{"id":294955,"date":"2024-05-29T22:44:05","date_gmt":"2024-05-29T13:44:05","guid":{"rendered":"https:\/\/www.singapore-startup.com\/?p=294955"},"modified":"2024-05-29T22:44:05","modified_gmt":"2024-05-29T13:44:05","slug":"causal-ai%e3%81%a7%e3%83%aa%e3%82%b9%e3%82%af%e7%ae%a1%e7%90%86%e3%82%92%e5%bc%b7%e5%8c%96%ef%bc%81%e6%9c%80%e6%96%b0%e4%ba%8b%e4%be%8b%e3%82%92%e7%b4%b9%e4%bb%8b","status":"publish","type":"post","link":"https:\/\/www.singapore-startup.com\/?p=294955","title":{"rendered":"Causal AI\u3067\u30ea\u30b9\u30af\u7ba1\u7406\u3092\u5f37\u5316\uff01\u6700\u65b0\u4e8b\u4f8b\u3092\u7d39\u4ecb"},"content":{"rendered":"<div class=\"aafe36d7afa19a8010513acdd90193c0\" data-index=\"1\" style=\"float: none; margin:0px 0 0px 0; text-align:center;\">\n<center>Sponsored Link<\/center>\r\n<script async src=\"\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\r\n<!-- Article upper_singapore-startup.com -->\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block\"\r\n     data-ad-client=\"ca-pub-8303070969424899\"\r\n     data-ad-slot=\"5656608650\"\r\n     data-ad-format=\"rectangle\"><\/ins>\r\n<script>\r\n(adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n<h1>\u6700\u65b0\u306eCausal AI\u306e\u5c55\u958b\u3068\u305d\u306e\u5b9f\u7528\u4f8b<\/h1>\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3000\u8fd1\u5e74\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u9032\u5316\u306f\u76ee\u899a\u307e\u3057\u304f\u3001\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u300cCausal AI\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u5f93\u6765\u306eAI\u304c\u5f97\u610f\u3068\u3059\u308b\u76f8\u95a2\u95a2\u4fc2\u306e\u767a\u898b\u3060\u3051\u3067\u306a\u304f\u3001\u56e0\u679c\u95a2\u4fc2\u306e\u7406\u89e3\u3068\u63a8\u8ad6\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Causal AI\u306e\u6700\u65b0\u306e\u5c55\u958b\u3068\u5177\u4f53\u7684\u306a\u5fdc\u7528\u4f8b\u306b\u3064\u3044\u3066\u5c02\u9580\u5bb6\u306e\u8996\u70b9\u304b\u3089\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>Causal AI\u3068\u306f\uff1f<\/h2>\n<p>\u3000Causal AI\u3068\u306f\u3001\u30c7\u30fc\u30bf\u9593\u306e\u56e0\u679c\u95a2\u4fc2\u3092\u7406\u89e3\u3057\u3001\u4e88\u6e2c\u3059\u308b\u80fd\u529b\u3092\u6301\u3064AI\u6280\u8853\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u306a\u308b\u76f8\u95a2\u95a2\u4fc2\u306e\u767a\u898b\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u539f\u56e0\u3068\u7d50\u679c\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u533b\u7642\u3001\u88fd\u9020\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u69d8\u3005\u306a\u5206\u91ce\u3067\u9769\u547d\u7684\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u533b\u7642\u5206\u91ce\u3067\u306eCausal AI\u306e\u5fdc\u7528<\/h2>\n<h3>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30c9\u6cbb\u7642\u306e\u5411\u4e0a<\/h3>\n<p>\u3000Causal AI\u306f\u3001\u500b\u3005\u306e\u60a3\u8005\u306b\u6700\u9069\u306a\u6cbb\u7642\u6cd5\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306f\u3001\u3042\u308b\u85ac\u304c\u60a3\u8005\u306b\u52b9\u679c\u7684\u304b\u3069\u3046\u304b\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001Causal AI\u306f\u305d\u306e\u85ac\u304c\u306a\u305c\u52b9\u679c\u7684\u306a\u306e\u304b\u3001\u307e\u305f\u306f\u4ed6\u306e\u6cbb\u7642\u6cd5\u3068\u6bd4\u8f03\u3057\u3066\u3069\u308c\u307b\u3069\u52b9\u679c\u7684\u304b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u200b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>\u5177\u4f53\u4f8b\uff1a\u7cd6\u5c3f\u75c5\u6cbb\u7642<\/h3>\n<p>\u3000\u5f93\u6765\u306eML\u306f\u3001\u60a3\u8005\u306e\u30ea\u30b9\u30af\u56e0\u5b50\u306b\u57fa\u3065\u3044\u3066\u7cd6\u5c3f\u75c5\u306e\u767a\u75c7\u78ba\u7387\u3092\u4e88\u6e2c\u3057\u307e\u3059\u304c\u3001Causal AI\u306f\u7279\u5b9a\u306e\u6cbb\u7642\u85ac\u304c\u60a3\u8005\u306e\u30ea\u30b9\u30af\u306b\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u3092\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u6cbb\u7642\u8a08\u753b\u306e\u52b9\u679c\u3092\u6bd4\u8f03\u3057\u3001\u6700\u9069\u306a\u6cbb\u7642\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>IT\u904b\u7528\u3067\u306eCausal AI\u306e\u5229\u7528<\/h2>\n<h3>\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u306e\u52b9\u7387\u5316<\/h3>\n<p>\u3000Causal AI\u306f\u3001IT\u904b\u7528\u306e\u5206\u91ce\u3067\u3082\u5927\u304d\u306a\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001IBM\u306eInstana\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001Causal AI\u3092\u5229\u7528\u3057\u3066\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306e\u539f\u56e0\u3092\u8fc5\u901f\u306b\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u554f\u984c\u89e3\u6c7a\u306e\u6642\u9593\u304c\u5927\u5e45\u306b\u77ed\u7e2e\u3055\u308c\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u200b\u200b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>\u5b9f\u969b\u306e\u5229\u7528\u4f8b<\/h3>\n<p>\u3000\u3042\u308b\u4f01\u696d\u3067\u306f\u3001Causal AI\u3092\u7528\u3044\u305f\u6839\u672c\u539f\u56e0\u5206\u6790\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u554f\u984c\u3092\u8fc5\u901f\u306b\u7279\u5b9a\u3057\u3001\u5bfe\u51e6\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u5f93\u6765\u306f\u624b\u4f5c\u696d\u3067\u884c\u3063\u3066\u3044\u305f\u539f\u56e0\u7279\u5b9a\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u81ea\u52d5\u5316\u3055\u308c\u3001\u554f\u984c\u89e3\u6c7a\u307e\u3067\u306e\u6642\u9593\u304c\u5287\u7684\u306b\u77ed\u7e2e\u3055\u308c\u307e\u3057\u305f\u200b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3067\u306eCausal AI<\/h2>\n<h3>\u5e83\u544a\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u6700\u9069\u5316<\/h3>\n<p>\u3000\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u3082\u3001Causal AI\u306f\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u5e83\u544a\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u52b9\u679c\u3092\u6b63\u78ba\u306b\u6e2c\u5b9a\u3057\u3001\u6700\u9069\u306a\u6226\u7565\u3092\u7b56\u5b9a\u3059\u308b\u305f\u3081\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5e83\u544a\u8cbb\u306e\u7121\u99c4\u3092\u6e1b\u3089\u3057\u3001ROI\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u307e\u3068\u3081\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n<p>\u3000Causal AI\u306f\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u9769\u65b0\u7684\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002\u533b\u7642\u5206\u91ce\u3067\u306f\u500b\u5225\u5316\u533b\u7642\u306e\u9032\u5c55\u3001IT\u904b\u7528\u3067\u306f\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u306e\u52b9\u7387\u5316\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3067\u306f\u5e83\u544a\u52b9\u679c\u306e\u6700\u9069\u5316\u306a\u3069\u3001\u305d\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u5e83\u304c\u308a\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u3082\u3053\u306e\u6280\u8853\u306e\u9032\u5316\u306b\u6ce8\u76ee\u304c\u96c6\u307e\u308b\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u3000Causal AI\u306b\u95a2\u3059\u308b\u3055\u3089\u306b\u8a73\u3057\u3044\u60c5\u5831\u306f\u3001\u4ee5\u4e0b\u306e\u30ea\u30f3\u30af\u304b\u3089\u3054\u89a7\u3044\u305f\u3060\u3051\u307e\u3059\uff1a<\/p>\n<ul>\n<li><span style=\"text-decoration: underline; color: #0000ff;\"><a target=\"_new\" rel=\"noreferrer noopener\" href=\"https:\/\/medicalxpress.com\/news\/2024-04-explore-causal-machine-advancement-ai.html\" style=\"color: #0000ff; text-decoration: underline;\">Nature Medicine\u306e\u8a18\u4e8b<\/a><\/span><\/li>\n<li><a target=\"_new\" rel=\"noreferrer noopener\" href=\"https:\/\/www.sciencedaily.com\/releases\/2024\/04\/240425131408.htm\"><span style=\"text-decoration: underline;\"><span style=\"color: #0000ff; text-decoration: underline;\">ScienceDaily\u306e\u30ec\u30dd\u30fc\u30c8<\/span><\/span><\/a><\/li>\n<\/ul>\n<p>\u3000\u3053\u306e\u3088\u3046\u306b\u3001Causal AI\u306f\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u30d3\u30b8\u30cd\u30b9\u306b\u591a\u5927\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u30dd\u30c6\u30f3\u30b7\u30e3\u30eb\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u3082\u305d\u306e\u767a\u5c55\u3068\u5fdc\u7528\u306b\u671f\u5f85\u304c\u5bc4\u305b\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h1>Causal AI\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u4ee3\u66ff\u6848<\/h1>\n<h2>1. AI\u502b\u7406\u3068\u30d0\u30a4\u30a2\u30b9\u306e\u9664\u53bb<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000Causal AI\u306e\u767a\u5c55\u306b\u4f34\u3044\u3001AI\u502b\u7406\u3068\u30d0\u30a4\u30a2\u30b9\u306e\u554f\u984c\u304c\u91cd\u8981\u8996\u3055\u308c\u3066\u3044\u307e\u3059\u3002AI\u30b7\u30b9\u30c6\u30e0\u304c\u516c\u5e73\u3067\u900f\u660e\u6027\u3092\u6301\u3061\u3001\u504f\u308a\u306e\u306a\u3044\u5224\u65ad\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u502b\u7406\u7684\u306a\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306e\u5236\u5b9a\u3068\u30d0\u30a4\u30a2\u30b9\u9664\u53bb\u306e\u624b\u6cd5\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p>\u3000\u5177\u4f53\u7684\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u591a\u69d8\u6027\u3092\u78ba\u4fdd\u3057\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u516c\u5e73\u6027\u3092\u8a55\u4fa1\u3059\u308b\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3001AI\u502b\u7406\u59d4\u54e1\u4f1a\u306e\u8a2d\u7f6e\u3084\u900f\u660e\u6027\u5831\u544a\u66f8\u306e\u516c\u958b\u306a\u3069\u3082\u6709\u52b9\u306a\u624b\u6bb5\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>2. \u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u5411\u4e0a<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000Causal AI\u306e\u6027\u80fd\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u304c\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u6b63\u898f\u5316\u3001\u7570\u5e38\u5024\u306e\u9664\u53bb\u306a\u3069\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u5411\u4e0a\u306e\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5fb9\u5e95\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30c9\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u6700\u65b0\u304b\u3064\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u200b\u200b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>3. \u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u6d3b\u7528<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u52b9\u7387\u5316\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u6027\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001Causal AI\u30e2\u30c7\u30eb\u304c\u8fc5\u901f\u306b\u56e0\u679c\u95a2\u4fc2\u3092\u89e3\u6790\u3057\u3001\u5373\u6642\u306b\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001IoT\u30c7\u30d0\u30a4\u30b9\u3092\u5229\u7528\u3057\u3066\u30a8\u30c3\u30b8\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u30ed\u30fc\u30ab\u30eb\u3067\u521d\u671f\u51e6\u7406\u3092\u884c\u3063\u305f\u5f8c\u306b\u30af\u30e9\u30a6\u30c9\u3078\u9001\u4fe1\u3059\u308b\u624b\u6cd5\u304c\u6709\u52b9\u3067\u3059\u200b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>4. \u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306e\u7d71\u5408<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000Causal AI\u306e\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5c02\u9580\u9818\u57df\u306e\u77e5\u8b58\u3092AI\u30e2\u30c7\u30eb\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u533b\u7642\u5206\u91ce\u3067\u3042\u308c\u3070\u3001\u533b\u5e2b\u3084\u770b\u8b77\u5e2b\u306e\u5c02\u9580\u77e5\u8b58\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u306a\u56e0\u679c\u95a2\u4fc2\u306e\u89e3\u6790\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u5c02\u9580\u5bb6\u3068\u306e\u5171\u540c\u7814\u7a76\u3084\u3001\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u3092\u6301\u3064\u30c1\u30fc\u30e0\u306b\u3088\u308b\u30e2\u30c7\u30eb\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u8a55\u4fa1\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>5. \u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u6027\u5411\u4e0a<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000Causal AI\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u3084\u3001\u30e2\u30c7\u30eb\u306e\u8aac\u660e\u529b\u3092\u9ad8\u3081\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001SHAP\u5024\u3084LIME\u306a\u3069\u306e\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306b\u5bc4\u4e0e\u3059\u308b\u8981\u56e0\u3092\u660e\u793a\u3059\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>6. \u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000Causal AI\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5b9a\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3068\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5909\u5316\u3084\u65b0\u305f\u306a\u77e5\u898b\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3067\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\uff08CI\uff09\/\u7d99\u7d9a\u7684\u30c7\u30ea\u30d0\u30ea\u30fc\uff08CD\uff09\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5b9a\u671f\u7684\u306a\u518d\u5b66\u7fd2\u3068\u6027\u80fd\u8a55\u4fa1\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u200b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>7. \u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u69cb\u7bc9<\/h2>\n<h3>\u8a73\u3057\u3044\u7406\u7531\u3068\u5177\u4f53\u7684\u65b9\u6cd5<\/h3>\n<p>\u3000Causal AI\u306e\u5b9f\u7528\u5316\u306b\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u30b3\u30f3\u30c6\u30ca\u6280\u8853\u3092\u6d3b\u7528\u3057\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068AI\u30e2\u30c7\u30eb\u306e\u8fc5\u901f\u306a\u30c7\u30d7\u30ed\u30a4\u3092\u53ef\u80fd\u306b\u3059\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Kubernetes\u3084Docker\u3092\u5229\u7528\u3057\u305f\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>8. 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AI\u6280\u8853\u3068\u305d\u306e\u5fdc\u7528\u65b9\u6cd5\u3092\u5b66\u3076\u6a5f\u4f1a\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u3000Causal AI\u306f\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u9769\u65b0\u7684\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3059\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002\u4e0a\u8a18\u306e\u4ee3\u66ff\u6848\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u3001Causal AI\u306e\u9855\u5728\u7684\u9700\u8981\u3092\u6e80\u305f\u3057\u3001\u3055\u3089\u306a\u308b\u767a\u5c55\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u53d6\u308a\u7d44\u307f\u3092\u901a\u3058\u3066\u3001Causal AI\u304c\u3082\u305f\u3089\u3059\u65b0\u305f\u306a\u4fa1\u5024\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3000\u4eca\u5f8c\u3082\u6700\u65b0\u306e\u6280\u8853\u52d5\u5411\u3092\u8ffd\u3044\u7d9a\u3051\u3001\u52b9\u679c\u7684\u306a\u5fdc\u7528\u65b9\u6cd5\u3092\u6a21\u7d22\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\uff01<\/p>\n<!--CusAds0-->\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>\u6700\u65b0\u306eCausal AI\u306e\u5c55\u958b\u3068\u305d\u306e\u5b9f\u7528\u4f8b \u306f\u3058\u3081\u306b \u3000\u8fd1\u5e74\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u306e\u9032\u5316\u306f\u76ee\u899a\u307e\u3057\u304f\u3001\u305d\u306e\u4e2d\u3067\u3082\u7279\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u300cCausal 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