{"id":10666,"date":"2026-06-15T22:40:36","date_gmt":"2026-06-15T13:40:36","guid":{"rendered":"https:\/\/blog.ripla.co.jp\/?p=10666"},"modified":"2026-06-15T22:40:36","modified_gmt":"2026-06-15T13:40:36","slug":"ai-manufacturing-automation","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/ai\/ai-manufacturing-automation\/","title":{"rendered":"\u88fd\u9020\u696d\u306eAI\u306b\u3088\u308b\u696d\u52d9\u52b9\u7387\u5316\u30fb\u81ea\u52d5\u5316\uff5c\u6210\u679c\u3092\u51fa\u3059\u9032\u3081\u65b9"},"content":{"rendered":"\n

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\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u306e\u5168\u4f53\u50cf\u306f\u3001\u4ee5\u4e0b\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u3067\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b
\u30fb\u88fd\u9020\u696d\u306eAI\u6d3b\u7528 \u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u9032\u3081\u65b9\u30fb\u4e8b\u4f8b\u30fb\u52b9\u7387\u5316\u307e\u3067\u4f53\u7cfb\u7684\u306b\u89e3\u8aac<\/a><\/p>\n\n\n\n

\n\u88fd\u9020\u696d\u304c\u62b1\u3048\u308b\u696d\u52d9\u8ab2\u984c\u3068AI\u6d3b\u7528\u306e\u5fc5\u8981\u6027<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"\u88fd\u9020\u696d\u306e\u696d\u52d9\u8ab2\u984c\u3068AI\u6d3b\u7528\u306e\u5fc5\u8981\u6027\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

\u88fd\u9020\u696d\u304c\u76f4\u9762\u3059\u308b3\u3064\u306e\u69cb\u9020\u7684\u8ab2\u984c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u65e5\u672c\u306e\u88fd\u9020\u696d\u306f\u3001\u751f\u7523\u5e74\u9f62\u4eba\u53e3\u306e\u6e1b\u5c11\u306b\u4f34\u3046\u6df1\u523b\u306a\u4eba\u624b\u4e0d\u8db3\u306b\u76f4\u9762\u3057\u3066\u3044\u307e\u3059\u3002\u30d9\u30c6\u30e9\u30f3\u6280\u8853\u8005\u304c\u5927\u91cf\u306b\u9000\u8077\u3059\u308b\u4e00\u65b9\u3067\u3001\u82e5\u624b\u3078\u306e\u6280\u8853\u30fb\u30ce\u30a6\u30cf\u30a6\u306e\u7d99\u627f\u304c\u8ffd\u3044\u3064\u304b\u305a\u3001\u73fe\u5834\u529b\u306e\u4f4e\u4e0b\u304c\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u52a0\u3048\u3066\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u4fa1\u683c\u7af6\u4e89\u306e\u6fc0\u5316\u306b\u3088\u308a\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3068\u54c1\u8cea\u7dad\u6301\u306e\u4e21\u7acb\u3092\u6c42\u3081\u3089\u308c\u308b\u72b6\u6cc1\u304c\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

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\n

AI\u5c0e\u5165\u304c\u300c\u5f85\u3063\u305f\u306a\u3057\u300d\u306b\u306a\u3063\u305f\u7406\u7531<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u88fd\u9020\u696d\u3067AI\u6d3b\u7528\u304c\u52a0\u901f\u3057\u3066\u3044\u308b\u80cc\u666f\u306b\u306f\u3001\u6280\u8853\u30b3\u30b9\u30c8\u306e\u5287\u7684\u306a\u4f4e\u4e0b\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u524d\u306f\u5927\u4f01\u696d\u306e\u307f\u304c\u53d6\u308a\u7d44\u3081\u308b\u9ad8\u984d\u306a\u30b7\u30b9\u30c6\u30e0\u304c\u4e2d\u5fc3\u3067\u3057\u305f\u304c\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u4e2d\u5c0f\u4f01\u696d\u3067\u3082\u624b\u304c\u5c4a\u304f\u4fa1\u683c\u5e2f\u3067AI\u3092\u5c0e\u5165\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u30022025\u5e74\u304b\u3089\u306f\u4e2d\u5c0f\u4f01\u696d\u5e81\u306e\u7701\u529b\u5316\u6295\u8cc7\u88dc\u52a9\u91d1\u3082\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001AI\u6d3b\u7528\u3078\u306e\u30cf\u30fc\u30c9\u30eb\u306f\u4e00\u6bb5\u3068\u4e0b\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001AI\u306f\u3082\u306f\u3084\u300c\u696d\u52d9\u306e\u4ee3\u66ff\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u6280\u8853\u30fb\u77e5\u8b58\u306e\u7d99\u627f\u300d\u3068\u3044\u3046\u89b3\u70b9\u3067\u3082\u4e0d\u53ef\u6b20\u306a\u5b58\u5728\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u9000\u8077\u3059\u308b\u30d9\u30c6\u30e9\u30f3\u6280\u8853\u8005\u306e\u77e5\u898b\u3092AI\u30b7\u30b9\u30c6\u30e0\u306b\u84c4\u7a4d\u3057\u3001\u82e5\u624b\u304c\u3044\u3064\u3067\u3082\u53c2\u7167\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u3053\u3068\u3067\u3001\u3082\u306e\u3065\u304f\u308a\u306e\u7af6\u4e89\u529b\u3092\u6b21\u4e16\u4ee3\u3078\u3068\u3064\u306a\u3050\u5f79\u5272\u3092\u62c5\u3046\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u52b9\u7387\u5316\u3092\u8d85\u3048\u305f\u3001\u4f01\u696d\u306e\u6301\u7d9a\u53ef\u80fd\u6027\u306b\u76f4\u7d50\u3059\u308b\u53d6\u308a\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n

\nAI\u3067\u52b9\u7387\u5316\u30fb\u81ea\u52d5\u5316\u3067\u304d\u308b\u88fd\u9020\u696d\u306e\u4e3b\u8981\u696d\u52d9<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"AI\u3067\u52b9\u7387\u5316\u30fb\u81ea\u52d5\u5316\u3067\u304d\u308b\u88fd\u9020\u696d\u306e\u4e3b\u8981\u696d\u52d9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

\u54c1\u8cea\u691c\u67fb\u30fb\u5916\u89b3\u691c\u67fb\u306e\u81ea\u52d5\u5316<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u6d3b\u7528\u304c\u6700\u3082\u5e83\u304f\u666e\u53ca\u3057\u3066\u3044\u308b\u5206\u91ce\u306e\u4e00\u3064\u304c\u3001\u54c1\u8cea\u691c\u67fb\u30fb\u5916\u89b3\u691c\u67fb\u306e\u81ea\u52d5\u5316\u3067\u3059\u3002\u5f93\u6765\u306e\u76ee\u8996\u691c\u67fb\u3067\u306f\u3001\u691c\u67fb\u54e1\u306e\u75b2\u52b4\u3084\u7167\u660e\u6761\u4ef6\u306e\u30d0\u30e9\u3064\u304d\u306a\u3069\u306b\u3088\u308a\u3001\u4e00\u5b9a\u306e\u898b\u9003\u3057\u304c\u907f\u3051\u3089\u308c\u307e\u305b\u3093\u3067\u3057\u305f\u3002AI\u306b\u3088\u308b\u753b\u50cf\u8a8d\u8b58\u6280\u8853\uff08\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff09\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u9ad8\u89e3\u50cf\u5ea6\u30ab\u30e1\u30e9\u306e\u6620\u50cf\u304b\u3089\u5fae\u7d30\u306a\u50b7\u30fb\u5909\u8272\u30fb\u5f62\u72b6\u306e\u30ba\u30ec\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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\n

\u8a2d\u5099\u4fdd\u5168\u30fb\u4e88\u77e5\u4fdd\u5168\u306e\u9ad8\u5ea6\u5316<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u88fd\u9020\u696d\u306e\u8a2d\u5099\u4fdd\u5168\u306f\u3001\u3053\u308c\u307e\u3067\u300c\u4e00\u5b9a\u671f\u9593\u3054\u3068\u306b\u5b9a\u671f\u70b9\u691c\u3059\u308b\u300d\u6642\u9593\u57fa\u6e96\u4fdd\u5168\uff08TBM\uff09\u304b\u3001\u300c\u6545\u969c\u3057\u3066\u304b\u3089\u5bfe\u5fdc\u3059\u308b\u300d\u4e8b\u5f8c\u4fdd\u5168\u304c\u4e3b\u6d41\u3067\u3057\u305f\u3002AI\u3068IoT\u30bb\u30f3\u30b5\u30fc\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u4e88\u77e5\u4fdd\u5168\uff08CBM\uff09\u306b\u3088\u308a\u3001\u8a2d\u5099\u306e\u632f\u52d5\u30fb\u6e29\u5ea6\u30fb\u96fb\u6d41\u5024\u30fb\u97f3\u97ff\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u53ce\u96c6\u30fb\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u6545\u969c\u304c\u767a\u751f\u3059\u308b\u524d\u306b\u7570\u5e38\u306e\u5146\u5019\u3092\u691c\u77e5\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u7523\u696d\u6a5f\u5668\u30e1\u30fc\u30ab\u30fc\u306e\u4e8b\u4f8b\u3067\u306f\u3001AI\u306b\u3088\u308b\u4e88\u77e5\u4fdd\u5168\u30b7\u30b9\u30c6\u30e0\u306e\u5c0e\u5165\u306b\u3088\u308a\u6545\u969c\u30927\u301c10\u65e5\u524d\u306b\u4e88\u6e2c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u8a08\u753b\u5916\u306e\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u309230%\u524a\u6e1b\u3001\u8a2d\u5099\u7a3c\u50cd\u7387\u309215%\u5411\u4e0a\u3055\u305b\u305f\u4e8b\u4f8b\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e09\u6d25\u548c\u30dd\u30f3\u30d7\u793e\u306e\u30dd\u30f3\u30d7\u6545\u969c\u4e88\u6e2cAI\u3067\u306f90%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3001\u88fd\u54c1\u8ca9\u58f2\u304b\u3089\u4fdd\u5b88\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u8ee2\u63db\u306b\u3082\u3064\u306a\u304c\u3063\u3066\u3044\u307e\u3059\u30022025\u5e74\u4ee5\u964d\u306f\u4e2d\u5c0f\u4f01\u696d\u5411\u3051\u306e\u4f4e\u30b3\u30b9\u30c8\u306a\u4e88\u77e5\u4fdd\u5168SaaS\u88fd\u54c1\u3082\u6025\u901f\u306b\u666e\u53ca\u3057\u3066\u304a\u308a\u3001\u5927\u4f01\u696d\u3060\u3051\u3067\u306a\u304f\u4e2d\u5c0f\u88fd\u9020\u696d\u3067\u3082\u5b9f\u73fe\u53ef\u80fd\u306a\u53d6\u308a\u7d44\u307f\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u751f\u7523\u7ba1\u7406\u30fb\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u306e\u6700\u9069\u5316<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u591a\u54c1\u7a2e\u5c11\u91cf\u751f\u7523\u304c\u5897\u52a0\u3059\u308b\u88fd\u9020\u696d\u306b\u304a\u3044\u3066\u3001\u751f\u7523\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u306f\u8907\u6570\u306e\u5909\u6570\u3092\u540c\u6642\u306b\u6700\u9069\u5316\u3059\u308b\u8907\u96d1\u306a\u696d\u52d9\u3067\u3059\u3002\u7d0d\u671f\u30fb\u6a5f\u68b0\u7a3c\u50cd\u72b6\u6cc1\u30fb\u6750\u6599\u5728\u5eab\u30fb\u5de5\u5177\u30fb\u4eba\u54e1\u30b7\u30d5\u30c8\u3092\u3059\u3079\u3066\u8003\u616e\u3057\u306a\u304c\u3089\u6700\u9069\u306a\u751f\u7523\u9806\u5e8f\u3092\u6c7a\u5b9a\u3059\u308b\u306b\u306f\u3001\u7d4c\u9a13\u8c4a\u5bcc\u306a\u751f\u7523\u7ba1\u7406\u62c5\u5f53\u8005\u3067\u3082\u591a\u304f\u306e\u6642\u9593\u3092\u8981\u3057\u307e\u3059\u3002AI\u306b\u3088\u308b\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3053\u308c\u3089\u306e\u5909\u6570\u3092\u77ed\u6642\u9593\u3067\u51e6\u7406\u3057\u3001\u6a5f\u68b0\u7a3c\u50cd\u7387\u306e\u5411\u4e0a\u3068\u624b\u5f85\u3061\u6642\u9593\u306e\u524a\u6e1b\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u751f\u7523\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3068\u9700\u8981\u4e88\u6e2c\u3092\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u5168\u4f53\u306e\u540c\u671f\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u98df\u54c1\u30fb\u6d88\u8cbb\u8ca1\u30e1\u30fc\u30ab\u30fc\u3067\u306f\u3001AI\u306b\u3088\u308b\u9700\u8981\u4e88\u6e2c\u3092\u751f\u7523\u8a08\u753b\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u5728\u5eab\u4fdd\u6709\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3068\u5ec3\u68c4\u30ed\u30b9\u306e\u6700\u5c0f\u5316\u3092\u540c\u6642\u306b\u9054\u6210\u3057\u305f\u4e8b\u4f8b\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002\u8a08\u753b\u7acb\u6848\u696d\u52d9\u306e\u6642\u9593\u3092\u7d0470%\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u9700\u8981\u5909\u52d5\u3078\u306e\u67d4\u8edf\u306a\u5bfe\u5fdc\u529b\u3092\u9ad8\u3081\u305f\u4e8b\u4f8b\u3082\u5831\u544a\u3055\u308c\u3066\u304a\u308a\u3001\u5c5e\u4eba\u5316\u3057\u304c\u3061\u306a\u8a08\u753b\u696d\u52d9\u306e\u6a19\u6e96\u5316\u306b\u3082\u5927\u304d\u304f\u5bc4\u4e0e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u751f\u6210AI\u306b\u3088\u308b\u73fe\u5834\u4f5c\u696d\u652f\u63f4\u30fb\u6280\u8853\u7d99\u627f<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

2024\u301c2025\u5e74\u306b\u304b\u3051\u3066\u6025\u901f\u306b\u666e\u53ca\u304c\u9032\u3093\u3067\u3044\u308b\u306e\u304c\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u73fe\u5834\u4f5c\u696d\u652f\u63f4\u3068\u6280\u8853\u30ca\u30ec\u30c3\u30b8\u306e\u84c4\u7a4d\u30fb\u7d99\u627f\u3067\u3059\u3002\u904e\u53bb\u306e\u30c8\u30e9\u30d6\u30eb\u4e8b\u4f8b\u30fb\u4fee\u7406\u8a18\u9332\u30fb\u6280\u8853\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u751f\u6210AI\u3067\u691c\u7d22\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u82e5\u624b\u6280\u8853\u8005\u304c\u719f\u7df4\u8005\u306e\u77e5\u898b\u306b\u5373\u5ea7\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u74b0\u5883\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002NSK\u3067\u306f4,000\u4ef6\u4ee5\u4e0a\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u8a18\u9332\u3092\u81ea\u7136\u8a00\u8a9e\u3067\u691c\u7d22\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3001\u6a5f\u68b0\u8a3a\u65ad\u306e\u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e09\u83f1\u91cd\u5de5\u696d\u3067\u306f\u3001\u96fb\u529b\u30d7\u30e9\u30f3\u30c8\u306e\u904b\u8ee2\u30c7\u30fc\u30bf\u30fb\u4fdd\u5b88\u8a18\u9332\u30fb\u53c2\u8003\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u7d71\u5408\u3057\u305f\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u300cTOMONI\u300d\u304c\u3001\u8907\u96d1\u306a\u4f5c\u696d\u30ed\u30b0\u306e\u8349\u6848\u4f5c\u6210\u3084\u904b\u8ee2\u652f\u63f4\u30ec\u30b3\u30e1\u30f3\u30c9\u3092\u81ea\u52d5\u5316\u3057\u3001\u719f\u7df4\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306e\u5224\u65ad\u3092\u88dc\u5b8c\u3057\u3066\u3044\u307e\u3059\u3002\u30d1\u30ca\u30bd\u30cb\u30c3\u30af\u30b3\u30cd\u30af\u30c8\u3067\u306f\u751f\u6210AI\u300cConnectAI\u300d\u306e\u5168\u793e\u5c55\u958b\u306b\u3088\u308a\u3001\u5e74\u9593\u7d0444.8\u4e07\u6642\u9593\u306e\u696d\u52d9\u6642\u9593\u3092\u524a\u6e1b\u3057\u305f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u4e8b\u4f8b\u306f\u751f\u6210AI\u304c\u88fd\u9020\u73fe\u5834\u306e\u30db\u30ef\u30a4\u30c8\u30ab\u30e9\u30fc\u696d\u52d9\u306b\u3082\u5927\u304d\u306a\u52b9\u7387\u5316\u3092\u3082\u305f\u3089\u3059\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n\u88fd\u9020\u696d\u304cAI\u696d\u52d9\u52b9\u7387\u5316\u3092\u9032\u3081\u308b\u5177\u4f53\u7684\u306a\u30b9\u30c6\u30c3\u30d7<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"\u88fd\u9020\u696d\u304cAI\u696d\u52d9\u52b9\u7387\u5316\u3092\u9032\u3081\u308b\u5177\u4f53\u7684\u306a\u30b9\u30c6\u30c3\u30d7\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

Step1\uff1a\u696d\u52d9\u8ab2\u984c\u306e\u7279\u5b9a\u3068\u30c7\u30fc\u30bf\u8cc7\u7523\u306e\u68da\u5378\u3057<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u5426\u3092\u5206\u3051\u308b\u6700\u521d\u306e\u95a2\u9580\u304c\u3001\u300c\u4f55\u3092\u89e3\u6c7a\u3057\u305f\u3044\u306e\u304b\u300d\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u73fe\u5834\u306e\u56f0\u308a\u3054\u3068\u3092\u6d17\u3044\u51fa\u3059\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u3092\u958b\u50ac\u3057\u3001\u30b3\u30b9\u30c8\u30fb\u54c1\u8cea\u30fb\u30ea\u30fc\u30c9\u30bf\u30a4\u30e0\u30fb\u5b89\u5168\u6027\u306e\u3069\u306e\u8ef8\u3067\u8ab2\u984c\u304c\u3042\u308b\u304b\u3092\u6574\u7406\u3057\u307e\u3059\u3002\u305d\u306e\u4e0a\u3067\u3001\u89e3\u6c7a\u3057\u305f\u3044\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u300c\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u91cf\u30fb\u54c1\u8cea\u3067\u5b58\u5728\u3059\u308b\u304b\u300d\u3092\u628a\u63e1\u3059\u308b\u30c7\u30fc\u30bf\u68da\u5378\u3057\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u30c7\u30fc\u30bf\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u30bb\u30f3\u30b5\u30fc\u306e\u8ffd\u52a0\u8a2d\u7f6e\u3084\u8a18\u9332\u65b9\u6cd5\u306e\u898b\u76f4\u3057\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u3042\u308b\u98df\u54c1\u30e1\u30fc\u30ab\u30fc\u3067\u306f\u30c7\u30fc\u30bf\u68da\u5378\u3057\u3092\u305b\u305a\u306bAI\u958b\u767a\u3092\u59cb\u3081\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u4e0d\u8db3\u304b\u3089\u4e88\u6e2c\u7cbe\u5ea6\u304c\u51fa\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u5931\u6557\u4e8b\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002\u6700\u521d\u306b\u30c7\u30fc\u30bf\u8cc7\u7523\u306e\u73fe\u72b6\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u3092\u52b9\u7387\u3088\u304f\u9032\u3081\u308b\u9375\u3068\u306a\u308a\u307e\u3059\u3002\u8ab2\u984c\u306e\u5927\u304d\u3055\u3068\u30c7\u30fc\u30bf\u306e\u63c3\u3044\u5177\u5408\u3092\u7167\u3089\u3057\u5408\u308f\u305b\u3001\u300c\u6700\u3082\u6210\u679c\u304c\u51fa\u3084\u3059\u3044\u9818\u57df\u300d\u3092\u512a\u5148\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3057\u3066\u9078\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\n

Step2\uff1a\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u3067PoC\uff08\u5b9f\u8a3c\u5b9f\u9a13\uff09\u3092\u5b9f\u65bd\u3059\u308b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u8ab2\u984c\u3068\u30c7\u30fc\u30bf\u304c\u6574\u7406\u3067\u304d\u305f\u3089\u3001\u307e\u305a1\u3064\u306e\u5de5\u7a0b\u30fb1\u53f0\u306e\u8a2d\u5099\u306b\u9650\u5b9a\u3057\u3066PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u306e\u76ee\u7684\u306f\u3001\u6280\u8853\u7684\u306a\u5b9f\u73fe\u53ef\u80fd\u6027\u3092\u9650\u3089\u308c\u305f\u671f\u9593\u30fb\u30b3\u30b9\u30c8\u3067\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u6bb5\u968e\u3067\u306f\u3001\u76ee\u6a19KPI\u3068\u6210\u529f\u57fa\u6e96\u3092\u4e8b\u524d\u306b\u56fa\u5b9a\u3057\u3001\u9014\u4e2d\u3067\u5909\u66f4\u3057\u306a\u3044\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3042\u308b\u5316\u5b66\u30e1\u30fc\u30ab\u30fc\u3067\u306f\u3001PoC\u306e\u9014\u4e2d\u3067\u76ee\u6a19\u6307\u6a19\u3092\u5909\u66f4\u3057\u7d9a\u3051\u305f\u7d50\u679c\u3001\u4f55\u3092\u9054\u6210\u3059\u3079\u304d\u304b\u304c\u66d6\u6627\u306b\u306a\u3063\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u5931\u6557\u3057\u305f\u4e8b\u4f8b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

PoC\u306f\u5b9f\u969b\u306e\u751f\u7523\u30e9\u30a4\u30f3\u74b0\u5883\u3067\u884c\u3046\u3053\u3068\u304c\u9244\u5247\u3067\u3059\u3002\u30e9\u30dc\u74b0\u5883\u3067\u9ad8\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3082\u3001\u73fe\u5834\u306e\u7167\u660e\u5909\u52d5\u30fb\u632f\u52d5\u30fb\u30e9\u30a4\u30f3\u901f\u5ea6\u306e\u9055\u3044\u306b\u3088\u308a\u7cbe\u5ea6\u304c\u5927\u304d\u304f\u4e0b\u304c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3042\u308b\u30e1\u30fc\u30ab\u30fc\u3067\u306f\u5916\u89b3\u691c\u67fbAI\u304c\u30e9\u30dc\u3067\u306f\u9ad8\u7cbe\u5ea6\u3092\u793a\u3057\u305f\u3082\u306e\u306e\u3001\u672c\u756a\u30e9\u30a4\u30f3\u3067\u7cbe\u5ea6\u304c\u51fa\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u4e8b\u4f8b\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u5834\u74b0\u5883\u3092\u305d\u306e\u307e\u307e\u518d\u73fe\u3057\u305f\u72b6\u614b\u3067\u30c6\u30b9\u30c8\u3092\u884c\u3044\u3001\u5b9f\u7528\u4e0a\u306e\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u6b21\u306e\u30d5\u30a7\u30fc\u30ba\u306b\u9032\u3080\u3053\u3068\u304c\u3001\u5f8c\u306e\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3092\u6210\u529f\u3055\u305b\u308b\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n

\n

Step3\uff1a\u672c\u683c\u5c0e\u5165\u30fb\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

PoC\u3067\u6210\u679c\u304c\u78ba\u8a8d\u3067\u304d\u305f\u3089\u3001\u672c\u683c\u5c0e\u5165\u30d5\u30a7\u30fc\u30ba\u306b\u79fb\u884c\u3057\u307e\u3059\u3002\u3053\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u91cd\u8981\u306a\u306e\u304c\u3001AI\u30b7\u30b9\u30c6\u30e0\u3068\u65e2\u5b58\u306eIT\u30fbOT\u30b7\u30b9\u30c6\u30e0\uff08ERP\u30fbMES\u30fbSCADA\u30fbPLC\uff09\u3068\u306e\u7d71\u5408\u3067\u3059\u3002AI\u304c\u751f\u6210\u3057\u305f\u5224\u5b9a\u7d50\u679c\u3084\u63a8\u5968\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u3001\u73fe\u5834\u306e\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u3084\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304c\u5373\u5ea7\u306b\u6d3b\u7528\u3067\u304d\u308b\u5f62\u3067\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u304c\u3001\u696d\u52d9\u52b9\u7387\u5316\u306e\u5b9f\u52b9\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002API\u7d4c\u7531\u3067\u306e\u81ea\u52d5\u9023\u643a\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u4e8c\u91cd\u5165\u529b\u3084\u624b\u52d5\u8ee2\u8a18\u306e\u624b\u9593\u3092\u7701\u3051\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305f\u3001\u672c\u683c\u5c0e\u5165\u524d\u306b\u306f\u73fe\u5834\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u3078\u306e\u8aac\u660e\u3068\u5dfb\u304d\u8fbc\u307f\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002AI\u3092\u300c\u81ea\u5206\u306e\u4ed5\u4e8b\u3092\u596a\u3046\u3082\u306e\u300d\u3067\u306f\u306a\u304f\u300c\u4f5c\u696d\u8ca0\u62c5\u3092\u6e1b\u3089\u3057\u3066\u304f\u308c\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u300d\u3068\u3057\u3066\u7406\u89e3\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u3001\u73fe\u5834\u3067\u306e\u5b9a\u7740\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002\u30c8\u30c3\u30d7\u30c0\u30a6\u30f3\u3067\u62bc\u3057\u4ed8\u3051\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u73fe\u5834\u62c5\u5f53\u8005\u304c\u65e9\u671f\u304b\u3089\u610f\u898b\u3092\u51fa\u305b\u308b\u5834\u3092\u8a2d\u3051\u3001\u904b\u7528\u30eb\u30fc\u30eb\u306e\u8a2d\u8a08\u306b\u53c2\u52a0\u3057\u3066\u3082\u3089\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n

\n\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u3067\u671f\u5f85\u3067\u304d\u308b\u52b9\u679c\uff08\u5b9a\u91cf\u30fb\u5b9a\u6027\uff09<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u3067\u671f\u5f85\u3067\u304d\u308b\u52b9\u679c\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

\u696d\u52d9\u9818\u57df\u5225\u306e\u5b9a\u91cf\u7684\u306a\u52b9\u679c\u306e\u76ee\u5b89<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u6d3b\u7528\u306b\u3088\u308b\u696d\u52d9\u52b9\u7387\u5316\u306e\u52b9\u679c\u306f\u3001\u5c0e\u5165\u9818\u57df\u3068\u4f01\u696d\u306e\u72b6\u6cc1\u306b\u3088\u308a\u5e45\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5404\u9818\u57df\u3067\u304a\u304a\u3088\u305d\u306e\u76ee\u5b89\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u54c1\u8cea\u691c\u67fb\u30fb\u5916\u89b3\u691c\u67fb\u3067\u306f\u3001\u4e0d\u826f\u54c1\u306e\u898b\u9003\u3057\u7387\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u691c\u67fb\u5de5\u6570\u306e\u524a\u6e1b\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5177\u4f53\u7684\u306a\u6570\u5024\u306f\u691c\u67fb\u5bfe\u8c61\u306e\u96e3\u6613\u5ea6\u3084\u5f93\u6765\u306e\u691c\u67fb\u4f53\u5236\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u8a2d\u5099\u4fdd\u5168\u30fb\u4e88\u77e5\u4fdd\u5168\u306e\u9818\u57df\u3067\u306f\u3001\u8a08\u753b\u5916\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u306e\u524a\u6e1b\u3084\u8a2d\u5099\u7a3c\u50cd\u7387\u306e\u5411\u4e0a\u304c\u898b\u8fbc\u307e\u308c\u307e\u3059\u3002\u7523\u696d\u5168\u822c\u306e\u4e8b\u4f8b\u3092\u3082\u3068\u306b\u3057\u305f\u30ec\u30f3\u30b8\u3068\u3057\u3066\u306f\u3001\u8a08\u753b\u5916\u505c\u6b62\u306e20\u301c40%\u524a\u6e1b\u3001\u8a2d\u5099\u7a3c\u50cd\u7387\u306e10\u301c20%\u5411\u4e0a\u304c\u76ee\u6a19\u5024\u3068\u3057\u3066\u8a2d\u5b9a\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u751f\u7523\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u30fb\u9700\u8981\u4e88\u6e2c\u3067\u306f\u3001\u8a08\u753b\u7acb\u6848\u696d\u52d9\u306e\u6642\u9593\u77ed\u7e2e\u3068\u5728\u5eab\u6c34\u6e96\u306e\u6700\u9069\u5316\u304c\u4e3b\u306a\u52b9\u679c\u3067\u3042\u308a\u3001\u8a08\u753b\u696d\u52d9\u6642\u9593\u306e50\u301c70%\u524a\u6e1b\u3092\u9054\u6210\u3057\u305f\u4e8b\u4f8b\u3082\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u751f\u6210AI\u306b\u3088\u308b\u6280\u8853\u6587\u66f8\u4f5c\u6210\u30fb\u691c\u7d22\u652f\u63f4\u3067\u306f\u3001\u95a2\u9023\u696d\u52d9\u306e\u6642\u9593\u309230\u301c50%\u7a0b\u5ea6\u77ed\u7e2e\u3067\u304d\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u6570\u5b57\u306b\u73fe\u308c\u306a\u3044\u5b9a\u6027\u7684\u306a\u4fa1\u5024<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u5b9a\u91cf\u7684\u306a\u52b9\u7387\u5316\u306b\u52a0\u3048\u3066\u3001AI\u6d3b\u7528\u306f\u88fd\u9020\u73fe\u5834\u306b\u5b9a\u6027\u7684\u306a\u4fa1\u5024\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u307e\u305a\u6319\u3052\u3089\u308c\u308b\u306e\u304c\u3001\u30ce\u30a6\u30cf\u30a6\u306e\u7d44\u7e54\u8cc7\u7523\u5316\u3067\u3059\u3002\u7279\u5b9a\u306e\u719f\u7df4\u8005\u3060\u3051\u304c\u6301\u3063\u3066\u3044\u305f\u6697\u9ed9\u77e5\u3092AI\u30b7\u30b9\u30c6\u30e0\u306b\u84c4\u7a4d\u3059\u308b\u3053\u3068\u3067\u3001\u62c5\u5f53\u8005\u306e\u7570\u52d5\u30fb\u9000\u8077\u304c\u3042\u3063\u3066\u3082\u696d\u52d9\u54c1\u8cea\u304c\u7dad\u6301\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u5c5e\u4eba\u5316\u30ea\u30b9\u30af\u306e\u89e3\u6d88\u3068\u3044\u3046\u89b3\u70b9\u3067\u975e\u5e38\u306b\u5927\u304d\u306a\u7d4c\u55b6\u4e0a\u306e\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n

\u6b21\u306b\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u306e\u5411\u4e0a\u3067\u3059\u3002AI\u304c\u63d0\u793a\u3059\u308b\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u63a8\u5968\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u4eba\u9593\u306e\u52d8\u30fb\u7d4c\u9a13\u306b\u983c\u3063\u3066\u3044\u305f\u5224\u65ad\u306e\u7cbe\u5ea6\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u73fe\u5834\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u306e\u7cbe\u795e\u7684\u30fb\u8eab\u4f53\u7684\u8ca0\u62c5\u306e\u8efd\u6e1b\u3082\u898b\u9003\u305b\u307e\u305b\u3093\u3002\u5358\u7d14\u30fb\u53cd\u5fa9\u30fb\u9ad8\u96c6\u4e2d\u304c\u6c42\u3081\u3089\u308c\u308b\u691c\u67fb\u696d\u52d9\u3084\u3001\u8907\u96d1\u306a\u8a08\u7b97\u304c\u5fc5\u8981\u306a\u8a08\u753b\u696d\u52d9\u3092AI\u306b\u4efb\u305b\u308b\u3053\u3068\u3067\u3001\u4eba\u9593\u306f\u3088\u308a\u4ed8\u52a0\u4fa1\u5024\u306e\u9ad8\u3044\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u5f93\u696d\u54e1\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u3084\u63a1\u7528\u9762\u3067\u3082\u30d7\u30e9\u30b9\u306b\u50cd\u304f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n\u904b\u7528\u5b9a\u7740\u3068ROI\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"\u904b\u7528\u5b9a\u7740\u3068ROI\u3092\u6700\u5927\u5316\u3059\u308b\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

KPI\u3092\u4e8b\u524d\u306b\u8a2d\u8a08\u3057\u3001\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\u3092\u8a18\u9332\u3059\u308b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u5c0e\u5165\u5f8c\u306e\u52b9\u679c\u3092\u6b63\u3057\u304f\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5c0e\u5165\u524d\u306e\u30d9\u30fc\u30b9\u30e9\u30a4\u30f3\uff08\u73fe\u72b6\u5024\uff09\u3092\u8a08\u6e2c\u30fb\u8a18\u9332\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u300c\u5c0e\u5165\u524d\u306e\u4e0d\u826f\u54c1\u767a\u751f\u7387\u306f\u4f55%\u3060\u3063\u305f\u304b\u300d\u300c\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u306b\u4f55\u6642\u9593\u304b\u304b\u3063\u3066\u3044\u305f\u304b\u300d\u3068\u3044\u3063\u305f\u73fe\u72b6\u5024\u304c\u306a\u3051\u308c\u3070\u3001AI\u5c0e\u5165\u5f8c\u306e\u6539\u5584\u91cf\u3092\u5ba2\u89b3\u7684\u306b\u793a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002KPI\u8a2d\u8a08\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u5148\u884c\u6307\u6a19\uff08AI\u5224\u5b9a\u7cbe\u5ea6\u30fb\u30c7\u30fc\u30bf\u53ce\u96c6\u7387\u306a\u3069\uff09\u3068\u9045\u884c\u6307\u6a19\uff08\u4e0d\u826f\u54c1\u7387\u30fb\u8a2d\u5099\u7a3c\u50cd\u7387\u30fb\u696d\u52d9\u5de5\u6570\u524a\u6e1b\u6642\u9593\u306a\u3069\uff09\u3092\u30bb\u30c3\u30c8\u3067\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

\u5c0e\u5165\u5f8c\u306f\u56db\u534a\u671f\u3054\u3068\u306bKPI\u3092\u30ec\u30d3\u30e5\u30fc\u3057\u3001\u76ee\u6a19\u5024\u3068\u306e\u4e56\u96e2\u3092\u5206\u6790\u3057\u3066PDCA\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3059\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u6210\u529f\u3059\u308b\u751f\u6210AI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u30013\u304b\u6708\u5f8c\u306e\u30ec\u30dd\u30fc\u30c8\u30a4\u30e1\u30fc\u30b8\u3092\u5c0e\u5165\u524d\u304b\u3089\u63cf\u304d\u3001\u6bb5\u968e\u7684\u306a\u76ee\u6a19\u8a2d\u5b9a\u3092\u884c\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6709\u52b9\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001ROI\u3092\u7d4c\u55b6\u5c64\u306b\u793a\u3059\u969b\u306f\u3001\u76f4\u63a5\u7684\u306a\u30b3\u30b9\u30c8\u524a\u6e1b\u3060\u3051\u3067\u306a\u304f\u3001\u54c1\u8cea\u5411\u4e0a\u306b\u3088\u308b\u9867\u5ba2\u6e80\u8db3\u5ea6\u3084\u58f2\u4e0a\u3078\u306e\u9593\u63a5\u52b9\u679c\u3082\u542b\u3081\u305f\u7dcf\u5408\u7684\u306a\u8a55\u4fa1\u3092\u884c\u3046\u3068\u8aac\u5f97\u529b\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30e2\u30c7\u30eb\u30c9\u30ea\u30d5\u30c8\u3078\u306e\u5bfe\u5fdc\u3068\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u7dad\u6301\uff08MLOps\uff09<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u30e2\u30c7\u30eb\u306f\u4e00\u5ea6\u5c0e\u5165\u3059\u308c\u3070\u6c38\u7d9a\u7684\u306b\u9ad8\u7cbe\u5ea6\u3092\u7dad\u6301\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u88fd\u9020\u73fe\u5834\u3067\u306f\u3001\u6750\u6599\u306e\u30ed\u30c3\u30c8\u5909\u66f4\u30fb\u8a2d\u5099\u306e\u7d4c\u5e74\u52a3\u5316\u30fb\u88fd\u54c1\u4ed5\u69d8\u306e\u5909\u66f4\u306a\u3069\u306b\u3088\u308a\u3001\u5b66\u7fd2\u6642\u306e\u30c7\u30fc\u30bf\u5206\u5e03\u3068\u5b9f\u969b\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u304c\u4e56\u96e2\u3059\u308b\u300c\u30e2\u30c7\u30eb\u30c9\u30ea\u30d5\u30c8\u300d\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u306e\u72b6\u614b\u3092\u653e\u7f6e\u3059\u308b\u3068\u3001AI\u306e\u5224\u5b9a\u7cbe\u5ea6\u304c\u5f90\u3005\u306b\u4f4e\u4e0b\u3057\u3001\u6c17\u3065\u304b\u306a\u3044\u3046\u3061\u306b\u4e0d\u826f\u54c1\u306e\u898b\u9003\u3057\u3084\u8aa4\u3063\u305f\u751f\u7523\u8a08\u753b\u304c\u751f\u307e\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u7dad\u6301\u306e\u305f\u3081\u306b\u5fc5\u8981\u306a\u306e\u304c\u3001MLOps\uff08\u6a5f\u68b0\u5b66\u7fd2\u306e\u904b\u7528\u7ba1\u7406\uff09\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u5b9a\u671f\u7684\u306b\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u304c\u691c\u77e5\u3055\u308c\u305f\u3089\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3067\u518d\u5b66\u7fd2\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6a19\u6e96\u5316\u3057\u307e\u3059\u3002\u518d\u5b66\u7fd2\u306e\u983b\u5ea6\u306f\u696d\u52d9\u306e\u5909\u5316\u30b9\u30d4\u30fc\u30c9\u306b\u3088\u308a\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u6708\u6b21\u30fb\u56db\u534a\u671f\u3054\u3068\u306e\u5b9a\u671f\u30ec\u30d3\u30e5\u30fc\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30d9\u30f3\u30c0\u30fc\u9078\u5b9a\u306e\u969b\u306f\u3001\u5c0e\u5165\u5f8c\u306e\u30e2\u30c7\u30eb\u7ba1\u7406\u30fb\u518d\u5b66\u7fd2\u652f\u63f4\u306e\u4f53\u5236\u304c\u6574\u3063\u3066\u3044\u308b\u304b\u3092\u5fc5\u305a\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\n

AI\u00d7\u4eba\u9593\u306e\u5f79\u5272\u5206\u62c5\u3092\u660e\u78ba\u306b\u3059\u308b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u3092\u88fd\u9020\u73fe\u5834\u3067\u9577\u671f\u7684\u306b\u5b9a\u7740\u3055\u305b\u308b\u306b\u306f\u3001\u300cAI\u304c\u5224\u65ad\u3059\u308b\u3053\u3068\u300d\u3068\u300c\u4eba\u9593\u304c\u6700\u7d42\u5224\u65ad\u3059\u308b\u3053\u3068\u300d\u306e\u5883\u754c\u7dda\u3092\u660e\u78ba\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u54c1\u8cea\u691c\u67fb\u306b\u304a\u3044\u3066\u3001AI\u304c\u7570\u5e38\u3068\u5224\u5b9a\u3057\u305f\u88fd\u54c1\u306b\u3064\u3044\u3066\u6700\u7d42\u7684\u306a\u5408\u5426\u5224\u5b9a\u306f\u4eba\u9593\u306e\u691c\u67fb\u54e1\u304c\u884c\u3046\u3001\u3042\u308b\u3044\u306f\u7d71\u8a08\u7684\u306b\u5b89\u5168\u3068\u5224\u65ad\u3067\u304d\u308b\u30b1\u30fc\u30b9\u306e\u307f\u5b8c\u5168\u81ea\u52d5\u5316\u3059\u308b\u306a\u3069\u3001\u30ea\u30b9\u30af\u306e\u5927\u304d\u3055\u306b\u5fdc\u3058\u305f\u5f79\u5272\u5206\u62c5\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5b8c\u5168\u81ea\u52d5\u5316\u3092\u6025\u304e\u3059\u304e\u308b\u3068\u3001AI\u304c\u8aa4\u5224\u5b9a\u3057\u305f\u969b\u306e\u30ea\u30ab\u30d0\u30ea\u30fc\u304c\u9045\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002\u6bb5\u968e\u7684\u306b\u81ea\u52d5\u5316\u306e\u7bc4\u56f2\u3092\u5e83\u3052\u3001\u73fe\u5834\u304c\u4fe1\u983c\u3092\u7a4d\u307f\u4e0a\u3052\u306a\u304c\u3089\u6d3b\u7528\u9818\u57df\u3092\u62e1\u5f35\u3057\u3066\u3044\u304f\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3001\u5b89\u5168\u304b\u3064\u7740\u5b9f\u306a\u52b9\u7387\u5316\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u73fe\u5834\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304cAI\u306e\u5224\u5b9a\u6839\u62e0\u3092\u7406\u89e3\u3067\u304d\u308b\u300c\u8aac\u660e\u53ef\u80fd\u306aAI\uff08XAI\uff09\u300d\u306e\u6d3b\u7528\u3082\u3001\u904b\u7528\u5b9a\u7740\u3068\u73fe\u5834\u306e\u4fe1\u983c\u7372\u5f97\u306b\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n

\n\u307e\u3068\u3081\uff1a\u88fd\u9020\u696d\u306eAI\u696d\u52d9\u52b9\u7387\u5316\u3092\u6210\u529f\u3055\u305b\u308b\u9375<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"\u88fd\u9020\u696d\u306eAI\u696d\u52d9\u52b9\u7387\u5316\u307e\u3068\u3081\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u88fd\u9020\u696d\u306b\u304a\u3051\u308bAI\u3092\u6d3b\u7528\u3057\u305f\u696d\u52d9\u52b9\u7387\u5316\u30fb\u81ea\u52d5\u5316\u306f\u3001\u54c1\u8cea\u691c\u67fb\u30fb\u8a2d\u5099\u4fdd\u5168\u30fb\u751f\u7523\u7ba1\u7406\u30fb\u6280\u8853\u7d99\u627f\u306a\u3069\u5e45\u5e83\u3044\u9818\u57df\u3067\u5b9f\u7e3e\u304c\u7a4d\u307f\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u91cd\u8981\u306a\u306e\u306f\u3001\u300c\u6280\u8853\u3042\u308a\u304d\u300d\u3067\u306f\u306a\u304f\u300c\u89e3\u6c7a\u3057\u305f\u3044\u8ab2\u984c\u3042\u308a\u304d\u300d\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u696d\u52d9\u8ab2\u984c\u306e\u7279\u5b9a\u2192\u30c7\u30fc\u30bf\u68da\u5378\u3057\u2192\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8PoC\u2192\u672c\u683c\u5c0e\u5165\u2192\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u7dad\u6301\u3068\u3044\u3046\u30b5\u30a4\u30af\u30eb\u3092\u5fe0\u5b9f\u306b\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3001\u6210\u679c\u306b\u3064\u306a\u304c\u308b\u6700\u77ed\u7d4c\u8def\u3067\u3059\u3002<\/p>\n\n\n\n

2024\u301c2025\u5e74\u306e\u5e02\u5834\u52d5\u5411\u3092\u898b\u308b\u3068\u3001\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u306f\u5927\u4f01\u696d\u3060\u3051\u3067\u306a\u304f\u4e2d\u5c0f\u4f01\u696d\u306b\u3082\u5e83\u304c\u3063\u3066\u304a\u308a\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u30fb\u88dc\u52a9\u91d1\u306e\u6d3b\u7528\u306b\u3088\u308a\u5c0e\u5165\u30cf\u30fc\u30c9\u30eb\u306f\u7740\u5b9f\u306b\u4e0b\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u7af6\u4e89\u512a\u4f4d\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u3082\u3001\u81ea\u793e\u306e\u8ab2\u984c\u306b\u5408\u3063\u305fAI\u6d3b\u7528\u9818\u57df\u3092\u65e9\u671f\u306b\u898b\u6975\u3081\u3001\u7740\u5b9f\u306b\u524d\u9032\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u307e\u305a\u306f\u73fe\u5834\u306e\u696d\u52d9\u8ab2\u984c\u3092\u68da\u5378\u3057\u3059\u308b\u3068\u3053\u308d\u304b\u3089\u3001AI\u6d3b\u7528\u306e\u7b2c\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b
\u30fb\u88fd\u9020\u696d\u306eAI\u6d3b\u7528 \u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u9032\u3081\u65b9\u30fb\u4e8b\u4f8b\u30fb\u52b9\u7387\u5316\u307e\u3067\u4f53\u7cfb\u7684\u306b\u89e3\u8aac<\/a><\/p>\n\n\n\n

\u25bc\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044\u95a2\u9023\u8a18\u4e8b
\u30fb\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u306e\u9032\u3081\u65b9\uff5c\u5c0e\u5165\u30b9\u30c6\u30c3\u30d7\u3068\u6210\u529f\u306e\u30dd\u30a4\u30f3\u30c8<\/a>
\u30fb\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u306b\u5f37\u3044\u958b\u767a\u4f1a\u793e\u30fb\u30d9\u30f3\u30c0\u30fc6\u9078\uff5c\u9078\u3073\u65b9\u3082\u89e3\u8aac<\/a>
\u30fb\u88fd\u9020\u696d\u306eAI\u6d3b\u7528\u4e8b\u4f8b\uff5c\u751f\u7523\u30fb\u54c1\u8cea\u30fb\u4fdd\u5168\u30fb\u691c\u67fb\u3092\u5909\u3048\u308b\u5b9f\u4f8b<\/a><\/p>\n\n\n\n

\n

\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001IT\u4e8b\u696d\u4f1a\u793e\u51fa\u8eab\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u304c\u300cImpact-Driven\u578b\u652f\u63f4\u300d\u3092\u901a\u3058\u3066\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u7d0d\u54c1\u30fb\u63d0\u4f9b\u3092\u76ee\u7684\u3068\u305b\u305a\u3001\u304a\u5ba2\u69d8\u3068\u540c\u3058\u76ee\u7dda\u3067\u3001\u4e8b\u696d\u6210\u679c\u306e\u9054\u6210\u3092\u30b4\u30fc\u30eb\u3068\u3057\u3066\u3001\u9ad8\u54c1\u8cea\u306aDX\/\u958b\u767a\u652f\u63f4\u3092\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n
\n
\"\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n
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\n \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n <\/div>\n
\n
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\n \u5f35\u7530\u8c37\u51cc\u592e\n <\/div>\n

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