\u3068\u3057\u3066\u3082\u3001\u4f55\u304b\u826f\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u305f\u3044\u3068\u3044\u3063\u305f\u3053\u3068\u304b\u3089\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u30b9\u30bf\u30fc\u30c8\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u305d\u306e\u3088\u3046\u306a\u7dca\u6025\u6027\u306e\u9ad8\u3044\u793e\u4f1a\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u4f9b\u3055\u308c\u305f\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u3054\u63d0\u4f9b\u3057\u3066\u3044\u308b\u306e\u306f\u30011km\u5358\u4f4d\u3067\u4e8b\u6848\u767a\u751f\u4ef6\u6570\u3068\u73fe\u5834\u5230\u7740\u6642\u9593\u3092\u4e88\u6e2c\u3057\u3066\u3001\u5e73\u5747\u73fe\u5834\u5230\u7740\u6642\u9593\u304c\u6700\u77ed\u306b\u306a\u308b\u6551\u6025\u968a\u54e1\u306e\u914d\u7f6e\u3092AI\u304c\u30ec\u30b3\u30e1\u30f3\u30c9\u3059\u308b\u3068\u3044\u3046\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<\/p>\n<p>119\u756a\u3092\u304b\u3051\u308b\u65b9\u306e\u6570\u3092\u4e88\u6e2c\u3057\u3066\u3001\u8272\u306e\u6fc3\u6de1\u3067\u5730\u56f3\u4e0a\u306b\u8868\u793a\u3057\u307e\u3059\u3002\u6551\u6025\u8eca\u3092\u3053\u306e\u5834\u6240\u306b\u914d\u7f6e\u3059\u308c\u3070\u73fe\u5834\u5230\u7740\u6642\u9593\u304c\u77ed\u7e2e\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u3092AI\u304c\u8a08\u7b97\u3057\u3066\u8868\u793a\u3057\u307e\u3059\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\/01\/image10-1.png\" alt=\"\" ><\/p>\n<p id=\"caption-attachment-3659\" class=\"wp-caption-text\" >\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u306e\u6982\u8981<\/p>\n<\/div>\n<p><b>\u2015\u2015\u306a\u305c\u3001XAI\u304c\u5fc5\u8981\u306b\u306a\u3063\u305f\u306e\u304b\u3001\u7406\u7531\u3092\u304a\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u4eba\u547d\u306b\u95a2\u308f\u308b\u3053\u3068\u3067\u3059\u304b\u3089\u3001\u6d88\u9632\u6a5f\u95a2\u306e\u304a\u5ba2\u69d8\u3082\u63d0\u4f9b\u3059\u308b\u6211\u3005\u3082\u3001AI\u304c\u3069\u3046\u8003\u3048\u3066\u8a08\u7b97\u7d50\u679c\u3092\u51fa\u3057\u305f\u306e\u304b\u3068\u3044\u3046\u6839\u62e0\u304c\u30bb\u30c3\u30c8\u3067\u306a\u3044\u3068\u5b89\u5fc3\u3057\u3066\u4f7f\u3048\u306a\u3044\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001AI\u3067\u4e88\u6e2c\u3059\u308b\u3068\u540c\u6642\u306bXAI\u306e\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001AI\u304c\u3069\u3093\u306a\u5224\u65ad\u57fa\u6e96\u3067\u7d50\u679c\u3092\u51fa\u3057\u305f\u306e\u304b\u7406\u7531\u3092\u540c\u6642\u306b\u63d0\u793a\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015AI\u304c\u51fa\u3057\u305f\u5224\u65ad\u306b\u4eba\u304c\u7d0d\u5f97\u3067\u304d\u306a\u3044\u3068\u304d\u306b\u3001\u305d\u306e\u8aac\u660e\u6750\u6599\u3092AI\u304c\u540c\u6642\u306b\u898b\u305b\u3066\u304f\u308c\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u306f\u3044\u3001\u305d\u3046\u3067\u3059\u3002AI\u304c\u77e5\u308a\u5f97\u305f\u60c5\u5831\u3060\u3051\u3067\u51fa\u3057\u305f\u7d50\u679c\u304c\u3001\u73fe\u5834\u306e\u968a\u54e1\u306e\u808c\u611f\u899a\u306b\u5408\u308f\u306a\u304b\u3063\u305f\u5834\u5408\u306b\u3001\u73fe\u5834\u306e\u968a\u54e1\u306e\u65b9\u306e\u60c5\u5831\u3082AI\u306b\u6559\u3048\u3001\u4e88\u6e2c\u306e\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3092\u691c\u8a0e\u3059\u308b\u305f\u3081\u306b\u3082XAI\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u4eca\u56de\u306e\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3069\u306e\u3088\u3046\u306a\u4f53\u5236\u3067\u5bfe\u5fdc\u3055\u308c\u305f\u306e\u3067\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u79c1\u306f\u30d5\u30ed\u30f3\u30c8SE\u3068\u3057\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u643a\u308f\u3089\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u4e00\u822c\u7684\u306b\u306f\u3001\u79c1\u304c\u6240\u5c5e\u3059\u308b\u90e8\u7f72\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30b7\u30b9\u30c6\u30e0\u3068\u3044\u3046\u5f62\u3067\u304a\u5ba2\u69d8\u306b\u3054\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u4eca\u56de\u306f\u3001AI\u3068XAI\u306e\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u7814\u7a76\u6240\u306e\u65b9\u3005\u306b\u30c7\u30fc\u30bf\u5206\u6790\u3068\u3044\u3046\u5f62\u3067\u52a0\u308f\u3063\u3066\u3044\u305f\u3060\u304d\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4f53\u5236\u3092\u7d44\u3093\u3067\u5bfe\u5fdc\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u7d4c\u7def\u3092\u88dc\u8db3\u3057\u307e\u3059\u3068\u3001\u4ee5\u524d\u3001\u79c1\u306f\u30d8\u30eb\u30b9\u30b1\u30a2\u5411\u3051\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3084\u3063\u3066\u304a\u308a\u3001\u60a3\u8005\u306e\u5bb9\u614b\u5909\u5316\u306e\u4e88\u6e2c\u306bAI\u3092\u6d3b\u7528\u3059\u308b\u7814\u7a76\u3092\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u300c\u3053\u308c\u3092\u6d88\u9632\u306e\u6551\u6025\u5206\u91ce\u306b\u3082\u5fdc\u7528\u3057\u3066\u306f\u3069\u3046\u3060\u308d\u3046\u300d\u3068\u5927\u5b66\u75c5\u9662\u306e\u5148\u751f\u304b\u3089\u30a2\u30c9\u30d0\u30a4\u30b9\u3044\u305f\u3060\u3044\u3066\u3001\u6d88\u9632\u5411\u3051\u306eAI\u6d3b\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3059\u308b\u7814\u7a76\u30c6\u30fc\u30de\u3092\u7acb\u3061\u4e0a\u3052\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u798f\u5cf6\u3055\u3093\u304c\u6240\u5c5e\u3057\u3066\u3044\u308b\u90e8\u7f72\u306b\u6551\u6025\u73fe\u5834\u3067\u306e\u8ab2\u984c\u3092\u3042\u3052\u3066\u3082\u3089\u3044\u3001AI\u304c\u9069\u7528\u3067\u304d\u305d\u3046\u306a\u8ab2\u984c\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\u3092\u5b9a\u3081\u3001\u305d\u306e\u7b2c\u4e00\u5019\u88dc\u304c\u6551\u6025\u9700\u8981\u4e88\u6e2c\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eba\u547d\u306b\u95a2\u308f\u308b\u3053\u3068\u306a\u306e\u3067\u3001\u306f\u3058\u3081\u304b\u3089XAI\u304c\u5fc5\u8981\u3060\u3068\u8003\u3048\u3066\u3044\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001XAI\u7814\u7a76\u3092\u7acb\u3061\u4e0a\u3052\u3066\u3044\u305f\u6075\u6728\u3055\u3093\u306b\u76f8\u8ac7\u3092\u3057\u3066\u3001\u3075\u305f\u3064\u306e\u7814\u7a76\u30c6\u30fc\u30de\u304c\u9023\u643a\u3059\u308b\u5f62\u3067\u958b\u767a\u304c\u30b9\u30bf\u30fc\u30c8\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u307e\u305a\u3001\u3072\u3068\u3064\u6d88\u9632\u306b\u95a2\u3059\u308b\u793e\u4f1a\u8ab2\u984c\u3092\u898b\u3044\u3060\u3055\u308c\u3066\u3001\u73fe\u5b9f\u7684\u306b\u4f55\u304c\u3067\u304d\u308b\u304b\u3092\u691c\u8a0e\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u7814\u7a76\u30c6\u30fc\u30de\u3068\u5c02\u9580\u30b9\u30ad\u30eb\u3092\u6301\u3063\u305f\u30e1\u30f3\u30d0\u30fc\u304c\u96c6\u307e\u3063\u3066\u304f\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u793e\u4f1a\u8ab2\u984c\u3068\u305d\u308c\u306b\u9069\u7528\u3067\u304d\u305d\u3046\u306a\u6280\u8853\u3092\u898b\u3064\u3051\u3001\u3069\u3053\u307e\u3067\u5b9f\u73fe\u3067\u304d\u308b\u304b\u3092\u4e21\u7768\u307f\u3057\u3064\u3064\u3001\u3055\u3089\u306b\u4e8b\u696d\u6027\u3082\u8003\u3048\u3066\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u306a\u304c\u3089\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u3055\u307e\u3056\u307e\u306a\u793e\u4f1a\u8ab2\u984c\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c8\u30ea\u30ac\u30fc\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3057\u3087\u3046\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u79c1\u304c\u5728\u7c4d\u3057\u3066\u3044\u308b\u306e\u304c\u3001\u73fe\u5834\u306e\u8ab2\u984c\u70b9\u304b\u3089\u9032\u3081\u308b\u30b9\u30bf\u30f3\u30b9\u306e\u90e8\u7f72\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u304a\u5ba2\u69d8\u3068\u3082\u4f1a\u8a71\u3092\u3055\u305b\u3066\u3044\u305f\u3060\u3044\u3066\u3001\u300c\u3053\u308c\u3092\u89e3\u6c7a\u3057\u306a\u3044\u3068\u5927\u5909\u3060\u308d\u3046\u306a\u300d\u3068\u5171\u611f\u3059\u308b\u3053\u3068\u304c\u8d77\u70b9\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015\u65e5\u7acb\u306b\u306f\u3001\u591a\u7a2e\u591a\u69d8\u306a\u7814\u7a76\u3092\u3055\u308c\u3066\u3044\u308b\u65b9\u304c\u3044\u3089\u3063\u3057\u3083\u3063\u3066\u3001\u30b0\u30eb\u30fc\u30d7\u306e\u529b\u3092\u6d3b\u7528\u3067\u304d\u308b\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u306d\u3002<\/b><\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u540c\u3058\u5efa\u7269\u306b\u30b3\u30a2\u306a\u6280\u8853\u3092\u7814\u7a76\u3057\u3066\u3044\u308b\u4eba\u305f\u3061\u304c\u3044\u3066\u3001\u3061\u3087\u3063\u3068\u3044\u3051\u3070\u7acb\u3061\u8a71\u304c\u3067\u304d\u308b\u306e\u306f\u51c4\u3044\u3053\u3068\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u65e5\u7acb\u306f\u793e\u4f1a\u306e\u591a\u65b9\u9762\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u4ed6\u306e\u5206\u91ce\u3001\u4f8b\u3048\u3070\u91d1\u878d\u3084\u7269\u6d41\u3068\u3044\u3063\u305f\u4ed6\u696d\u754c\u304b\u3089\u306e\u60c5\u5831\u304c\u5165\u3063\u3066\u304f\u308b\u3053\u3068\u3082\u5f37\u307f\u3067\u3059\u3002\u81ea\u5206\u3067\u3044\u3046\u306e\u3082\u306a\u3093\u3067\u3059\u304c\u3001\u65e5\u7acb\u306e\u7814\u7a76\u8005\u306f\u512a\u79c0\u306a\u306e\u3067\u3001\u305d\u306e\u3088\u3046\u306a\u65b9\u3005\u3068\u7e4b\u304c\u308c\u308b\u306e\u306f\u3068\u3066\u3082\u826f\u3044\u3053\u3068\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"XAI\">\u300cXAI\u300d\u3092\u6d3b\u7528\u3057\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30a2\u30d4\u30fc\u30eb\u30dd\u30a4\u30f3\u30c8\u3068\u306f\uff1f<\/span><\/h2>\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\/01\/image11-1.png\" alt=\"\" ><\/p>\n<p id=\"caption-attachment-3659\" class=\"wp-caption-text\" >\u5de6\u4e0a\uff1a\u8af8\u6a4b\u6c0f\u3001\u5de6\u4e0b\uff1a\u6075\u6728\u6c0f\u3001\u53f3\u4e0a\uff1a\u4e2d\u6c5f\u6c0f\u3001\u53f3\u4e0b\uff1a\u798f\u5cf6\u6c0f<\/p>\n<\/div>\n<p><b>\u2015\u2015\u4eca\u56de\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9032\u3081\u3066\u3044\u304f\u306b\u3042\u305f\u308a\u3001\u7686\u3055\u3093\u306e\u5f79\u5272\u3084\u4f7f\u3063\u305f\u6280\u8853\u3001\u611f\u3058\u305f\u8ab2\u984c\u3084\u300c\u3084\u308a\u304c\u3044\u300d\u3092\u304a\u8a71\u3057\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u79c1\u306f\u30d5\u30ed\u30f3\u30c8SE\u3068\u3057\u3066\u4eca\u56de\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u643a\u308f\u3089\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u6551\u6025\u8eca\u306e\u73fe\u5834\u5230\u7740\u6642\u9593\u3092\u5c11\u3057\u3067\u3082\u77ed\u7e2e\u3067\u304d\u308b\u3088\u3046\u306a\u7d50\u679c\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u305d\u308c\u3092\u5c0e\u304d\u3060\u3059\u305f\u3081\u306b\u306f\u3001AI\u306b\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u6e21\u305b\u3070\u826f\u3044\u306e\u304b\u7814\u7a76\u6240\u306e\u7686\u3055\u3093\u306b\u76f8\u8ac7\u3057\u306a\u304c\u3089\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306f\u4e3b\u306b\u6551\u6025\u6d3b\u52d5\u306e\u8a18\u9332\u3067\u3059\u3002\u3069\u3053\u3067119\u756a\u306e\u6848\u4ef6\u304c\u767a\u751f\u3057\u3001\u968a\u54e1\u304c\u4f55\u5206\u9593\u306e\u6d3b\u52d5\u3092\u884c\u3063\u305f\u304b\u3001\u4ed6\u306b\u3082\u6c17\u8c61\u30c7\u30fc\u30bf\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001AI\u304c\u4e88\u6e2c\u3092\u3057\u307e\u3059\u3002<\/p>\n<p>\u958b\u767a\u5f8c\u306e\u4eca\u3068\u306a\u3063\u3066\u306f\u753b\u9762\u4e0a\u306b\u3001\u30d2\u30fc\u30c8\u30de\u30c3\u30d7\u3084\u4e8b\u6848\u306e\u4ef6\u6570\u3001\u73fe\u5834\u5230\u7740\u6642\u9593\u306e\u4e88\u6e2c\u7d50\u679c\u3092\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u958b\u767a\u5f53\u521d\u306fAI\u3092\u6d3b\u7528\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u5f62\u3067\u63d0\u4f9b\u3059\u308b\u306e\u304c\u826f\u3044\u304b\u308f\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3069\u308c\u3050\u3089\u3044\u306e\u7c92\u5ea6\u3067\u4e88\u6e2c\u7d50\u679c\u3092\u51fa\u305b\u3070\u3044\u3044\u306e\u304b\u306a\u3069\u3001\u76f8\u8ac7\u3057\u306a\u304c\u3089\u30a4\u30e1\u30fc\u30b8\u3092\u56fa\u3081\u3066\u3044\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u4e2d\u6c5f\u3055\u3093\u304c\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u3059\u3050\u306b\u4f5c\u3063\u3066\u304f\u308c\u3066\u3001\u65e9\u3044\u6bb5\u968e\u304b\u3089\u52d5\u304f\u3082\u306e\u304c\u898b\u3089\u308c\u305f\u306e\u3067\u3001SE\u5074\u3068\u3057\u3066\u3082\u3001AI\u306e\u5206\u6790\u7d50\u679c\u304c\u898b\u3084\u3059\u3044\u5de5\u592b\u3092\u3057\u3066\u6e96\u5099\u3067\u304d\u305f\u306e\u304c\u826f\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u79c1\u306e\u5f79\u5272\u306f\u3001\u4e8b\u696d\u90e8\u3068\u6280\u8853\u958b\u767a\u3092\u7e4b\u304e\u3001\u30d3\u30b8\u30cd\u30b9\u958b\u767a\u307e\u3067\u8003\u3048\u3066\u3044\u304f\u3053\u3068\u3067\u3059\u3002\u4eca\u56de\u306e\u30b1\u30fc\u30b9\u3067\u3044\u3046\u3068\u3001\u6551\u6025\u9700\u8981\u306e\u7814\u7a76\u306f20\u5e74\u307b\u3069\u524d\u304b\u3089\u5b9f\u65bd\u3055\u308c\u3066\u3044\u305f\u306e\u3067\u3001\u307e\u305a\u904e\u53bb\u306e\u8ad6\u6587\u3092\u8abf\u3079\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u8aac\u660e\u5909\u6570\u304c\u4eca\u56de\u306e\u4e88\u6e2c\u306b\u6709\u52b9\u306a\u306e\u304b\u3001\u3042\u305f\u308a\u3092\u3064\u3051\u308b\u3053\u3068\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u52a0\u3048\u3066\u3001\u6551\u6025\u968a\u5074\u306e\u8abf\u67fb\u3082\u884c\u3044\u307e\u3057\u305f\u3002\u8fd1\u96a3\u3067\u4e8b\u6848\u304c\u7d9a\u3051\u3066\u767a\u751f\u3059\u308b\u5834\u5408\u3082\u3042\u308a\u3001\u6700\u5bc4\u308a\u306e\u968a\u306e\u8aac\u660e\u5909\u6570\u3060\u3051\u3067\u306f\u306a\u304f\u30012\u756a\u76ee\u30013\u756a\u76ee\u306b\u4f4d\u7f6e\u3059\u308b\u968a\u306e\u8aac\u660e\u5909\u6570\u3082\u5fc5\u8981\u3068\u3044\u3063\u305f\u3053\u3068\u3092\u73fe\u5834\u306e\u58f0\u304b\u3089\u62fe\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u8aac\u660e\u5909\u6570\u3092\u4ed8\u3051\u52a0\u3048\u308b\u3053\u3068\u3082\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n<p>\u5de5\u592b\u3057\u305f\u70b9\u306f\u3001\u30e2\u30e4\u30e2\u30e4\u3063\u3068\u3057\u305f\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u72b6\u614b\u304b\u3089\u3001\u591a\u304f\u306e\u4eba\u3068\u8a71\u3092\u91cd\u306d\u308b\u3053\u3068\u3067\u65b9\u5411\u6027\u3092\u56fa\u3081\u3001\u5408\u610f\u5f62\u6210\u3092\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3059\u3002\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u304a\u898b\u305b\u3057\u3066\u300c\u3044\u3044\u306d\uff01\u300d\u307f\u305f\u3044\u306a\u53cd\u5fdc\u304c\u8fd4\u3063\u3066\u304f\u308b\u3053\u3068\u306b\u300c\u3084\u308a\u304c\u3044\u300d\u3092\u611f\u3058\u3066\u3044\u307e\u3057\u305f\u306d\u3002<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u5f53\u6642\u3001\u304a\u8a71\u3092\u3044\u305f\u3060\u3044\u305f\u3068\u304d\u3001\u3061\u3087\u3046\u3069XAI\u304c\u6d41\u884c\u308a\u306f\u3058\u3081\u305f\u6bb5\u968e\u3060\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u56e0\u5b50\u578b\u306e\u6839\u62e0\u8aac\u660e\u306e\u65b9\u5f0f\u304c\u5c71\u306e\u3088\u3046\u306b\u767b\u5834\u3057\u305f\u6642\u671f\u3067\u3057\u305f\u3002\u305d\u306e\u3088\u3046\u306a\u72b6\u6cc1\u4e0b\u3067\u3001\u4eca\u56de\u4f7f\u3063\u305f\u300c\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\uff08Shapley\uff09\u300d\u3068\u3044\u3046\u624b\u6cd5\u304c\u5e7e\u3064\u304b\u767b\u5834\u3057\u3066\u3053\u308c\u306f\u4f7f\u3048\u308b\u3068\u601d\u3063\u305f\u306e\u3092\u899a\u3048\u3066\u3044\u307e\u3059\u3002\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u306f\u3001\u305d\u3082\u305d\u3082\u8aac\u660e\u3068\u306f\u3053\u3046\u3042\u308b\u3079\u304d\u3068\u3044\u3046\u300c\u3079\u304d\u8ad6\u300d\u304b\u3089\u3001\u304d\u3061\u3093\u3068\u5b9a\u7fa9\u3055\u308c\u305f\u7406\u8ad6\u3060\u3063\u305f\u306e\u3067\u305d\u308c\u307e\u3067\u306e\u7814\u7a76\u3068\u306f\u4e00\u7dda\u3092\u753b\u3059\u6280\u8853\u3067\u3057\u305f\u3002<\/p>\n<p>\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u306b\u3082\u5bfe\u8c61\u3068\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3084\u8a08\u7b97\u91cf\u304c\u7570\u306a\u308b\u5e7e\u3064\u304b\u306e\u65b9\u6cd5\u304c\u3042\u308b\u306e\u3067\u3001\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u305f\u3082\u306e\u3092\u3001\u3054\u63d0\u6848\u3067\u304d\u305f\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u30c4\u30ea\u30fc\u7cfb\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u3046\u306e\u304b\u3001\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u7cfb\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u3046\u306e\u304b\u3068\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u691c\u8a0e\u3057\u3066\u3044\u305f\u3068\u304d\u3001\u6075\u6728\u3055\u3093\u304b\u3089\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u306e\u304a\u8a71\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u30c4\u30ea\u30fc\u7cfb\u3067\u306f\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u3092\u4f7f\u3046\u3068\u65e9\u304f\u7d50\u679c\u304c\u51fa\u3066\u304f\u308b\u3068\u3044\u3046\u8a71\u3092\u805e\u3044\u3066\u3001\u30b7\u30e3\u30fc\u30d7\u30ec\u30a4\u3068\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u30c4\u30ea\u30fc\u7cfb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3084\u308a\u307e\u3057\u3087\u3046\u3068\u3044\u3046\u8a71\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5f8c\u65e5\u8ac7\u3068\u306a\u308a\u307e\u3059\u304c\u3001XAI\u306f\u304a\u5ba2\u69d8\u306bAI\u306e\u6839\u62e0\u3092\u8aac\u660e\u3059\u308b\u90e8\u5206\u306b\u6ce8\u76ee\u304c\u3044\u304d\u304c\u3061\u3067\u3059\u304c\u3001\u4f8b\u3048\u3070\u3001AI\u306e\u7cbe\u5ea6\u304c\u601d\u3063\u305f\u3088\u3046\u306b\u51fa\u306a\u3044\u3068\u304b\u3001AI\u306e\u4e88\u6e2c\u304c\u3061\u3087\u3063\u3068\u304a\u304b\u3057\u3044\u306a\u3063\u3066\u3044\u3046\u5834\u9762\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5834\u9762\u3067XAI\u3092\u4f7f\u3046\u3068\u3001\u306a\u305c\u7cbe\u5ea6\u304c\u51fa\u306a\u3044\u306e\u304b\u3001\u306a\u305c\u6319\u52d5\u304c\u304a\u304b\u3057\u3044\u306e\u304b\u3001\u305d\u306e\u624b\u304c\u304b\u308a\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u52b9\u7387\u7684\u306b\u539f\u56e0\u3092\u7a81\u304d\u6b62\u3081\u3066\u3001\u6539\u5584\u7b56\u306b\u7e4b\u3052\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u308f\u3051\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3082\u3001\u305d\u306e\u3088\u3046\u306a\u5834\u9762\u304c\u5b9f\u969b\u306b\u3042\u308a\u3001\u81ea\u5206\u9054\u304c\u7814\u7a76\u3057\u3066\u3044\u308bXAI\u304c\u8ca2\u732e\u3067\u304d\u3066\u3044\u308b\u3068\u300c\u3084\u308a\u304c\u3044\u300d\u3092\u611f\u3058\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2><span id=\"AIXAI-3\">\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u306bXAI\u3092\u5b9f\u88c5\u3057\u3066\u3001\u5f97\u3089\u308c\u305f\u52b9\u679c\u306f\uff1f<\/span><\/h2>\n<p><b>\u2015\u2015\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u306bXAI\u3092\u5b9f\u88c5\u3055\u308c\u3066\u3001\u3069\u3046\u3044\u3063\u305f\u52b9\u679c\u304c\u3042\u3063\u305f\u304b\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2cAI\u30b7\u30b9\u30c6\u30e0\u300d\u306bXAI\u3092\u63a1\u7528\u3057\u305f\u3053\u3068\u306f\u3001\u975e\u5e38\u306b\u826f\u304b\u3063\u305f\u3068\u8a55\u4fa1\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>XAI\u306b\u3088\u3063\u3066\u3001\u79c1\u305f\u3061SE\u3082\u300c\u306a\u305cAI\u304c\u3053\u3093\u306a\u7d50\u679c\u3092\u51fa\u3057\u305f\u306e\u304b\u300d\u300c\u3069\u306e\u5909\u6570\u304c\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u304b\u300d\u3068\u3044\u3063\u305f\u3053\u3068\u3092\u53ef\u8996\u5316\u3057\u3066\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u7814\u7a76\u6240\u306e\u65b9\u3005\u306b\u76f8\u8ac7\u3057\u306a\u304c\u3089\u3001\u65b0\u3057\u3044\u60c5\u5831\u3092\u8db3\u3059\u3079\u304d\u304b\u3001\u30c7\u30fc\u30bf\u3092\u5225\u306e\u5f62\u306b\u52a0\u5de5\u3057\u305f\u65b9\u304c\u3044\u3044\u306e\u304b\u3001\u3068\u3044\u3063\u305f\u691c\u8a0e\u3092\u3057\u306a\u304c\u3089\u958b\u767a\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p><b>\u2015\u2015\u4ed6\u306b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u901a\u3057\u3066\u304a\u6c17\u3065\u304d\u306b\u306a\u3063\u305f\u70b9\u3001\u5f97\u3089\u308c\u305f\u3053\u3068\u306a\u3069\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u79c1\u500b\u4eba\u3068\u3057\u3066\u306f\u3001AI\u306e\u300c\u6c17\u6301\u3061\u300d\u304c\u308f\u304b\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u826f\u304b\u3063\u305f\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002XAI\u306b\u3088\u3063\u3066AI\u304c\u611a\u76f4\u306b\u8a08\u7b97\u3057\u3001\u5206\u6790\u3059\u308b\u3053\u3068\u306f\u7406\u89e3\u3067\u304d\u305f\u306e\u3067\u3001AI\u306e\u5f97\u610f\u306a\u3053\u3068\u3001\u4e0d\u5f97\u610f\u306a\u3053\u3068\u306e\u52d5\u304d\u304c\u3064\u304b\u3081\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u3044\u3044\u7d4c\u9a13\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u79c1\u305f\u3061\u304cAI\u3092\u63d0\u4f9b\u3059\u308b\u969b\u306b\u306f\u3001\u3084\u306f\u308a\u7406\u7531\u3084\u6839\u62e0\u304c\u308f\u304b\u308b\u3053\u3068\u304c\u5927\u5207\u3060\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002\u305d\u3046\u3044\u3046\u610f\u5473\u3067\u3001XAI\u306f\u4eca\u5f8c\u3082\u4f7f\u3063\u3066\u3044\u304f\u3079\u304d\u6280\u8853\u3060\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2><span id=\"AI\">\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u7814\u7a76\u8005\u3001\u6280\u8853\u8005\u304c\u8003\u3048\u308b\u3001AI\u3068\u4eba\u9593\u304c\u3068\u3082\u306b\u6b69\u3093\u3067\u3044\u304f\u672a\u6765\u4e88\u60f3\u56f3<\/span><\/h2>\n<p><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_39608268_L.jpg\" alt=\"\" width=\"4000\" height=\"2304\" class=\"alignnone size-full wp-image-16448\" srcset=\"https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_39608268_L.jpg 4000w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_39608268_L-300x173.jpg 300w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_39608268_L-768x442.jpg 768w, https:\/\/www.qiita.com\/official-columns\/wp-content\/uploads\/2021\/01\/pixta_39608268_L-1024x590.jpg 1024w\" sizes=\"(max-width: 4000px) 100vw, 4000px\" \/><\/p>\n<p><b>\u2015\u2015AI\u3001XAI\u304c\u9032\u5316\u3057\u3066\u3044\u304f\u3068\u672a\u6765\u306f\u3069\u3046\u306a\u308b\u306e\u304b\u3001\u3069\u3093\u306a\u30d3\u30b8\u30e7\u30f3\u3092\u601d\u3044\u63cf\u3044\u3066\u3044\u3089\u3063\u3057\u3083\u3044\u307e\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>AI\u304c\u9032\u5316\u3057\u3066\u3001\u793e\u4f1a\u306b\u6d78\u900f\u3057\u3066\u3044\u304f\u3068\u3001\u3082\u3046\u5c11\u3057\u30b9\u30c6\u30eb\u30b9\u5316\u3057\u3066\u3044\u304f\u6c17\u304c\u3057\u307e\u3059\u3002\u8981\u3059\u308b\u306bAI\u3092\u4f7f\u3063\u3066\u3044\u308b\u3063\u3066\u3053\u3068\u3092\u610f\u8b58\u305b\u305a\u306b\u3001\u77e5\u3089\u306a\u3044\u9593\u306bAI\u304c\u652f\u63f4\u3057\u3066\u304f\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u305d\u3046\u306a\u308b\u3068\u300cXAI\u306f\u3069\u3046\u306a\u308b\u3093\u3060\uff1f\u300d\u3063\u3066\u3044\u3046\u8a71\u306b\u306a\u308a\u307e\u3059\u304c\uff08\u7b11\uff09<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u65e5\u672c\u3067\u306f\u52b4\u50cd\u4eba\u53e3\u304c\u4f4e\u4e0b\u3057\u3001\u719f\u7df4\u3057\u305f\u8077\u4eba\u3084\u5c02\u9580\u5bb6\u306e\u6570\u3082\u6e1b\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3046\u3044\u3063\u305f\u4eba\u306e\u30b9\u30ad\u30eb\u3001\u6280\u8853\u3092AI\u304c\u4ee3\u66ff\u3057\u3066\u3044\u304f\u3053\u3068\u306f\u3001\u5fc5\u8981\u4e0d\u53ef\u6b20\u306b\u306a\u3063\u3066\u3044\u304f\u3060\u308d\u3046\u3068\u8003\u3048\u307e\u3059\u3002\u3067\u3059\u306e\u3067\u3001\u3053\u308c\u3092\u5186\u6ed1\u306b\u3057\u3066\u3044\u304f\u3088\u3046\u306a\u6280\u8853\u3084\u5f79\u5272\u304c\u3001\u7814\u7a76\u958b\u767a\u5074\u306b\u6c42\u3081\u3089\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u533b\u7642\u3084\u4eba\u306e\u5065\u5eb7\u306b\u95a2\u308f\u308b\u5206\u91ce\u306f\u3001\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u304c\u6a5f\u5fae\uff08\u30bb\u30f3\u30b7\u30c6\u30a3\u30d6\uff09\u306a\u3053\u3068\u3082\u3042\u308a\u3001\u307e\u3060AI\u3092\u6d3b\u7528\u3057\u304d\u308c\u3066\u3044\u306a\u3044\u6c17\u304c\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u306f\u500b\u4eba\u60c5\u5831\u306a\u3069\u306b\u914d\u616e\u3057\u306a\u304c\u3089\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3001\u4eba\u547d\u304c\u8105\u304b\u3055\u308c\u306a\u3044\u3088\u3046\u306a\u5b89\u5168\u304b\u3064\u6709\u7528\u306aAI\u3092\u958b\u767a\u3059\u308b\u52d5\u304d\u304c\u5e83\u304c\u3063\u3066\u3044\u304f\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306e\u300c\u6551\u6025\u9700\u8981\u4e88\u6e2c\u300d\u306f\u3001\u305d\u306e\u201c\u306f\u3057\u308a\u201d\u3068\u3044\u3046\u304b\u3001\u4e00\u90e8\u306a\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p><b>\u2015\u2015\u4eca\u5f8c\u3001AI\u3001XAI\u3092\u5e83\u3081\u3066\u3044\u304f\u4e2d\u3067\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u5f79\u5272\u3084\u3001\u3054\u81ea\u8eab\u304c\u53d6\u308a\u7d44\u307f\u305f\u3044\u30df\u30c3\u30b7\u30e7\u30f3\u3001\u5922\u306a\u3069\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/b><\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>AI\u304c\u4e16\u306e\u4e2d\u306b\u5e83\u307e\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u304c\u3001\u500b\u4eba\u7684\u306b\u306f\u3001\u4e3b\u5c0e\u6a29\u3092\u4eba\u304b\u3089\u596a\u3063\u3066\u307b\u3057\u304f\u306a\u3044\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002\u4eba\u306e\u4e3b\u4f53\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3059\u308b\u3082\u306e\u3068\u3057\u3066\u3001AI\u3092\u6709\u52b9\u6d3b\u7528\u3057\u3066\u3044\u304f\u4e16\u306e\u4e2d\u306b\u306a\u3063\u3066\u3044\u3051\u308c\u3070\u3044\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>\u305d\u3046\u306a\u308b\u3068\u3001XAI\u304c\u3088\u308a\u91cd\u8981\u306b\u306a\u3063\u3066\u304f\u308b\u3068\u8003\u3048\u307e\u3059\u3002\u306a\u3093\u3067\u3082AI\u306b\u5f93\u3063\u3066\u52d5\u304f\u306e\u3067\u306f\u306a\u304f\u3001AI\u306e\u5224\u65ad\u3092\u4eba\u304c\u7406\u89e3\u3057\u3066\u52b9\u679c\u7684\u306b\u4f7f\u3046\u305f\u3081\u306b\u3082XAI\u306f\u6709\u52b9\u3067\u3059\u3002\u5922\u7269\u8a9e\u7684\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001AI\u3092\u4f7f\u3063\u3066\u4eba\u9593\u3082\u5b66\u7fd2\u3057\u3066\u8ce2\u304f\u306a\u308a\u3001\u30d1\u30ef\u30fc\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304f\u3068\u826f\u3044\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u79c1\u3082\u4e3b\u5c0e\u6a29\u306fAI\u306b\u596a\u308f\u308c\u305f\u304f\u306a\u3044\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002AI\u3092\u7406\u89e3\u3057\u3066\u3044\u3051\u3070\u3001\u6570\u5b66\u306e\u6280\u8853\u3092\u4f7f\u3063\u305f\u3082\u306e\u3067\u3042\u308a\u3001\u610f\u8b58\u304c\u3042\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002AI\u3068\u6575\u5bfe\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001AI\u304c\u5f97\u610f\u306a\u3068\u3053\u308d\u3001\u4eba\u304c\u5f97\u610f\u306a\u3068\u3053\u308d\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u878d\u5408\u3057\u3066\u3044\u304f\u306e\u304c\u826f\u3044\u4ed8\u304d\u5408\u3044\u65b9\u306a\u306e\u304b\u306a\u3068\u8003\u3048\u307e\u3059\u3002<\/p>\n<p>\u300c\u6a5f\u68b0\u3068\u4ef2\u826f\u304f\u306a\u308b\u300d\u3068\u3044\u3046\u306e\u306f\u3001\u65e5\u672c\u4eba\u304c\u6614\u304b\u3089\u5f97\u610f\u306a\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u4e16\u754c\u7684\u306b\u898b\u308b\u3068\u3001\u65e5\u672c\u306fAI\u304c\u9045\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u5370\u8c61\u3082\u3042\u308a\u307e\u3059\u304c\u3001AI\u3068\u3046\u307e\u304f\u4ed8\u304d\u5408\u3063\u3066\u3044\u304f\u3068\u3044\u3063\u305f\u3068\u3053\u308d\u3067\u306f\u65e5\u672c\u306e\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u306f\u9ad8\u3044\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u4eca\u3001AI\u306e\u77e5\u8b58\u3068\u4eba\u306e\u77e5\u8b58\u3092\u878d\u5408\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u6642\u4ee3\u306e\u3088\u3046\u306b\u611f\u3058\u307e\u3059\u3002<br \/>\nXAI\u3067\u306f\u300cAI\u306f\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u3001\u3053\u3093\u306a\u3053\u3068\u3092\u77e5\u8b58\u3068\u3057\u3066\u767a\u898b\u3057\u305f\u300d\u3068\u3044\u3046\u7d50\u679c\u304c\u51fa\u3066\u304d\u307e\u3059\u304c\u3001\u3053\u306e\u77e5\u8b58\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u77e5\u8b58\u306e\u9593\u9055\u3044\u3092\u8a02\u6b63\u3059\u308b\u3068\u3001AI\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3059\u308b\u3053\u3068\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u3066\u3001\u30a2\u30ab\u30c7\u30df\u30a2\u3067\u3082\u8a71\u984c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001AI\u304c\u767a\u898b\u3057\u305f\u4e00\u90e8\u5206\u3092\u4eba\u306e\u77e5\u8b58\u3067\u7f6e\u304d\u63db\u3048\u3066\u3042\u3052\u308b\u3068\u3001\u3088\u308a\u826f\u3044AI\u306b\u306a\u3063\u3066\u3044\u304f\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002\u3053\u3046\u3044\u3063\u305f\u3053\u3068\u304c\u6700\u8fd1\u306e\u30c8\u30ec\u30f3\u30c9\u306e\u3072\u3068\u3064\u3068\u3057\u3066\u3042\u308a\u307e\u3059\u306e\u3067\u3001AI\u304c\u898b\u3064\u3051\u305f\u3053\u3068\u3068\u4eba\u306e\u77e5\u8b58\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u826f\u3044\u3082\u306e\u304c\u51fa\u6765\u4e0a\u304c\u3063\u3066\u3044\u304f\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u2015\u2015AI\u6d3b\u7528\u306b\u304a\u3051\u308b\u3001\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u30dd\u30b8\u30b7\u30e7\u30cb\u30f3\u30b0\u3084\u300c\u5f37\u307f\u300d\u3092\u3069\u306e\u3088\u3046\u306b\u6349\u3048\u3066\u304a\u3089\u308c\u307e\u3059\u304b\uff1f<\/b><\/p>\n<p><span style=\"color: #55C500;\"><b>\u798f\u5cf6 : <\/b><\/span>\u65e5\u7acb\u306f\u3055\u307e\u3056\u307e\u306a\u793e\u4f1a\u30a4\u30f3\u30d5\u30e9\u95a2\u9023\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u643a\u308f\u3089\u305b\u3066\u3044\u305f\u3060\u3044\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u3067\u5f97\u305f\u77e5\u898b\u3068\u3001\u65b0\u305f\u306aAI\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u304a\u5ba2\u69d8\u3078\u4fa1\u5024\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3053\u3068\u304c\u5f37\u307f\u3060\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"color: #197FE6;\"><b>\u4e2d\u6c5f : <\/b><\/span>\u65e5\u7acb\u306e\u7279\u5fb4\u306f\u3001\u3084\u306f\u308a\u300cOT\uff08Operational Technology\uff09\u300d\u306b\u3042\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u4eca\u56de\u306e\u6d88\u9632\u30b7\u30b9\u30c6\u30e0\u3084\u3001\u4eba\u304c\u8eab\u306b\u4ed8\u3051\u3066\u3044\u308b\u30a6\u30a7\u30a2\u30e9\u30d6\u30eb\u30bb\u30f3\u30b5\u30fc\u306e\u30c7\u30fc\u30bf\u3001\u30ea\u30a2\u30eb\u306a\u7523\u696d\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u3042\u304c\u3063\u3066\u304f\u308b\u30c7\u30fc\u30bf\u306a\u3069\u3092\u6d3b\u7528\u3057\u3001\u73fe\u5834\u3067\u5b9f\u7528\u53ef\u80fd\u306aAI\u6280\u8853\u306e\u63d0\u4f9b\u304c\u3067\u304d\u308b\u3053\u3068\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u3082\u3001\u304d\u3081\u7d30\u304b\u304f\u73fe\u5834\u3092\u898b\u306a\u304c\u3089\u3001\u4e01\u5be7\u306b\u4f5c\u308a\u3042\u3052\u3066\u3044\u304d\u305f\u3044\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #FC4C4C;\"><b>\u8af8\u6a4b : <\/b><\/span>\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u3060\u3051\u3092\u3084\u3063\u3066\u3044\u308b\u4f01\u696d\u3067\u306f\u3001\u9650\u3089\u308c\u305f\u30c7\u30fc\u30bf\u306b\u3057\u304b\u89e6\u308c\u3089\u308c\u307e\u305b\u3093\u3002\u65e5\u7acb\u306a\u3089\u3001\u30b0\u30eb\u30fc\u30d7\u5404\u793e\u306e\u51b7\u8535\u5eab\u3084\u5bb6\u96fb\u3068\u3044\u3063\u305f\u3068\u3053\u308d\u307e\u3067\u3001\u5e45\u5e83\u304f\u30c7\u30fc\u30bf\u5206\u6790\u304c\u3067\u304d\u307e\u3059\u3002\u91d1\u878d\u696d\u3001\u5c0f\u58f2\u696d\u3092\u306f\u3058\u3081\u3001\u6570\u591a\u304f\u306e\u304a\u5ba2\u69d8\u3068\u306e\u53d6\u308a\u7d44\u307f\u304c\u3042\u308b\u306e\u3067\u3001\u591a\u7a2e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u306b\u89e6\u308c\u3089\u308c\u308b\u306e\u304c\u65e5\u7acb\u306e\u9b45\u529b\u3067\u3059\u3002<\/p>\n<p><span style=\"color: #ff6600;\"><b>\u6075\u6728\uff1a<\/b><\/span>\u591a\u7a2e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u65e5\u7acb\u306b\u306f\u591a\u5c90\u306b\u308f\u305f\u308b\u30c9\u30e1\u30a4\u30f3\u306e\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u304c\u6570\u591a\u304f\u5728\u7c4d\u3057\u3066\u3044\u307e\u3059\u3002\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u3066\u3001\u3055\u3089\u306bAI\u3092\u4f7f\u3044\u3053\u306a\u305b\u308b\u4eba\u8ca1\u304c\u63c3\u3063\u3066\u3044\u308b\u4f1a\u793e\u306f\u3001\u4e16\u754c\u3067\u3082\u305d\u308c\u307b\u3069\u591a\u304f\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u3053\u308c\u304c\u300cOT\u2715IT\u300d\u3068\u3044\u3046\u8868\u73fe\u3067\u767a\u4fe1\u3057\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002\u65e5\u7acb\u306f\u3053\u308c\u304b\u3089\u3082\u5148\u7aef\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u793e\u4f1a\u8ab2\u984c\u3092\u89e3\u6c7a\u3001\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc\u306b\u30ea\u30fc\u30c1\u3059\u308b\u30e9\u30b9\u30c81\u30de\u30a4\u30eb\u3092\u62c5\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h4><strong>\u7de8\u96c6\u5f8c\u8a18<\/strong><\/h4>\n<p class=\"well\">\nAI\u306f\u3001\u30b9\u30c6\u30ec\u30aa\u30bf\u30a4\u30d7\u306eSF\u5c0f\u8aac\u3067\u306f\u60aa\u5f79\u306b\u63cf\u304b\u308c\u308b\u3053\u3068\u3082\u591a\u304f\u3001\u6a5f\u68b0\u5b66\u7fd2\u304c\u30d6\u30fc\u30e0\u306b\u306a\u3063\u305f\u3068\u304d\u300c\u6016\u3044\u300d\u3068\u3044\u3063\u305f\u611f\u60f3\u3092\u6301\u3063\u305f\u4eba\u3082\u5c11\u306a\u304f\u306a\u304b\u3063\u305f\u305d\u3046\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u5229\u4fbf\u6027\u306e\u9ad8\u3055\u304b\u3089\u3001AI\u306f\u3069\u3093\u3069\u3093\u79c1\u305f\u3061\u306e\u751f\u6d3b\u306e\u4e2d\u306b\u5165\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<br \/>\n<br \/>\n\u4eca\u56de\u3001\u7686\u3055\u3093\u306e\u304a\u8a71\u3092\u4f3a\u3046\u3068\u3001AI\u306f\u3051\u3063\u3057\u3066\u60aa\u5f79\u3067\u306f\u306a\u3044\u3057\u3001\u6016\u304f\u3082\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002XAI\u306f\u5f93\u6765\u306eAI\u3068\u4eba\u9593\u3092\u7e4b\u3050\u901a\u8a33\u3001\u307e\u305f\u306f\u67b6\u3051\u6a4b\u306e\u3088\u3046\u306a\u5b58\u5728\u3068\u3057\u3066\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u308a\u3001\u9032\u5316\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3057\u3087\u3046\u3002<br \/>\n<br \/>\n\u307e\u305f\u3001\u6d88\u9632\u306a\u3069\u516c\u5171\u5206\u91ce\u3067\u306e\u793e\u4f1a\u8ab2\u984c\u89e3\u6c7a\u3078\u306e\u53d6\u308a\u7d44\u307f\u3092\u77e5\u308b\u3068\u3001\u65e5\u7acb\u88fd\u4f5c\u6240\u306e\u6280\u8853\u529b\u306e\u9ad8\u3055\u306b\u52a0\u3048\u3066\u300c\u71b1\u610f\u300d\u304c\u3072\u3057\u3072\u3057\u3068\u4f1d\u308f\u3063\u3066\u304d\u3066\u3001\u3068\u3066\u3082\u983c\u3082\u3057\u304f\u611f\u3058\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p style=\"text-align: right;\">\u53d6\u6750\uff0f\u6587\uff1a\u795e\u7530 \u5bcc\u58eb\u6674<\/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': '202101-hitachi-3','event_label': 'next-stories'});\"><strong>Hitachi Next Stories\u3078<\/strong><\/a><\/p>\n<p style=\"text-align: center;font-size:180%;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 \/>\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 \/><a class=\"q_button sz_l bt_green\" href=\"https:\/\/qiita.com\/official-campaigns\/hitachi-2020\" target=\"_blank\" onclick=\"gtag('event', 'Click', {'event_category': '202101-hitachi-3','event_label': 'official-campaigns'});\" rel=\"noopener noreferrer\"><strong>\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30b5\u30a4\u30c8\u3078<\/a><\/strong><\/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;\">\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': '202103-hitachi','event_label': 'job_code=592'});\" rel=\"noopener noreferrer\"><strong>\u52df\u96c6\u8077\u7a2e\u8a73\u7d30\u306f\u3053\u3061\u3089<\/a><\/strong><\/p>\n<p style=\"text-align: center;\">AI\u30fb\u30c9\u30ed\u30fc\u30f3\u7b49\u306e\u65b0\u6280\u8853\u3092\u7528\u3044\u3066\u3001\u516c\u5171\u30b7\u30b9\u30c6\u30e0\u306eDX\u3092\u63a8\u9032\u3059\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9\u306e\u4f01\u753b\u3001\u958b\u767a<br \/><a class=\"q_button sz_l bt_green\" href=\"https:\/\/hitachi.jposting.net\/u\/job.phtml?job_code=225\" target=\"_blank\" onclick=\"gtag('event', 'Click', {'event_category': '202101-hitachi-3','event_label': 'job_code=225'});\" 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>\u6a5f\u68b0\u5b66\u7fd2\u3092\u306f\u3058\u3081\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u6d3b\u7528\u304c\u9032\u3080\u300cAI\u300d\u3002\u751f\u6d3b\u3092\u4fbf\u5229\u306b\u3057\u3066\u304f\u308c\u308b\u53cd\u9762\u3001AI\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u304c\u898b\u3048\u306a\u3044\u300c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u554f\u984c\u300d\u3082\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002 AI\u304c\u51fa\u3057\u305f\u7b54\u3048\u306b\u3064\u3044\u3066\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u3092\u8ffd\u3046\u3053\u3068\u304c [&hellip;]<\/p>\n","protected":false},"author":19,"featured_media":18863,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[122,43],"tags":[125,159],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI\u306f\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\uff1f \u5224\u65ad\u6839\u62e0\u3092\u8aac\u660e\u3059\u308b\u300cXAI\u300d\u3092\u6d3b\u7528\u3057\u3066\u793e\u4f1a\u8ab2\u984c\u306b\u6311\u3080\u65e5\u7acb\u88fd\u4f5c\u6240 - 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\/202102-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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