{"id":6881,"date":"2025-06-30T13:17:06","date_gmt":"2025-06-30T04:17:06","guid":{"rendered":"https:\/\/www.sotatek.com\/jp\/?post_type=portfolio&#038;p=6881"},"modified":"2025-06-30T13:20:27","modified_gmt":"2025-06-30T04:20:27","slug":"mlops-pipeline-for-dopikai","status":"publish","type":"portfolio","link":"https:\/\/www.sotatek.com\/jp\/portfolio\/mlops-pipeline-for-dopikai\/","title":{"rendered":"DopikAI\u5411\u3051\u306eMLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3"},"content":{"rendered":"<h2><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8<\/strong><\/span><\/h2>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">2019\u5e74\u306b\u8a2d\u7acb\u3055\u308c\u305fDopikAI \u306f\u3001\u753b\u50cf\u51e6\u7406\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u306a\u3069\u306e\u5148\u7aef\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30b8\u30bf\u30eb\u5909\u63db\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u7279\u5316\u3057\u305fAI\u4f01\u696d\u3067\u3059\u3002\u9769\u65b0\u306b\u6ce8\u529b\u3057\u3001DopikAI\u306f\u6cd5\u7684\u66f8\u985e\u3084\u8eab\u5206\u8a3c\u660e\u66f8\u306e\u8a8d\u8b58\u3092\u542b\u3080\u3001\u30c6\u30ad\u30b9\u30c8\u304a\u3088\u3073\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u3067\u6700\u5148\u7aef\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u958b\u767a\u3057\u3001\u6b63\u78ba\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u62bd\u51fa\u3092\u5fc5\u8981\u3068\u3059\u308b\u696d\u754c\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u65e5\u5e38\u696d\u52d9\u306bAI\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001DopikAI \u306f\u4f01\u696d\u306e\u696d\u52d9\u52b9\u7387\u3092\u9ad8\u3081\u3001\u3088\u308a\u30b9\u30de\u30fc\u30c8\u3067\u30c7\u30fc\u30bf\u4e3b\u5c0e\u578b\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u30c1\u30e3\u30ec\u30f3\u30b8<\/strong><\/span><\/h2>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">DopikAI \u306f\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30d9\u30ea\u30f3\u30b0\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u904b\u7528\u306b\u304a\u3051\u308b\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u3001\u52b9\u7387\u7684\u304b\u3064\u30b3\u30b9\u30c8\u52b9\u679c\u306e\u9ad8\u3044MLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u306b\u5927\u304d\u306a\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u306e\u30bf\u30b9\u30af\u3092\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u304b\u3064\u81ea\u52d5\u5316\u3055\u308c\u305f\u30d7\u30ed\u30bb\u30b9\u3067\u9023\u643a\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u6700\u9069\u5316\u3057\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u308b\u5805\u7262\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3001DopikAI \u306f\u5305\u62ec\u7684\u304b\u3064\u9769\u65b0\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3067\u304d\u308b\u6280\u8853\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u63a2\u3057\u3066\u304a\u308a\u3001AWS\u306eWell-Architected Partner\u3067\u3042\u308a\u3001AWS\u30a2\u30c9\u30d0\u30f3\u30b9\u30c8Tier\u30b5\u30fc\u30d3\u30b9\u30d1\u30fc\u30c8\u30ca\u30fc\u3067\u3082\u3042\u308bSotaTek\u304c\u6700\u9069\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u9078\u3070\u308c\u307e\u3057\u305f\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong><\/span><\/h2>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">DopikAI \u306e\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3001SotaTek\u306f\u4ee5\u4e0b\u306e3\u3064\u306e\u4e3b\u8981\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u901a\u3058\u3066AWS MLOps\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5c0e\u5165\u3057\u307e\u3057\u305f\uff1a<\/span><\/p>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u30c7\u30fc\u30bf\u4fdd\u5b58\u304a\u3088\u3073\u30e9\u30d9\u30ea\u30f3\u30b0\u7ba1\u7406<\/strong><\/span><span style=\"font-family: 'Noto Sans JP', sans-serif;\">SotaTek\u306f\u307e\u305a\u3001Amazon Simple Storage Service\uff08Amazon S3\uff09\u3092\u6d3b\u7528\u3057\u3066\u751f\u753b\u50cf\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7ba1\u7406\u306b\u304a\u3044\u3066\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u304b\u3064\u4f4e\u30b3\u30b9\u30c8\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3057\u305f\u3002\u8907\u96d1\u306a\u30e9\u30d9\u30ea\u30f3\u30b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u3001AWS Step Functions\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u304b\u3089\u30e9\u30d9\u30ea\u30f3\u30b0\u307e\u3067\u306e\u30bf\u30b9\u30af\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u9023\u643a\u3002\u307e\u305f\u3001Amazon SageMaker Ground Truth\u3092\u5c0e\u5165\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u4eba\u9593\u306b\u3088\u308b\u7ba1\u7406\u578b\u30ea\u30bd\u30fc\u30b9\u306e\u4e21\u65b9\u3092\u6d3b\u7528\u3057\u305f\u81ea\u52d5\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001AWS Lambda\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u6e96\u5099\u30fb\u30e9\u30d9\u30ea\u30f3\u30b0\u30bf\u30b9\u30af\u306e\u8d77\u52d5\u30fb\u30e9\u30d9\u30eb\u306e\u4fdd\u5b58\u304c\u81ea\u52d5\u5316\u3055\u308c\u3001Amazon SageMaker Feature Store\u3078\u306e\u4e00\u5143\u7ba1\u7406\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong><\/span><span style=\"font-family: 'Noto Sans JP', sans-serif;\">\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u306b\u306f\u3001Amazon SageMaker Pipelines\u3092\u63a1\u7528\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3092\u81ea\u52d5\u5316\u3059\u308b\u5805\u7262\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u69cb\u7bc9\u3055\u308c\u307e\u3057\u305f\u3002SageMaker Training\u30b8\u30e7\u30d6\u306b\u3088\u308a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u5316\u3057\u3001SageMaker Processing\u30b8\u30e7\u30d6\u306b\u3088\u308a\u30c7\u30fc\u30bf\u6e96\u5099\u3068\u30e2\u30c7\u30eb\u8a55\u4fa1\u304c\u884c\u308f\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3089\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u624b\u52d5\u4f5c\u696d\u306e\u524a\u6e1b\u3001\u30a8\u30e9\u30fc\u306e\u6700\u5c0f\u5316\u3001\u4e00\u8cab\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u78ba\u4fdd\u3092\u5b9f\u73fe\u3057\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3082\u524a\u6e1b\u3067\u304d\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u30e2\u30c7\u30eb\u306e\u81ea\u52d5\u30ea\u30ea\u30fc\u30b9\u304a\u3088\u3073\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/strong><\/span><span style=\"font-family: 'Noto Sans JP', sans-serif;\">\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30b9\u30e0\u30fc\u30ba\u306a\u30c7\u30d7\u30ed\u30a4\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001SotaTek\u306fAWS CodeBuild\u3068AWS Step Functions\u3092\u6d3b\u7528\u3057\u3001Docker\u30a4\u30e1\u30fc\u30b8\u306e\u69cb\u7bc9\u3068GitOps\u306b\u3088\u308b\u81ea\u52d5\u30ea\u30ea\u30fc\u30b9\u3092\u5b9f\u65bd\u3002\u958b\u767a\u74b0\u5883\u3001UAT\u3001\u305d\u3057\u3066\u672c\u756a\u74b0\u5883\u306b\u304a\u3044\u3066\u4e00\u8cab\u3057\u305f\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u306b\u306fAWS Elastic Kubernetes Service\uff08EKS\uff09\u3092\u4f7f\u7528\u3057\u3001DopikAI \u306e\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3057\u3066\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3002GitOps\u3068\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u306e\u6700\u9069\u5316\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u7279\u5fb4<\/strong><\/span><\/h2>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">\u81ea\u52d5\u5316\u3055\u308c\u305fMLOps\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3088\u308a\u624b\u4f5c\u696d\u3092\u524a\u6e1b\u3057\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u6700\u9069\u5316\u3001\u696d\u52d9\u52b9\u7387\u3092\u5411\u4e0a<\/span><\/p>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">\u6700\u9069\u5316\u3055\u308c\u305f\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a4\u30f3\u30d5\u30e9\u306b\u3088\u308a\u904b\u7528\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b<\/span><\/p>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">\u74b0\u5883\u9593\u3067\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u306b\u3088\u308a\u3001\u8fc5\u901f\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u9ad8\u3044\u6a5f\u52d5\u6027\u3092\u5b9f\u73fe<\/span><\/p>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u5411\u4e0a\u3057\u3001\u5909\u5316\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3078\u306e\u8fc5\u901f\u306a\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b<\/span><\/p>\n<p>&nbsp;<\/p>\n<h2><span style=\"font-family: 'Noto Sans JP', sans-serif;\"><strong>\u6210\u679c<\/strong><\/span><\/h2>\n<p><span style=\"font-family: 'Noto Sans JP', sans-serif;\">AWS MLOps\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u6226\u7565\u7684\u306b\u5c0e\u5165\u3057\u305f\u3053\u3068\u306b\u3088\u308a\u3001DopikAI 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