{"id":47240,"date":"2023-08-12T22:05:05","date_gmt":"2023-03-14T21:12:08","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/ai%e5%9b%a2%e9%98%9f%e7%9a%84%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97\/"},"modified":"2024-04-30T18:14:26","modified_gmt":"2024-04-30T10:14:26","slug":"ai%e5%9b%a2%e9%98%9f%e7%9a%84%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/ai%e5%9b%a2%e9%98%9f%e7%9a%84%e6%95%b0%e6%8d%ae%e5%b7%a5%e7%a8%8b%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97\/","title":{"rendered":"AI\u56e2\u961f\u7684\u6570\u636e\u5de5\u7a0b\u5165\u95e8\u6307\u5357"},"content":{"rendered":"<h1>\u9996\u5148<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u77e5\u8b58\u306e\u5185\u3001AI\u30c1\u30fc\u30e0\u3067\u3082\u7279\u306b\u4f7f\u3044\u305d\u3046\u306a\u8981\u7d20\u3092\u304b\u3044\u3064\u307e\u3093\u3067\u7c21\u5358\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\uff08\u8ffd\u8a18\uff09\u305d\u306e\u5f8c\u3001Google Cloud Professional Data Engineer\u53d6\u5f97\u306b\u5411\u3051\u3066\u52c9\u5f37\u3057\u76f4\u3057\u305f\u3068\u304d\u306e\u30e1\u30e2: GCP\u3067\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u5165\u9580<\/ul>\n<h1>\u53c2\u8003\u4e66\u7c4d\u7684\u9009\u9879\u6709\u5f88\u591a\u79cd<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Google Cloud\u3067\u306f\u3058\u3081\u308b\u5b9f\u8df5\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u5165\u9580<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u652f\u3048\u308b\u6280\u8853<\/ul>\n<h1>\u6570\u636e\u5de5\u7a0b\u662f\u6307\u6570\u636e\u7ba1\u7406\u3001\u5904\u7406\u548c\u5206\u6790\u7684\u8fc7\u7a0b\u3002<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u8a2d\u8a08\u30fb\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u6280\u8853<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\uff08\u4e0a\u8a18\u306e\u53c2\u8003\u66f8\u7c4d\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306a\u5185\u5bb9\uff09<\/ul>\n<h1>\u5173\u4e8e\u6570\u636e\u5de5\u7a0b\u7684\u5fc5\u8981\u6027<\/h1>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/7-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 23.22.29.png\" \/><\/div>\n<h1>\u672a\u63d0\u4f9b\u8db3\u591f\u4fe1\u606f\u4ee5\u8fdb\u884c\u51c6\u786e\u7684\u4e2d\u6587\u91cd\u8ff0\u3002\u8bf7\u63d0\u4f9b\u66f4\u591a\u5185\u5bb9\u3002<\/h1>\n<h2>DWH\u662f\u4ec0\u4e48\u610f\u601d\uff1f<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u5206\u6790\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3066\u304a\u304f\u305f\u3081\u306e\u30b7\u30b9\u30c6\u30e0<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u4f7f\u3044\u3069\u3053\u308d<\/ul>\n<\/li>\n<\/ul>\n<p>\u96c6\u7d04\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ed\u5316\u3092\u9632\u3050\uff08Dx\u6761\u4ef6\u306e\u4e00\u3064\uff09<br \/>\n\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306e\u9055\u3044\u306f\u3001\u300c\u30c7\u30fc\u30bf\u5206\u6790\u304c\u76ee\u7684\u3067\u3042\u308b\u3053\u3068\u300d\u300c\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u300d<\/p>\n<p>\uff08\u88dc\u8db3\uff09\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30fb\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3068\u306f<\/p>\n<p>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af: \u672a\u52a0\u5de5\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u84c4\u7a4d\u3059\u308b\u305f\u3081\u306e\u5834\u6240\u3002\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u542b\u3081\u3066\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306e\u57fa\u672c\u3068\u69cb\u7bc9\u306e\u30dd\u30a4\u30f3\u30c8\u304b\u3089\u5f15\u7528<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/11-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-19 22.28.20.png\" \/><\/div>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\uff08\u53c2\u8003\uff09\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/ul>\n<\/li>\n<\/ul>\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3067\u306f\u3001\u3057\u3070\u3057\u3070\u4e00\u90e8\u306e\u30ab\u30e9\u30e0\u3060\u3051\u304c\u96c6\u8a08\u306e\u5bfe\u8c61\u306b\u306a\u308b<br \/>\n-&gt; \u30c7\u30fc\u30bf\u3092\u3042\u3089\u304b\u3058\u3081\u30ab\u30e9\u30e0\u5358\u4f4d\u306b\u307e\u3068\u3081\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u5fc5\u8981\u306a\u30ab\u30e9\u30e0\u3060\u3051\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u3067\u30c7\u30a3\u30b9\u30afI\/O\u3092\u6e1b\u3089\u3059\u3002<br \/>\n-&gt; \u540c\u3058\u30ab\u30e9\u30e0\u306b\u306f\u3001\u3057\u3070\u3057\u3070\u540c\u3058\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u4e26\u3076\u306e\u3067\u3001\u5727\u7e2e\u3067\u304d\u308b<\/p>\n<p>\u8a2d\u8a08\u306e\u30dd\u30a4\u30f3\u30c8<\/p>\n<p>\u30c7\u30fc\u30bf\u4fdd\u5b58\u91cf\u306e\u62e1\u5f35\u624b\u6bb5\uff08\u5236\u7d04\u304c\u306a\u3044\u304b\uff09<br \/>\n\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u51fa\u3057\u624b\u6bb5<\/p>\n<h2>\u5b9e\u7528\u5f62\u8c61 (sh\u00ed<\/h2>\n<p>Building an ETL data pipeline: GCS-Dataprep-BigQuery\u304b\u3089\u5f15\u7528<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/15-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-19 22.16.26.png\" \/><\/div>\n<h2>\u3010\u8c37\u6b4c\u4e91\u3011BigQuery<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">BigQuery \u306f\u3001Google Cloud \u306e\u30da\u30bf\u30d0\u30a4\u30c8\u898f\u6a21\u306e\u8cbb\u7528\u5bfe\u52b9\u679c\u306b\u512a\u308c\u305f\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u5206\u6790\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3042\u308a\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">BQ\u306e\u4ed5\u7d44\u307f<\/ul>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/18-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-21 14.51.30.png\" \/><\/div>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">RDB\u3068\u306e\u4f7f\u3044\u5206\u3051<\/ul>\n<\/li>\n<\/ul>\n<p>\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u7528\u9014\u3067\u3042\u308c\u3070\u30011\u5343\u4e07\u30ec\u30b3\u30fc\u30c9\/5GB\uff081\u30ec\u30b3\u30fc\u30c9\/500\u30d0\u30a4\u30c8\u4eee\u5b9a\uff09\u304f\u3089\u3044\u306a\u3089RDB\u3067\u3082\u554f\u984c\u306a\u3044\u304b\u3082\uff1f<\/p>\n<p>GCS\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea<\/p>\n<p>BigQuery \u3067\u306f\u3001\u6b21\u306e\u5f62\u5f0f\u306e Cloud Storage \u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n-&gt; \u30ab\u30f3\u30de\u533a\u5207\u308a\u5024\uff08CSV\uff09,JSON\uff08\u6539\u884c\u533a\u5207\u308a\uff09,Avro,ORC,Parquet,Datastore\u30a8\u30af\u30b9\u30dd\u30fc\u30c8,Firestore\u30a8\u30af\u30b9\u30dd\u30fc\u30c8<\/p>\n<p>\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u65b9\u6cd5<\/p>\n<p>\u30d0\u30eb\u30af\u30ed\u30fc\u30c9: BigQuery Data Transfer Service, \u306a\u3069<br \/>\n\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u633f\u5165: Fluentd, Dataflow\u306e\u30b3\u30cd\u30af\u30bf, Striim\u306a\u3069\u306eCDC\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff08MySQL\u306a\u3069\u3068\u540c\u671f\uff09<br \/>\n\u30d5\u30a7\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3: \u5916\u90e8\u30c6\u30fc\u30d6\u30eb\u3092\u6307\u5b9a<\/p>\n<p>\u30b3\u30b9\u30c8<\/p>\n<p>\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u65b9\u5f0f\u3067\u3042\u308b\u305f\u3081\u3001\u4e8b\u524d\u306e\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3057\u306a\u3044<\/p>\n<p>\u30b3\u30f3\u30d4\u30e5\u30fc\u30c8\u307e\u305f\u306f\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u3069\u3061\u3089\u304b\u5927\u304d\u3044\u307b\u3046\u306e\u30d4\u30fc\u30af\u306b\u5408\u308f\u305b\u3066\u30b5\u30a4\u30b8\u30f3\u30b0\u8abf\u6574\u3059\u308b\u5fc5\u8981\u306a\u3069\u304c\u306a\u3044<\/p>\n<p>\u30af\u30a8\u30ea\u3067\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u5bb9\u91cf\u306b\u5bfe\u3057\u3066\u8ab2\u91d1<\/p>\n<p>BigQueryML<\/p>\n<p>SQL\u3092\u7528\u3044\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u5b8c\u7d50\u3067\u304d\u308b<\/p>\n<p>BQ\u304c\u4e88\u6e2c\u30ea\u30af\u30a8\u30b9\u30c8\u3092SQL\u5f62\u5f0f\u3067\u53d7\u4ed8\u3051\u3001\u63a8\u8ad6\u7d50\u679c\u3092\u30b5\u30fc\u30d3\u30f3\u30b0\u3067\u304d\u308b<\/p>\n<p>\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u30e2\u30c7\u30eb<\/p>\n<p>\u7dda\u5f62\u56de\u5e30\uff08\u4e88\u6e2c\uff09<br \/>\n2\u9805\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\uff08\u5206\u985e\uff09<br \/>\n\u591a\u9805\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\uff08\u5206\u985e\uff09<br \/>\nK\u5e73\u5747\u6cd5\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08\u30c7\u30fc\u30bf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff09<br \/>\n\u884c\u5217\u5206\u89e3\uff08\u5546\u54c1\u306e\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u306e\u4f5c\u6210\uff09<br \/>\n\u6642\u7cfb\u5217\uff08\u6642\u7cfb\u5217\u4e88\u6e2c\uff09<br \/>\n\u30d6\u30fc\u30b9\u30c8\u30c4\u30ea\u30fc\uff08XGBoost\u30d9\u30fc\u30b9\u306e\u5206\u985e\u30e2\u30c7\u30eb\u3068\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u4f5c\u6210\uff09<br \/>\n\u30c7\u30a3\u30fc\u30d7 \u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08DNN\uff09\uff08\u5206\u985e\u3001\u56de\u5e30\uff09<\/p>\n<p>AutoML Tables: \u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3084\u30e2\u30c7\u30eb\u9078\u629e\u3092\u884c\u308f\u305a\u306b\u3001\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b<br \/>\nTensorFlow \u30e2\u30c7\u30eb\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/p>\n<h1>\u6570\u636e\u5904\u7406 &#8211; Spark<\/h1>\n<h2>Spark\u662f\u4ec0\u4e48\uff1f<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306b\u6700\u9069\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u5206\u6563\u51e6\u7406\u30b7\u30b9\u30c6\u30e0\u3002\u30c7\u30fc\u30bf\u51e6\u7406\u3067\u6700\u5927\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Netflix\u3001Yahoo\u3001eBay \u306a\u3069\u306e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u5927\u624b\u3082\u3001Spark \u3092\u5927\u898f\u6a21\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u30018000 \u3092\u8d85\u3048\u308b\u30ce\u30fc\u30c9\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3067\u3001\u8907\u6570\u306e\u30da\u30bf\u30d0\u30a4\u30c8\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3057\u3066\u3044\u307e\u3059<\/ul>\n<\/li>\n<\/ul>\n<p>Cluster Mode Overview\u304b\u3089\u5f15\u7528<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/23-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 1.00.13.png\" \/><\/div>\n<h2>\u5b9e\u7528\u56fe\u50cf<\/h2>\n<p>Using Apache Spark with TensorFlow on Google Cloud Platform\u304b\u3089\u5f15\u7528<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/26-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 0.54.26.png\" \/><\/div>\n<h2>\u3010GCP\u3011\u6570\u636e\u5904\u7406\u5e73\u53f0<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30de\u30cd\u30fc\u30b8\u30c9Hadoop\/Spark<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30e1\u30e2\u30ea\u3092\u8ffd\u52a0\u3057\u3066Presto, GPU\u3092\u8ffd\u52a0\u3057\u3066Spark\u3067\u6a5f\u68b0\u5b66\u7fd2\u3082\u3067\u304d\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9<\/ul>\n<\/li>\n<\/ul>\n<p>\u30d5\u30a1\u30a4\u30eb\u30d1\u30b9\u306e\u63a5\u982d\u8f9e\u3092hdfs:\/\/\u304b\u3089gs:\/\/\u3078\u5909\u66f4\u3059\u308b\u3060\u3051\u3067GCS\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b<br \/>\nBQ\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3092DataProc\u304b\u3089\u76f4\u63a5\u89e6\u308b\u3053\u3068\u3082\u3067\u304d\u308b\uff08BigQueryStorageAPI\u306e\u5229\u7528\uff09<br \/>\nDataProc\u3067GCS\u4e0a\u306bHive\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u2192\u305d\u308c\u3092BQ\u3067\u76f4\u63a5\u89e6\u308b\u3001\u306a\u3069\u3082\u3067\u304d\u308b<\/p>\n<p>90s\u3067\u8d77\u52d5\u3059\u308b<br \/>\n\u30b3\u30b9\u30c8<\/p>\n<p>\u30d7\u30ea\u30a8\u30f3\u30d7\u30c6\u30a3\u30d6\u30eb VM \u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u8cbb\u7528\u3092\u3055\u3089\u306b\u7bc0\u7d04\u3067\u304d\u308b<br \/>\n-&gt; \u30d7\u30ea\u30a8\u30f3\u30d7\u30c6\u30a3\u30d6\u30eb\u30ef\u30fc\u30ab\u30fc\u306f\u3001\u4ed6\u306e\u30bf\u30b9\u30af\u3067 Google Cloud \u304c\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u306b\u3001\u518d\u5229\u7528\uff08\u30af\u30e9\u30b9\u30bf\u304b\u3089\u524a\u9664\uff09\u3055\u308c\u307e\u3059<\/p>\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/p>\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/p>\n<h1>\u6570\u636e\u5904\u7406-\u5149\u675f<\/h1>\n<h2>Beam\u662f\u4ec0\u4e48\uff1f<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/31-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 8.21.33.png\" \/><\/div>\n<h2>\u5b9e\u7528\u5f62\u8c61 (sh\u00ed<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/33-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 1.24.29.png\" \/><\/div>\n<h2>\u3010GCP\u3011\u6570\u636e\u6d41<\/h2>\n<p>BigQuery\u30e6\u30fc\u30b6\u306e\u305f\u3081\u306eCloud Dataflow\u5165\u9580\u304c\u5206\u304b\u308a\u3084\u3059\u3044<br \/>\n\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u6574\u5f62\u30fb\u96c6\u8a08\u306a\u3069\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u3059\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3059\u308b<br \/>\n\u4ed6GCP\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9023\u643a<\/p>\n<p>Pub\/Sub\u3067\u53ce\u96c6\u2192Dataflow\u3067\u51e6\u7406\u2192BQ\u3067\u84c4\u7a4d\u3001\u306a\u3069<br \/>\nS3\u306b\u66f8\u304d\u51fa\u3059\u3053\u3068\u3082\u3067\u304d\u308b<\/p>\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001GCP\u3060\u3068\u4ee5\u4e0b2\u30d1\u30bf\u30fc\u30f3\u304c\u591a\u3044<\/p>\n<p>Dataflow\u3067GCS\u306b\u4fdd\u7ba1\u3057\u3066\u30d5\u30a7\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3<br \/>\nBQ\u306e\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u633f\u5165\u6a5f\u80fd<\/p>\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/p>\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/p>\n<h1>\u5de5\u4f5c\u6d41\u7ba1\u7406<\/h1>\n<h2>\u5de5\u4f5c\u6d41\u7ba1\u7406\u662f\u4ec0\u4e48\uff1f<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u51e6\u7406\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u5236\u5fa1\u3001\u51e6\u7406\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u9069\u5207\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff08\u30c7\u30fc\u30bf\u304c\u3069\u3053\u304b\u3089\u6765\u3066\u3069\u306e\u51e6\u7406\u3092\u7d4c\u3066\u3069\u3053\u306b\u884c\u304f\u306e\u304b\uff09\u3092\u7ba1\u7406\u3059\u308b\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u591a\u304f\u306fDAG\uff08\u6709\u5411\u975e\u5faa\u74b0\u30b0\u30e9\u30d5\uff09\u3067\u4e00\u9023\u306e\u51e6\u7406\u3092\u8a18\u8ff0\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30e1\u30ea\u30c3\u30c8<\/ul>\n<\/li>\n<\/ul>\n<p>\u4f9d\u5b58\u95a2\u4fc2\u304c\u8907\u96d1\u306b\u306a\u308a\u304c\u3061\u306a\u51e6\u7406\u30d5\u30ed\u30fc\u3092\u7ba1\u7406\u3067\u304d\u308b<br \/>\n\u5b9f\u88c5\u3092\u5171\u901a\u5316\u3067\u304d\u308b<br \/>\n\u5b9f\u9a13\u74b0\u5883\u304b\u3089\u672c\u756a\u74b0\u5883\u3078\u306e\u79fb\u884c\u304c\u3057\u3084\u3059\u3044<br \/>\n\u30a8\u30e9\u30fc\u901a\u77e5\u3001\u30ea\u30ab\u30d0\u30ea\u30fc\u306e\u652f\u63f4\u306a\u3069\u306e\u904b\u7528\u7ba1\u7406\u9762<\/p>\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9<\/p>\n<p>\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/p>\n<h2>\u5b9e\u9645\u5e94\u7528\u7684\u60f3\u8c61\u529b<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/40-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 10.29.35.png\" \/><\/div>\n<h2>\u3010GCP\u3011\u4e91\u5408\u6210\u5668<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Airflow\u306b\u5fc5\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u81ea\u52d5\u3067\u8d77\u52d5\u3057\u3066\u304f\u308c\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>GKE<br \/>\nGCS<br \/>\nCloudLogging<br \/>\nCloudMonitoring<br \/>\nCloudSQL\uff08\u30d0\u30c3\u30af\u30a8\u30f3\u30c9DB\uff09<\/p>\n<h1>\u7279\u5f81\u91cf\u5b58\u50a8<\/h1>\n<h2>\u7279\u5f81\u91cf\u5b58\u50a8\u662f\u6307<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u7279\u5fb4\u91cf\u306e\u8aad\u307f\u66f8\u304d\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u300c\u7d44\u7e54\u5185\u306e\u8ab0\u3082\u304c\u7279\u5fb4\u91cf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u300d\u300c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e16\u754c\u3092\u9694\u3066\u308b\u5883\u754c\u7dda\u300d<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u7279\u5fb4<\/ul>\n<\/li>\n<\/ul>\n<p>\u30aa\u30f3\u30e9\u30a4\u30f3\u3068\u30aa\u30d5\u30e9\u30a4\u30f3\u3068\u3044\u3046\u6027\u8cea\u306e\u7570\u306a\u308b2\u3064\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u30c7\u30fc\u30bf\u3092\u4f9b\u7d66<\/p>\n<p>\u30aa\u30f3\u30e9\u30a4\u30f3\u306fNoSQL\u3067\u9ad8\u983b\u5ea6\u306e\u8aad\u307f\u66f8\u304d\u306b\u8010\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3002\u30aa\u30d5\u30e9\u30a4\u30f3\u306f\u9577\u671f\u7684\u306a\u4fdd\u5b58\u306e\u305f\u3081\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u306a\u3069<\/p>\n<p>\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0: \u5909\u66f4\u5c65\u6b74\u3092\u8a18\u9332<br \/>\n\u30bf\u30a4\u30e0\u30c8\u30e9\u30d9\u30eb: \u4efb\u610f\u306e\u6642\u70b9\u306b\u30c7\u30fc\u30bf\u3092\u5dfb\u304d\u623b\u3059<br \/>\n\u30c7\u30fc\u30bf\u30ea\u30cd\u30fc\u30b8: \u30c7\u30fc\u30bf\u306e\u4f9d\u5b58\u95a2\u4fc2\u8ffd\u8de1<br \/>\n\u30c7\u30fc\u30bf\u306e\u691c\u8a3c: \u30b9\u30ad\u30fc\u30de\u3092\u5b9a\u7fa9<\/p>\n<h2>\u5b9e\u7528\u5f62\u8c61<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d7d5f913a08637a69f98f\/47-1.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2021-06-20 22.22.19.png\" \/><\/div>\n<h2>\u3010GCP\u3011\u9876\u70b9\u7279\u5f81\u5b58\u50a8<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">ML\u7279\u5fb4\u306e\u6574\u7406\u3001\u4fdd\u5b58\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u3067\u4f7f\u7528\u3055\u308c\u308b\u4e00\u5143\u5316\u3055\u308c\u305f\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u63d0\u4f9b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u691c\u7d22\u6a5f\u80fd\u3068\u30d5\u30a3\u30eb\u30bf\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3082\u65e2\u5b58\u306e\u7279\u5fb4\u3092\u7c21\u5358\u306b\u898b\u3064\u3051\u3066\u518d\u5229\u7528\u3067\u304d\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30aa\u30f3\u30e9\u30a4\u30f3\u4e88\u6e2c\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u884c\u3046\u305f\u3081\u306b\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30c7\u30fc\u30bf \u30b5\u30fc\u30d3\u30f3\u30b0\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u69cb\u7bc9<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u672c\u756a\u74b0\u5883\u3067\u4f7f\u7528\u3059\u308b\u7279\u5fb4\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u304c\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u305f\u7279\u5fb4\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3068\u7570\u306a\u308b\u3053\u3068\u3092\u56de\u907f<\/ul>\n<h1>\u8bf7\u60a8\u53c2\u8003<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30af\u30e9\u30a6\u30c9DWH\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff09\u3063\u3066\u4f55\uff1f<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">BigQuery ML \u3068\u306f<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">BigQuery\u30e6\u30fc\u30b6\u306e\u305f\u3081\u306eCloud Dataflow\u5165\u9580<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">beam<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Vertex Feature Store \u3068\u306f<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u9996\u5148 \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u57fa\u672c\u77e5\u8b58\u306e\u5185\u3001AI\u30c1\u30fc\u30e0\u3067\u3082\u7279\u306b\u4f7f\u3044\u305d\u3046\u306a\u8981\u7d20\u3092\u304b\u3044\u3064\u307e\u3093\u3067\u7c21\u5358\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-47240","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - 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