{"id":2514,"date":"2022-11-11T17:54:55","date_gmt":"2022-11-11T08:54:55","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=2514"},"modified":"2022-12-13T18:22:40","modified_gmt":"2022-12-13T09:22:40","slug":"vertex_ai","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/vertex_ai\/","title":{"rendered":"\u300cVertex AI\u300dGoogle\u304c\u63d0\u4f9b\u3059\u308bAI\u958b\u767a\u74b0\u5883\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0"},"content":{"rendered":"\n

Google\u304c\u63d0\u4f9b\u3057\u305f\u300cVertex AI \u300d\u306f\u3001\u3053\u308c\u307e\u3067\u306eGCP\u306e\u6a5f\u68b0\u5b66\u7fd2\u95a2\u9023\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u7d71\u5408\u3057\u3001\u4e00\u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u4e2d\u3067\u904b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300cVertex AI \u300d\u3068\u306f\u4f55\u306a\u306e\u304b\u3092\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n

Vertex AI\u3068\u306fGCP(Googl Cloud Platform)\u306eAI\u306e\u90e8\u5206\u3092\u7d71\u5408\u3057\u4f7f\u3044\u3084\u3059\u304f\u3057\u305f\u3082\u306e<\/h2>\n

Vertex AI<\/strong> \u3068\u306f\u3001GCP\u306eAI\u306e\u90e8\u5206\u3092\u7d71\u5408\u3057\u4f7f\u3044\u3084\u3059\u304f\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u4eca\u307e\u3067\u306f\u3001GUI\u30d9\u30fc\u30b9\u306eAutoML\u3068\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306eAI Platform\u3067\u5206\u304b\u308c\u3066\u3044\u305f\u305f\u3081\u3001\u305d\u308c\u3092\u7d71\u5408\u3057Vertex AI\u3068\u3044\u3046\u62ec\u308a\u306b\u3057\u307e\u3057\u305f\u3002\u3055\u3089\u306b\u3001ML\u30e2\u30c7\u30eb\u904b\u7528\u3084BigQuery\u306a\u3069\u3068\u306e\u9023\u643a\u30b5\u30fc\u30d3\u30b9\u3082\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u3088\u308aGCP\u5185\u3067\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3068\u305d\u306e\u30c7\u30fc\u30bf\u306e\u6a5f\u68b0\u5b66\u7fd2\u3078\u306e\u5229\u7528\u3092\u884c\u3044\u3084\u3059\u304f\u3057\u307e\u3057\u305f\u3002<\/p>\n

AutoML\u3068AI Platform\u3092\u7d71\u5408\u3057\u305f\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u304c\u306a\u3044\u4eba\u3067\u3082\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ab\u30b9\u30bf\u30e0\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306a\u958b\u767a\u74b0\u5883\u304c\u4f5c\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u30ab\u30b9\u30bf\u30e0\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u3082\u3001\u9ad8\u5ea6\u306aML\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30ab\u30b9\u30bf\u30e0\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5fc5\u8981\u306a\u30b3\u30fc\u30c9\u3092\u5927\u304d\u304f\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3064\u307e\u308a\u3001AutoML\u3068AI Platform\u3092\u7d71\u5408\u3057\u69d8\u3005\u306a\u30ec\u30d9\u30eb\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u4f5c\u696d\u3092\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u9ad8\u5ea6\u306a\u30e6\u30fc\u30b6\u306eML\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3082\u3084\u308a\u3084\u3059\u304f\u3057\u305f\u3082\u306e\u304cVertex AI<\/strong>\u306a\u306e\u3067\u3059\u3002<\/p>\n

\u3053\u308c\u4ee5\u5916\u306b\u3082\u3001Vertex Vizier\u3084Vertex Pipeline\u3001Vertex AI Workbench\u306a\u3069\u306eMLOps\u6a5f\u80fd(\u6a5f\u68b0\u5b66\u7fd2\u306e\u904b\u7528\u30b5\u30fc\u30d3\u30b9)\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u305f\u3042\u3068\u3082\u3001Vertex AI\u306e\u4e2d\u3067\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316\u3084\u52b9\u7387\u7684\u306a\u904b\u7528\u3001\u8fc5\u901f\u306a\u672c\u756a\u74b0\u5883\u79fb\u884c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n

\u6b21\u306bVertex AI\u306e\u7279\u5fb4\u3092\u7d30\u304b\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n

\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307fAPI\u3092\u6d3b\u7528\u3057\u3066\u7c21\u5358\u306b\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b<\/h2>\n

Vertex AI\u306b\u306f\u3001\u753b\u50cf\u3084\u52d5\u753b\u3001\u7ffb\u8a33\u3001\u81ea\u7136\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306eAPI\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001ML\u306b\u95a2\u3059\u308b\u6700\u4f4e\u9650\u306e\u5c02\u9580\u77e5\u8b58\u3067\u3001\u4e8b\u696d\u306e\u30cb\u30fc\u30ba\u306b\u7279\u5316\u3057\u305f\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/span><\/p>\n

\u4f8b\u3048\u3070\u3001<\/span><\/p>\n

Cloud Natural Language API<\/a><\/p>\n

\u975e\u69cb\u9020\u5316\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u5206\u6790\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u5206\u6790\u306e\u7a2e\u985e\u306f\u611f\u60c5\u5206\u6790\u30fb\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u5206\u6790\u30fb\u69cb\u6587\u89e3\u6790\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u5206\u985e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

Cloud Vision<\/a><\/p>\n

\u30ab\u30b9\u30bf\u30e0\u307e\u305f\u306f\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u753b\u50cf\u3084\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u304b\u3089\u5206\u6790\u60c5\u5831\u3092\u5f15\u304d\u51fa\u3057\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u4ee5\u5916\u306b\u3082\u69d8\u3005\u306a\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6700\u8fd1\u3067\u306f2022\u5e741\u670818\u65e5\u306b\u5c0f\u58f2\u696d\u8005\u5411\u3051\u306e\u9700\u8981\u4e88\u6e2c\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u300cVertex AI Forecast\u300d\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002<\/p>\n

\u8a73\u3057\u304f\u306f\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n

Vertex AI\u3067\u958b\u767a\u74b0\u5883\u3068\u30e2\u30c7\u30eb\u904b\u7528\u3092\u52b9\u7387\u5316\u3067\u304d\u308b<\/h2>\n

AI\u3092\u5927\u898f\u6a21\u306a\u7d44\u7e54\u3067\u958b\u767a\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u30c7\u30fc\u30bf\u306e\u30a2\u30af\u30bb\u30b9\u3084\u305d\u308c\u305e\u308c\u306e\u30c4\u30fc\u30eb\u306e\u7ba1\u7406\u306f\u8907\u96d1\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001Vertex AI\u3067\u306fVertex AI Workbench\u3092\u4f7f\u3046\u3053\u3068\u306b\u3088\u3063\u3066\u7c21\u5358\u306b\u52b9\u7387\u7684\u306a\u958b\u767a\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n

Vertex AI Workbench<\/span><\/a>\u306e\u4e3b\u306a\u6a5f\u80fd<\/span><\/p>\n

\u30fb\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/span><\/p>\n

\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7ba1\u7406\u3084\u30e6\u30fc\u30b6\u30fc\u7ba1\u7406\u306e\u6a5f\u80fd\u304c\u642d\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n

\u30fb\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u3068ML\u4f53\u9a13<\/span><\/p>\n

BigQuery\u304b\u3089\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u6a19\u6e96\u30af\u30a8\u30ea\u306b\u3088\u308bBigQuery ML\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u7c21\u5358\u306b\u63a5\u7d9a\u3057\u3001\u30c7\u30fc\u30bf\u3092\u63a2\u7d22\u3057\u3066ML\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n

\u30fb\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306eML\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b8c\u4e86\u3055\u305b\u308b\u30dd\u30fc\u30bf\u30eb<\/span><\/p>\n

\u6700\u5c0f\u9650\u306e\u79fb\u884c\u3067Vertex AI\u306b\u4eca\u307e\u3067\u306eAI\u958b\u767a\u74b0\u5883\u3092\u79fb\u884c\u3057\u3001\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n

\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u3057\u305f\u5f8c\u306eML\u306e\u904b\u7528\u3084\u3001\u3055\u3089\u306bML\u3092\u9069\u5207\u306b\u9ad8\u3081\u3066\u3044\u3053\u3046\u3068\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u300cVertex Pipeline\u300d\u3084\u300cVertex AI Feature Store\u300d\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n

\u30fb<\/span>Vertex AI Pipelines<\/span><\/a><\/p>\n

\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306fMLOps\u6226\u7565\u306e\u5fdc\u7528\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u3084\u3001\u591a\u6570\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306aML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u5b9f\u884c\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u518d\u5229\u7528\u3092\u53ef\u80fd\u306b\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/span><\/p>\n

\u30fb<\/span>Vertex AI Feature Store<\/span><\/a><\/p>\n

ML\u7279\u5fb4\u3092\u7d44\u7e54\u306e\u5185\u3067\u3001\u6574\u7406\u3001\u4fdd\u5b58\u3001\u63d0\u4f9b\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n

\u3053\u308c\u4ee5\u5916\u306b\u3082\u69d8\u3005\u306aMLOps\u30b5\u30fc\u30d3\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n

\u30fb<\/span>Vertex ML Metadata<\/span><\/a><\/p>\n

ML\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u8a18\u9332\u3057\u3066\u3001ML\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5206\u6790\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u76e3\u67fb\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n

\u30fb<\/span>Vertex AI Model Monitoring<\/span><\/a><\/p>\n

\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u30b5\u30fc\u30d3\u30f3\u30b0\u306a\u3069\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n

\u3053\u308c\u3089\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u3088\u3063\u3066Vertex AI \u306e\u4e2d\u3067\u52b9\u7387\u7684\u306aML\u74b0\u5883\u3092\u69cb\u7bc9\u904b\u7528\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n

\u307e\u3068\u3081<\/h2>\n

\u6700\u5f8c\u306b\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u66f8\u3044\u3066\u304d\u305f\u3053\u3068\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/span><\/p>\n

\u30fbVertex AI\u3068\u306fGCP(Google Cloud Platoform)\u306eAI\u306e\u90e8\u5206\u3092\u7d71\u5408\u3057\u3001\u4f7f\u3044\u3084\u3059\u304f\u3057\u305f\u3082\u306e<\/span><\/p>\n

\u30fbVertex AI \u306b\u306f\u69d8\u3005\u306a\u30b5\u30fc\u30d3\u30b9\u304c\u5185\u5305\u3055\u308c\u3066\u3044\u3066\u3001\u5b66\u7fd2\u304b\u3089\u904b\u7528\u307e\u3067\u5168\u90e8\u3067\u304d\u308b\u3002<\/span><\/p>\n

\u30fb\u7d44\u7e54\u5185\u306e\u69d8\u3005\u306a\u30ec\u30d9\u30eb\u306e\u5f93\u696d\u54e1\u304c\u540c\u3058\u30ec\u30d9\u30eb\u3067\u6a5f\u68b0\u5b66\u7fd2\u306b\u3068\u308a\u304f\u3081\u308b\u3002<\/span><\/p>\n

Vertex AI \u306f\u4eca\u3082\u65b0\u3057\u3044\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u308b\u3001\u4eca\u5f8c\u6ce8\u76ee\u3055\u308c\u308bAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u904b\u7528\u958b\u59cb\u306e\u30cf\u30fc\u30c9\u30eb\u3082\u4f4e\u3044\u305f\u3081\u3001\u4e00\u5ea6\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002<\/span><\/p>","protected":false},"excerpt":{"rendered":"

Google\u304c\u63d0\u4f9b\u3057\u305f\u300cVertex AI \u300d\u306f\u3001\u3053\u308c\u307e\u3067\u306eGCP\u306e\u6a5f\u68b0\u5b66\u7fd2\u95a2\u9023\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u7d71\u5408\u3057\u3001\u4e00\u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u4e2d\u3067\u904b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u300cVertex AI \u300d\u3068\u306f\u4f55\u306a\u306e\u304b\u3092\u8a73\u3057\u304f\u898b\u3066\u3044 […]<\/p>\n","protected":false},"author":12,"featured_media":2991,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[168,167,108,174,175,143,173,169,166,172,171,170],"class_list":["post-2514","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-ai-platform","tag-automl","tag-bigquery","tag-cloud-natural-language-api","tag-cloud-vision","tag-gcp","tag-mlops","tag-ml","tag-vertex-ai","tag-vertex-ai-workbench","tag-vertex-pipeline","tag-vertex-vizier"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/2514","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=2514"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/2514\/revisions"}],"predecessor-version":[{"id":2813,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/2514\/revisions\/2813"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/2991"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=2514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=2514"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=2514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}