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\u30c7\u30fc\u30bf\u3068MLOps\u306e\u5b9f\u52d9\u3067\u306f\u3001\u518d\u73fe\u6027\u3068\u76e3\u8996\u304c\u9375\u306b\u306a\u308b\u3002\u5b66\u7fd2\u306f\u30af\u30e9\u30a6\u30c9\u5074\u3067\u5b9f\u65bd\u3057\u3001\u30c7\u30fc\u30bf\u5206\u5272\u3001\u524d\u51e6\u7406\u3001\u7279\u5fb4\u8a08\u7b97\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u7248\u3092\u53b3\u5bc6\u306b\u8a18\u9332\u3059\u308b\u3002 \u30c7\u30d7\u30ed\u30a4\u306f\u81ea\u52d5\u5316\u3057\u3001Blue\/Green\u3084Canary\u3001\u30b7\u30e3\u30c9\u30a6\u30c7\u30d7\u30ed\u30a4\u306a\u3069\u3067\u30ea\u30b9\u30af\u3092\u6291\u3048\u3064\u3064\u6bb5\u968e\u5c0e\u5165\u3059\u308b\u306e\u304c\u63a8\u5968\u3055\u308c\u308b\u3002 \u672c\u756a\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5165\u529b\u5206\u5e03\u3001\u63a8\u8ad6\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u7570\u5e38\u691c\u51fa\u7387\u3001\u8aa4\u8b66\u5831\u7387\u306a\u3069\u3092\u5e38\u6642\u30e2\u30cb\u30bf\u3057\u3001\u30c9\u30ea\u30d5\u30c8\u3092\u691c\u77e5\u3057\u3066\u518d\u5b66\u7fd2\u30fb\u518d\u914d\u4fe1\u306e\u30eb\u30fc\u30d7\u3092\u56de\u3059\u3002 \u30a8\u30c3\u30b8\u3067\u3082\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53ce\u96c6\u3057\u3001\u30af\u30e9\u30a6\u30c9\u5074\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u96c6\u4e2d\u76e3\u8996\u30fb\u89e3\u6790\u3059\u308b\u4f53\u5236\u3092\u6301\u3064\u3068\u5065\u5168\u3067\u3042\u308b\u3002[11][8][12][13]\n\n\n\n
\u5177\u4f53\u4f8b\u3067\u30a4\u30e1\u30fc\u30b8\u3092\u56fa\u3081\u308b\u3002- \u632f\u52d5\u30fb\u97f3\u306e\u65e9\u671f\u7570\u5e38\u691c\u77e5\uff1a\u30a8\u30c3\u30b8\u3067\u77ed\u6642\u9593\u30a8\u30cd\u30eb\u30ae\u30fc\u3084\u30d0\u30f3\u30c9\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u8efd\u91cf\u7279\u5fb4\u3092\u8a08\u7b97\u3057\u3001\u3057\u304d\u3044\u5024\uff0b\u8efd\u91cf\u30e2\u30c7\u30eb\u3067\u5373\u6642\u30a2\u30e9\u30fc\u30c8\u3001\u7591\u308f\u3057\u3044\u7a93\u3060\u3051\u3092\u30af\u30e9\u30a6\u30c9\u3078\u9001\u3063\u3066\u8a73\u7d30\u89e3\u6790\u3068\u518d\u5b66\u7fd2\u306b\u56de\u3059\u3002 - \u30e2\u30fc\u30bf\u96fb\u6d41\u306e\u5074\u5e2f\u57df\u76e3\u8996\uff1a\u30b2\u30fc\u30c8\u30a6\u30a7\u30a4\u3067\u96fb\u6d41\u6ce2\u5f62\u306e\u5e2f\u57df\u6307\u6a19\u3092\u7d99\u7d9a\u76e3\u8996\u3001\u30c8\u30ea\u30ac\u304c\u7acb\u3066\u3070\u30e9\u30a4\u30f3\u505c\u6b62\u3084\u4fdd\u5168\u901a\u77e5\u3092\u81ea\u52d5\u767a\u5831\u3001\u5c65\u6b74\u306f\u30af\u30e9\u30a6\u30c9\u3067\u30c8\u30ec\u30f3\u30c9\u7ba1\u7406\u3002 - TinyML\u306b\u3088\u308b\u7701\u96fb\u529b\u76e3\u8996\uff1aMCU\u306b\u5c0f\u578b\u30e2\u30c7\u30eb\u3092\u8f09\u305b\u3001\u8a2d\u5099\u306e\u5e38\u6642\u76e3\u8996\u3068\u7570\u5e38\u6642\u306e\u307f\u306e\u7121\u7dda\u9001\u4fe1\u3092\u884c\u3044\u3001\u96fb\u6c60\u5bff\u547d\u3068\u901a\u4fe1\u8cbb\u3092\u4e21\u7acb\u3059\u308b\u3002[14][9][10][3][4]\n\n\n\n
TinyML\uff08\u8d85\u5c0f\u578b\u30a8\u30c3\u30b8\uff09\u306b\u7279\u6709\u306e\u6ce8\u610f\u70b9\u3082\u8ff0\u3079\u308b\u3002MCU\u3067\u306f\u30e1\u30e2\u30ea\u3068\u6f14\u7b97\u304c\u6975\u7aef\u306b\u9650\u3089\u308c\u308b\u305f\u3081\u3001\u7279\u5fb4\u306fRMS\u3084\u30bc\u30ed\u4ea4\u5dee\u7387\u306a\u3069\u8efd\u304f\u3001\u30e2\u30c7\u30eb\u306f\u5c0f\u3055\u306aCNN\/\u6728\/\u30af\u30e9\u30b9\u30bf\u8ddd\u96e2\u306a\u3069\u306b\u7d5e\u308b\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3042\u308b\u3002 \u30bb\u30f3\u30b5\u306e\u88c5\u7740\u72b6\u614b\u304c\u6027\u80fd\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001\u632f\u52d5\u8a08\u306f\u56fa\u5b9a\u65b9\u6cd5\u307e\u3067\u542b\u3081\u3066\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3059\u308b\uff08\u53d6\u308a\u4ed8\u3051\u306e\u7de9\u3055\u306f\u30ce\u30a4\u30ba\u6e90\uff09\u3002 \u307e\u305f\u3001\u7121\u7dda\u306f\u5e73\u5e38\u6642\u30b5\u30de\u30ea\u306e\u307f\u9001\u4fe1\u3068\u3057\u3001\u30a4\u30d9\u30f3\u30c8\u6642\u306e\u307f\u751f\u6ce2\u5f62\u307e\u305f\u306f\u9ad8\u7cbe\u7d30\u7279\u5fb4\u3092\u9001\u308b\u69cb\u6210\u304c\u7701\u96fb\u529b\u3068\u4fe1\u983c\u6027\u306b\u52b9\u304f\u3002[15][9][10][1]\n\n\n\n
\u30a8\u30c3\u30b8AI\u5c0e\u5165\u306e\u30c1\u30a7\u30c3\u30af\u30ea\u30b9\u30c8\u3092\u307e\u3068\u3081\u308b\u3002- \u76ee\u6a19\u5fdc\u7b54\u6642\u9593\u30fb\u96fb\u529b\u30fb\u8a2d\u7f6e\u6761\u4ef6\u3092\u4ed5\u69d8\u5316\u3057\u3001\u30a8\u30c3\u30b8\/\u30af\u30e9\u30a6\u30c9\u306e\u5206\u62c5\u3092\u6c7a\u3081\u308b\u3002 - \u524d\u51e6\u7406\u3068\u7279\u5fb4\u8a08\u7b97\u3092\u30a8\u30c3\u30b8\u5185\u3067\u8efd\u91cf\u5316\u3057\u3001\u63a8\u8ad6\u30e2\u30c7\u30eb\u306f\u91cf\u5b50\u5316\u30fb\u6700\u9069\u5316\u3057\u3066\u76ee\u6a19\u30ec\u30a4\u30c6\u30f3\u30b7\u306b\u5408\u308f\u305b\u308b\u3002 - \u9001\u4fe1\u30c7\u30fc\u30bf\u306f\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u30fb\u8981\u7d04\u4e2d\u5fc3\u306b\u3057\u3001\u901a\u4fe1\u65ad\u6642\u3082\u5b89\u5168\u306b\u52d5\u4f5c\u3059\u308b\u30d5\u30a7\u30a4\u30eb\u30bb\u30fc\u30d5\u3092\u5099\u3048\u308b\u3002 - \u30c7\u30d7\u30ed\u30a4\u306f\u6bb5\u968e\u66f4\u65b0\uff08Canary\/Blue-Green\/\u30b7\u30e3\u30c9\u30a6\uff09\u3068\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u624b\u9806\u3092\u7528\u610f\u3059\u308b\u3002 - \u672c\u756a\u76e3\u8996\uff08\u5165\u529b\u5206\u5e03\u3001\u6027\u80fd\u3001\u30c9\u30ea\u30d5\u30c8\uff09\u3092\u524d\u63d0\u306b\u3001\u518d\u5b66\u7fd2\u30fb\u518d\u914d\u4fe1\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u6574\u3048\u308b\u3002 - \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\uff08\u7f72\u540d\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u67fb\u8a3c\u8de1\uff09\u3092MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u7d44\u307f\u8fbc\u307f\u3001\u73fe\u5834\u66f4\u65b0\u6642\u306e\u624b\u9806\u3092\u6587\u66f8\u5316\u3059\u308b\u3002[8][12][1][2][3][11][5]\n\n\n\n
\u6700\u5f8c\u306b\u3001\u4f7f\u3044\u3069\u3053\u308d\u306e\u6307\u91dd\u3092\u8ff0\u3079\u308b\u3002- \u5373\u6642\u5236\u5fa1\u30fb\u5b89\u5168\u505c\u6b62\u30fb\u9ad8\u983b\u5ea6\u30b9\u30c8\u30ea\u30fc\u30e0\u306f\u30a8\u30c3\u30b8\u63a8\u8ad6\u3092\u57fa\u672c\u306b\u3059\u308b\u3002 - \u5b66\u7fd2\u30fb\u30e2\u30c7\u30eb\u63a2\u7d22\u30fb\u9577\u671f\u5206\u6790\u30fb\u76e3\u8996\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f\u30af\u30e9\u30a6\u30c9\u306b\u5bc4\u305b\u308b\u3002 - \u30c7\u30fc\u30bf\u91cf\u3068\u8cbb\u7528\u5bfe\u52b9\u679c\u3092\u52d8\u6848\u3057\u3001\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u3067\u30af\u30e9\u30a6\u30c9\u9001\u4fe1\u3092\u6700\u5c0f\u5316\u3059\u308b\u3002 \u3053\u306e\u300c\u5b66\u7fd2\u306f\u30af\u30e9\u30a6\u30c9\u3001\u63a8\u8ad6\u306f\u30a8\u30c3\u30b8\u300d\u306e\u8a2d\u8a08\u306f\u3001IoT\u3068\u30b9\u30de\u30fc\u30c8\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3092\u73fe\u5b9f\u89e3\u306b\u3059\u308b\u571f\u53f0\u3067\u3042\u308a\u3001\u7570\u5e38\u306e\u65e9\u671f\u691c\u77e5\u30fb\u8fc5\u901f\u306a\u5bfe\u51e6\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u76f4\u7d50\u3059\u308b\u3002[1][3][4][5]\n\n\n\n[1] https:\/\/conexio-iot.jp\/blog\/40<\/p>\n\n\n\n[2] https:\/\/techlabo.ryosan.co.jp\/article\/24012614_1050.html<\/p>\n\n\n\n[3] https:\/\/www.teldevice.co.jp\/ted_real_iot\/column\/ai_edge_computing\/<\/p>\n\n\n\n[4] https:\/\/www.scorer.jp\/blog\/edge-ai-and-cloud-ai<\/p>\n\n\n\n[5] https:\/\/www.redhat.com\/ja\/topics\/edge-computing\/what-is-edge-ai<\/p>\n\n\n\n[6] https:\/\/monoist.itmedia.co.jp\/mn\/articles\/2401\/16\/news012.html<\/p>\n\n\n\n[7] https:\/\/www.fsi-embedded.jp\/solutions\/ai_dev\/what-is-edgeAI\/<\/p>\n\n\n\n[8] https:\/\/docs.aws.amazon.com\/ja_jp\/prescriptive-guidance\/latest\/ml-operations-planning\/ml-operations-planning.pdf<\/p>\n\n\n\n[9] https:\/\/www.digikey.jp\/ja\/blog\/3-uses-for-tinyml-at-the-edge<\/p>\n\n\n\n[10] https:\/\/wiki.seeedstudio.com\/ja\/Wio-Terminal-TinyML\/<\/p>\n\n\n\n[11] https:\/\/tasukehub.com\/articles\/mlops-practical-guide-2025\/<\/p>\n\n\n\n[12] https:\/\/www.databricks.com\/jp\/blog\/mlops-best-practices-mlops-gym-crawl<\/p>\n\n\n\n[13] https:\/\/ops-today.com\/topics-8121\/<\/p>\n\n\n\n[14] https:\/\/www.fsi-embedded.jp\/solutions\/ai_dev\/edge-AI-case-study\/<\/p>\n\n\n\n[15] https:\/\/wiki.seeedstudio.com\/ja\/Wio-Terminal-TinyML-EI-6\/<\/p>\n\n\n\n[16] https:\/\/techsword.co.jp\/column\/edge-ai-and-iot<\/p>\n\n\n\n[17] https:\/\/www.codemajin.net\/from-tinyml-to-tinydl\/<\/p>\n\n\n\n[18] https:\/\/pages.awscloud.com\/GLOBAL-ln-GC-400-sup-mlops-emerging-trends-In-data-code-and-infrastructure-whitepaper-learn.html?gc-language=ja-jp&trk=edde1c7e-8b99-4dd6-bde2-085a78b596e6&sc_channel=el<\/p>\n\n\n\n[19] https:\/\/techplay.jp\/event\/884213<\/p>\n\n\n\n[20] https:\/\/x-tech.pasona.co.jp\/media\/detail.html?p=7175<\/p>\n\n\n\n
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