{"id":1795,"date":"2024-12-19T14:59:59","date_gmt":"2024-12-19T06:59:59","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=1795"},"modified":"2024-12-23T09:52:49","modified_gmt":"2024-12-23T01:52:49","slug":"amazon-machine-learning-introduction","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/amazon-\u6a5f\u68b0\u5b66\u7fd2\u5165\u9580\/","title":{"rendered":"Amazon \u6a5f\u68b0\u5b66\u7fd2\u5165\u9580"},"content":{"rendered":"<p data-pm-slice=\"1 1 []\">\u30c7\u30fc\u30bf\u306e\u6025\u901f\u306a\u5897\u52a0\u3068\u4eba\u5de5\u77e5\u80fd\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u4eba\u6c17\u306e\u9ad8\u307e\u308a\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u73fe\u4ee3\u306e\u4f01\u696d\u304c\u7af6\u4e89\u3067\u512a\u4f4d\u306b\u7acb\u3064\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002 Amazon Machine Learning (AML) \u306f\u3001Amazon Web Services (AWS) \u304c\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u521d\u5fc3\u8005\u3067\u3082\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u3082\u3001AML \u306f\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u901a\u3058\u3066\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u958b\u767a\u3092\u52a0\u901f\u3057\u3001\u4f01\u696d\u306b\u3055\u3089\u306a\u308b\u4fa1\u5024\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n<p data-pm-slice=\"1 1 []\"><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-1810 size-large\" src=\"http:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/free-binary-code-internet-people-free-stock-images-stock-images-1024x683.jpg\" alt=\"\" width=\"1024\" height=\"683\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><\/p>\n<h3>\u5c0e\u5165<\/h3>\n<ul>\n<li>AWS \u306f\u3001\u6700\u3082\u5e45\u5e83\u304f\u5965\u6df1\u3044\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9\u3068\u305d\u308c\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u63d0\u4f9b\u3057\u3001\u3042\u3089\u3086\u308b\u958b\u767a\u8005\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u5c02\u9580\u5bb6\u304c\u6a5f\u68b0\u5b66\u7fd2\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li>AWS \u3067 ML \u30d9\u30fc\u30b9\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3001\u5e02\u5834\u6295\u5165\u307e\u3067\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u30ec\u30d9\u30eb\u304a\u3088\u3073 ML \u30b9\u30ad\u30eb\u306e\u30ec\u30d9\u30eb\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308b\u305f\u3081\u306b\u3001\u6b21\u306e 3 \u3064\u306e\u7570\u306a\u308b\u30ec\u30d9\u30eb\u306e ML \u30b5\u30fc\u30d3\u30b9\u304b\u3089\u9078\u629e\u3067\u304d\u307e\u3059\u3002\n<ul>\n<li>\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u30b5\u30fc\u30d3\u30b9<\/li>\n<li>\u6a5f\u68b0\u5b66\u7fd2\u30b5\u30fc\u30d3\u30b9<\/li>\n<li>ML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3<\/li>\n<\/ul>\n<\/li>\n<li>AI \u30b5\u30fc\u30d3\u30b9 \u30ec\u30d9\u30eb\u3067\u306f\u3001API \u547c\u3073\u51fa\u3057\u3092\u4f7f\u7528\u3057\u3066\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b ML \u6a5f\u80fd\u3092\u8fc5\u901f\u306b\u8ffd\u52a0\u3067\u304d\u308b\u3001\u5b8c\u5168\u306b\u7ba1\u7406\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u3001\u97f3\u58f0\u3001\u81ea\u7136\u8a00\u8a9e\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u4e88\u6e2c\u3001\u63a8\u5968\u306a\u3069\u306e\u6a5f\u80fd\u3092\u5099\u3048\u305f\u5f37\u529b\u306a\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u3053\u306e\u30ec\u30d9\u30eb\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u307e\u305f\u306f\u81ea\u52d5\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u304a\u3088\u3073\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u4f7f\u7528\u3059\u308b\u305f\u3081\u306b ML \u306e\u77e5\u8b58\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n<li>\u4ee5\u4e0b\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059:\n<ul>\n<li><strong>Amazon\u7ffb\u8a33<\/strong>\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u7ffb\u8a33\u307e\u305f\u306f\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba<\/li>\n<li><strong>\u30a2\u30de\u30be\u30f3\u30dd\u30ea\u30fc<\/strong>\u30c6\u30ad\u30b9\u30c8\u97f3\u58f0\u5909\u63db\u7528<\/li>\n<li>\u4f1a\u8a71\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9<strong>\u30a2\u30de\u30be\u30f3\u30ec\u30c3\u30af\u30b9<\/strong><\/li>\n<li><strong>Amazon Comprehend<\/strong>\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u6d1e\u5bdf\u3068\u95a2\u4fc2\u6027\u3092\u62bd\u51fa\u3059\u308b<\/li>\n<li><strong>\u30a2\u30de\u30be\u30f3\u306e\u4e88\u5831<\/strong>\u6b63\u78ba\u306a\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b<\/li>\n<li><strong>Amazon\u4e0d\u6b63\u691c\u51fa\u30c4\u30fc\u30eb<\/strong>\u6f5c\u5728\u7684\u306a\u30aa\u30f3\u30e9\u30a4\u30f3\u8a50\u6b3a\u884c\u70ba\u3092\u7279\u5b9a\u3067\u304d\u308b<\/li>\n<li><strong>Amazon \u30b3\u30fc\u30c9\u30b0\u30eb<\/strong>\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3092\u81ea\u52d5\u5316\u3057\u3001\u6700\u3082\u5e83\u7bc4\u56f2\u306b\u308f\u305f\u308b\u30b3\u30fc\u30c9\u884c\u3092\u7279\u5b9a\u3057\u307e\u3059<\/li>\n<li><strong>Amazon \u30c6\u30ad\u30b9\u30c8\u30e9\u30af\u30c8<\/strong>\u6587\u66f8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3068\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u7684\u306b\u62bd\u51fa\u3059\u308b<\/li>\n<li><strong>Amazon \u8a8d\u8b58<\/strong>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u753b\u50cf\u3068\u30d3\u30c7\u30aa\u306e\u5206\u6790\u3092\u8ffd\u52a0\u3059\u308b<\/li>\n<li><strong>\u30a2\u30de\u30be\u30f3\u30fb\u30b1\u30f3\u30c9\u30e9<\/strong>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3068\u30a2\u30d7\u30ea\u3092\u5237\u65b0\u3059\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u691c\u7d22<\/li>\n<li><strong>Amazon \u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba<\/strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u63a8\u5968\u4e8b\u9805\u3092\u63d0\u4f9b\u3059\u308b<\/li>\n<li><strong>Amazon \u30c8\u30e9\u30f3\u30b9\u30af\u30ea\u30d7\u30c8<\/strong>\u30a2\u30d7\u30ea\u306b\u97f3\u58f0\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u6a5f\u80fd\u3092\u8ffd\u52a0\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<li>ML \u30b5\u30fc\u30d3\u30b9\u5c64\u306f\u3001\u958b\u767a\u8005\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u7814\u7a76\u8005\u306b\u6a5f\u68b0\u5b66\u7fd2\u7528\u306e\u30de\u30cd\u30fc\u30b8\u30c9 \u30b5\u30fc\u30d3\u30b9\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\n<ul>\n<li><strong>Amazon SageMaker<\/strong>\u958b\u767a\u8005\u3084\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u3042\u3089\u3086\u308b\u898f\u6a21\u306e ML \u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u304b\u3064\u7c21\u5358\u306b\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30b0\u30e9\u30a6\u30f3\u30c9\u30c8\u30a5\u30eb\u30fc\u30b9<\/strong>\u975e\u5e38\u306b\u6b63\u78ba\u306a ML \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30b9\u30bf\u30b8\u30aa<\/strong>\u3053\u308c\u306f\u3001\u5927\u898f\u6a21\u306a ML \u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u3001\u6a5f\u68b0\u5b66\u7fd2\u5411\u3051\u306e\u6700\u521d\u306e\u7d71\u5408\u958b\u767a\u74b0\u5883\u3067\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30aa\u30fc\u30c8\u30d1\u30a4\u30ed\u30c3\u30c8<\/strong>\u30c7\u30fc\u30bf\u306b\u6700\u9069\u306a ML \u30e2\u30c7\u30eb\u304c\u81ea\u52d5\u7684\u306b\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u8abf\u6574\u3055\u308c\u3001\u5b8c\u5168\u306a\u5236\u5fa1\u3068\u53ef\u8996\u6027\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30b8\u30e3\u30f3\u30d7\u30b9\u30bf\u30fc\u30c8<\/strong>ML \u3092\u3059\u3070\u3084\u304f\u7c21\u5358\u306b\u958b\u59cb\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30c7\u30fc\u30bf\u30e9\u30f3\u30b0\u30e9\u30fc<\/strong>ML \u7528\u306e\u30c7\u30fc\u30bf\u306e\u96c6\u7d04\u3068\u6e96\u5099\u306b\u5fc5\u8981\u306a\u6642\u9593\u3092\u6570\u9031\u9593\u304b\u3089\u6570\u5206\u306b\u77ed\u7e2e\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30d5\u30a3\u30fc\u30c1\u30e3\u30fc\u30b9\u30c8\u30a2<\/strong>ML \u6a5f\u80fd\u3092\u4fdd\u5b58\u3001\u66f4\u65b0\u3001\u53d6\u5f97\u3001\u5171\u6709\u3059\u308b\u305f\u3081\u306e\u5b8c\u5168\u306b\u7ba1\u7406\u3055\u308c\u305f\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8 \u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30af\u30e9\u30ea\u30d5\u30a1\u30a4<\/strong>ML \u958b\u767a\u8005\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3068\u30e2\u30c7\u30eb\u306e\u53ef\u8996\u6027\u3092\u9ad8\u3081\u3001\u30d0\u30a4\u30a2\u30b9\u3092\u7279\u5b9a\u3057\u3066\u5236\u9650\u3057\u3001\u4e88\u6e2c\u3092\u8aac\u660e\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30c7\u30d0\u30c3\u30ac\u30fc<\/strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30e1\u30c8\u30ea\u30c3\u30af\u3068\u30b7\u30b9\u30c6\u30e0 \u30ea\u30bd\u30fc\u30b9\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u3066 ML \u30e2\u30c7\u30eb\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u306e\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong>\u624b\u52d5\u3067\u304b\u304b\u308b\u6642\u9593\u306e\u307b\u3093\u306e\u4e00\u90e8\u3067\u3001\u5927\u898f\u6a21\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30e2\u30c7\u30eb\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092 AWS \u30b0\u30e9\u30d5\u30a3\u30c3\u30af \u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0 \u30e6\u30cb\u30c3\u30c8 (GPU) \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5168\u4f53\u306b\u81ea\u52d5\u7684\u306b\u5206\u5272\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/strong>\u3053\u308c\u306f\u3001ML \u5c02\u7528\u306b\u69cb\u7bc9\u3055\u308c\u305f\u3001\u521d\u3081\u3066\u306e\u4f7f\u3044\u3084\u3059\u3044\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u7d99\u7d9a\u7684\u30c7\u30ea\u30d0\u30ea\u30fc (CI\/CD) \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n<li><strong>Amazon SageMaker \u30cd\u30aa<\/strong>\u958b\u767a\u8005\u304c ML \u30e2\u30c7\u30eb\u3092\u4e00\u5ea6\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308c\u3070\u3001\u30af\u30e9\u30a6\u30c9\u5185\u307e\u305f\u306f\u30a8\u30c3\u30b8\u306e\u3069\u3053\u3067\u3082\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-introduction\">\u5c0e\u5165<\/h3>\n<ul>\n<li>Amazon EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f AWS \u4eee\u60f3\u30de\u30b7\u30f3\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001AWS \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u4e0a\u3067\u72ec\u81ea\u306e\u30bb\u30eb\u30d5\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u7406\u60f3\u7684\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>Linux \u307e\u305f\u306f Windows \u4eee\u60f3\u5316\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\u307b\u307c\u3059\u3079\u3066\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306f Amazon EC2 \u3067\u5b9f\u884c\u3067\u304d\u3001\u5f93\u91cf\u8ab2\u91d1\u5236\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>AWS Graviton \u30d7\u30ed\u30bb\u30c3\u30b5\u306f\u300164 \u30d3\u30c3\u30c8 Arm Neoverse \u30b3\u30a2\u3092\u4f7f\u7528\u3057\u3066 AWS \u306b\u3088\u3063\u3066\u30ab\u30b9\u30bf\u30e0\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001Amazon EC2 \u3067\u5b9f\u884c\u3055\u308c\u308b\u30af\u30e9\u30a6\u30c9\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u6700\u9069\u306a\u4fa1\u683c\u6027\u80fd\u6bd4\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><span aria-owns=\"rmiz-modal-e32e7ea44422\" data-rmiz=\"\"><span data-rmiz-content=\"found\"><a href=\"https:\/\/cdn.hashnode.com\/res\/hashnode\/image\/upload\/v1644630012463\/zS-UA9SMt.png?auto=compress,format&amp;format=webp\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/cdn.hashnode.com\/res\/hashnode\/image\/upload\/v1644630012463\/zS-UA9SMt.png?auto=compress,format&amp;format=webp\" alt=\"\u753b\u50cf\u306e\u8aac\u660e\" width=\"1920\" height=\"1080\" \/><\/a><\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>AWS \u3067\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u30aa\u30d7\u30b7\u30e7\u30f3<\/strong>AWS \u4e0a\u306e\u3055\u307e\u3056\u307e\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u57fa\u672c\u7684\u306a\u6982\u8981\u3092\u7d39\u4ecb\u3059\u308b\u4e00\u9023\u306e\u8a18\u4e8b\u3067\u3059\u3002\u5404\u8a18\u4e8b\u3067\u306f\u3001\u5404\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3001\u51e6\u7406\u3001\u4fdd\u5b58\u3001\u5206\u6790\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u7d30\u306a\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>Amazon EC2 \u306f\u3001\u6700\u65b0\u4e16\u4ee3\u306e Intel \u304a\u3088\u3073 AMD \u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u642d\u8f09\u3057\u305f\u591a\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u542b\u3080\u3001\u6700\u3082\u5e45\u5e83\u304f\u5145\u5b9f\u3057\u305f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 AWS Graviton \u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u3088\u308a\u9078\u629e\u80a2\u304c\u5e83\u304c\u308a\u3001\u304a\u5ba2\u69d8\u304c\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>\u305f\u3060\u3057\u3001\u3053\u306e\u30db\u30ef\u30a4\u30c8 \u30da\u30fc\u30d1\u30fc\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u4ed6\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u4ed8\u5c5e\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30ec\u30d9\u30eb\u306e\u30de\u30cd\u30fc\u30b8\u30c9 \u30b5\u30fc\u30d3\u30b9\u306f\u63d0\u4f9b\u3055\u308c\u307e\u305b\u3093\u3002\u81ea\u5df1\u7ba1\u7406\u578b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306b\u306f\u591a\u304f\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308a\u307e\u3059\u3002\n<ul>\n<li>MongoDB\u306a\u3069\u306eNoSQL\u88fd\u54c1<\/li>\n<li>Vertica\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u307e\u305f\u306f\u5217\u6307\u5411\u30b9\u30c8\u30ec\u30fc\u30b8<\/li>\n<li>Hadoop\u30af\u30e9\u30b9\u30bf\u30fc<\/li>\n<li>Apache Storm \u30af\u30e9\u30b9\u30bf\u30fc<\/li>\n<li>Apache Kafka \u74b0\u5883<\/li>\n<\/ul>\n<\/li>\n<li>EC2 \u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308b\u30bb\u30eb\u30d5\u30de\u30cd\u30fc\u30b8\u30c9\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306f\u3001Amazon ECS\u3001Amazon EKS\u3001AWS Fargate \u306a\u3069\u306e AWS \u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u30b3\u30f3\u30c6\u30ca\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3067\u3082\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 Fargate \u306f\u3001ECS \u304a\u3088\u3073 EKS \u3068\u9023\u643a\u3059\u308b\u30b3\u30f3\u30c6\u30ca\u7528\u306e\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a8\u30f3\u30b8\u30f3\u3067\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-ideal-usage-patterns\">\u7406\u60f3\u7684\u306a\u4f7f\u7528\u30e2\u30fc\u30c9<\/h3>\n<ul>\n<li><strong>\u5c02\u7528\u74b0\u5883<\/strong>\u2013 \u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u6a19\u6e96 Hadoop \u30b9\u30bf\u30c3\u30af\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3001\u307e\u305f\u306f\u4ed6\u306e AWS \u88fd\u54c1\u3067\u30ab\u30d0\u30fc\u3055\u308c\u3066\u3044\u306a\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001Amazon EC2 \u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u67d4\u8edf\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6<\/strong>\u2013 \u7279\u5b9a\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u3067\u306f\u3001\u30de\u30cd\u30fc\u30b8\u30c9 \u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001Amazon EC2 \u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u81ea\u5206\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-cost-model\">\u30b3\u30b9\u30c8\u30e2\u30c7\u30eb<\/h3>\n<ul>\n<li>Amazon EC2 \u306b\u306f\u3001\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30d5\u30a1\u30df\u30ea\u30fc (\u6a19\u6e96\u3001\u9ad8 CPU\u3001\u9ad8\u30e1\u30e2\u30ea\u3001\u9ad8 I\/O \u306a\u3069) \u306b\u308f\u305f\u308b\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u6599\u91d1\u30aa\u30d7\u30b7\u30e7\u30f3 (\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u7bc0\u7d04\u30d7\u30e9\u30f3\u3001\u30ea\u30b6\u30fc\u30d6\u30c9\u3001\u30b9\u30dd\u30c3\u30c8) \u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u672c\u7a3f\u57f7\u7b46\u6642\u70b9\u3067\u306f\u3001ECS \u4e0a\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u57fa\u76e4\u3068\u306a\u308b EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u5bfe\u3057\u3066\u306e\u307f\u6599\u91d1\u304c\u767a\u751f\u3057\u3001ECS \u306e\u4f7f\u7528\u306b\u5bfe\u3057\u3066\u8ffd\u52a0\u6599\u91d1\u306f\u767a\u751f\u3057\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001EKS \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001EKS \u30af\u30e9\u30b9\u30bf\u30fc\u3068\u57fa\u76e4\u3068\u306a\u308b EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3054\u3068\u306b 1 \u6642\u9593\u3042\u305f\u308a 0.10 \u30c9\u30eb\u306e\u8ffd\u52a0\u6599\u91d1\u3092\u652f\u6255\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>AWS Fargate \u306e\u6599\u91d1\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u958b\u59cb\u3057\u305f\u6642\u70b9\u304b\u3089 Amazon ECS \u30bf\u30b9\u30af\u307e\u305f\u306f Amazon EKS2 \u30dd\u30c3\u30c9\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u306b\u4f7f\u7528\u3055\u308c\u305f vCPU\u3001\u30e1\u30e2\u30ea\u3001\u304a\u3088\u3073\u30b9\u30c8\u30ec\u30fc\u30b8\u30ea\u30bd\u30fc\u30b9\u306b\u57fa\u3065\u3044\u3066\u8a08\u7b97\u3055\u308c\u3001\u6700\u3082\u8fd1\u3044\u79d2\u6570\u306b\u5207\u308a\u4e0a\u3052\u3089\u308c\u307e\u3059\u3002<\/li>\n<li>\u30b3\u30b9\u30c8\u306f\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u57fa\u3065\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u8981\u56e0\u306b\u4f9d\u5b58\u3057\u307e\u3059\u304c\u3001Graviton2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u4e00\u822c\u306b\u3001\u4ee5\u524d\u306e\u4e16\u4ee3\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u6bd4\u3079\u3066\u512a\u308c\u305f\u4fa1\u683c\/\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u3001\u76f4\u63a5\u63a5\u7d9a\u3055\u308c\u305f\u6c38\u7d9a\u30b9\u30c8\u30ec\u30fc\u30b8\u7528\u306e Amazon Elastic Block Store (Amazon EBS) \u3084\u6c38\u7d9a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066\u306e S3 \u306a\u3069\u3001Amazon EC2\u3001EKS\u3001ECS \u3068\u4e00\u7dd2\u306b\u4ed6\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u5404\u30b5\u30fc\u30d3\u30b9\u306b\u306f\u72ec\u81ea\u306e\u4fa1\u683c\u30e2\u30c7\u30eb\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092 Amazon EC2\u3001EKS\u3001\u307e\u305f\u306f ECS \u3067\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u5834\u5408\u3068\u540c\u69d8\u306b\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u30b3\u30b9\u30c8\u306f\u304a\u5ba2\u69d8\u306e\u8ca0\u62c5\u3068\u306a\u308a\u307e\u3059\u3002 AWS Marketplace \u3067\u306f\u3001\u4e8b\u524d\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3060\u3051\u3067\u8d77\u52d5\u3067\u304d\u308b\u3055\u307e\u3056\u307e\u306a\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-performance\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/h3>\n<ul>\n<li>Amazon EC2\u3001EKS\u3001ECS \u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9078\u629e\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bf\u30a4\u30d7\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u5404\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 \u30bf\u30a4\u30d7\u306b\u306f\u7570\u306a\u308b CPU\u3001RAM\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001IOPS\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6a5f\u80fd\u304c\u3042\u308b\u305f\u3081\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30cb\u30fc\u30ba\u306b\u9069\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9 \u30ec\u30d9\u30eb\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-durability-and-availability\">\u8010\u4e45\u6027\u3068\u53ef\u7528\u6027<\/h3>\n<ul>\n<li>\u91cd\u8981\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u969c\u5bb3\u304c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30e6\u30fc\u30b6\u30fc\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u3044\u3088\u3046\u306b\u3001AWS \u30ea\u30fc\u30b8\u30e7\u30f3\u5185\u306e\u8907\u6570\u306e\u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30fc\u30be\u30fc\u30f3\u306b\u307e\u305f\u304c\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u3067\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u7a3c\u50cd\u6642\u9593\u304c\u91cd\u8981\u3067\u306a\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5834\u5408\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092 Amazon S3 \u306b\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u307e\u305f\u306f\u30be\u30fc\u30f3\u306b\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u30ea\u30fc\u30b8\u30e7\u30f3\u5185\u306e\u4efb\u610f\u306e\u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30fc\u30be\u30fc\u30f3\u306b\u5fa9\u5143\u3067\u304d\u307e\u3059\u3002\u5b9f\u884c\u3057\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30df\u30e9\u30fc\u30ea\u30f3\u30b0\u306a\u3069\u306e\u4ed6\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3082\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-scalability-and-elasticity\">\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30ec\u30b8\u30ea\u30a8\u30f3\u30b9<\/h3>\n<ul>\n<li>Auto Scaling \u306f\u3001\u5b9a\u7fa9\u3057\u305f\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066 Amazon EC2 \u306e\u5bb9\u91cf\u3092\u81ea\u52d5\u7684\u306b\u62e1\u5927\u307e\u305f\u306f\u7e2e\u5c0f\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n<li>Auto Scaling \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4f7f\u7528\u3059\u308b EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u6570\u3092\u3001\u9700\u8981\u304c\u30d4\u30fc\u30af\u306e\u671f\u9593\u306b\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3057\u3001\u9700\u8981\u304c\u4f4e\u3044\u671f\u9593\u306b\u306f\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u305f\u3081\u306b\u81ea\u52d5\u7684\u306b\u30b9\u30b1\u30fc\u30eb\u30c0\u30a6\u30f3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>Auto Scaling \u306f\u3001\u4f7f\u7528\u91cf\u304c\u6642\u9593\u3054\u3068\u3001\u65e5\u3054\u3068\u3001\u9031\u3054\u3068\u306b\u5909\u5316\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002 Auto Scaling \u306f CloudWatch \u306b\u3088\u3063\u3066\u6709\u52b9\u5316\u3055\u308c\u3001CloudWatch \u306e\u6599\u91d1\u4ee5\u5916\u306e\u8ffd\u52a0\u6599\u91d1\u306a\u3057\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-interfaces\">\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9<\/h3>\n<ul>\n<li>Amazon EC2\u3001EKS\u3001ECS \u306f\u3001API\u3001SDK\u3001\u307e\u305f\u306f AWS \u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b3\u30f3\u30bd\u30fc\u30eb\u3092\u901a\u3058\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u4f7f\u7528\u7387\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u7387\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u4f7f\u7528\u7387\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6d88\u8cbb\u91cf\u3001\u8aad\u307f\u53d6\u308a\/\u66f8\u304d\u8fbc\u307f\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u306f\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u307e\u305f\u306f CloudWatch API \u64cd\u4f5c\u3092\u4f7f\u7528\u3057\u3066\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>Amazon EC2 \u3067\u5b9f\u884c\u3055\u308c\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u3001\u9078\u629e\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u6a5f\u80fd\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-1809 size-large\" src=\"http:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-1024x681.jpg\" alt=\"\" width=\"1024\" height=\"681\" srcset=\"https:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-1024x681.jpg 1024w, https:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-300x200.jpg 300w, https:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-768x511.jpg 768w, https:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-1536x1022.jpg 1536w, https:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-2048x1363.jpg 2048w, https:\/\/aws-oncloudai.com\/wp-content\/uploads\/2024\/12\/\u514d\u8d39-it\u57fa\u7840\u8bbe\u65bd-\u4e59\u592a\u7db2\u7d61-\u4e92\u806f\u7db2-\u7684-\u514d\u8d39\u7d20\u6750\u56fe\u7247-\u7d20\u6750\u56fe\u7247-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-anti-patterns\">\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3<\/h3>\n<ul>\n<li>Amazon EC2 \u306b\u306f\u6b21\u306e\u30a2\u30f3\u30c1\u30d1\u30bf\u30fc\u30f3\u304c\u3042\u308a\u307e\u3059\u3002\n<ul>\n<li><strong>\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/strong>-- \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u304b\u3089\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5c64\u3068\u7ba1\u7406\u3092\u62bd\u8c61\u5316\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001Amazon EC2 \u3067\u72ec\u81ea\u306e\u5206\u6790\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u7ba1\u7406\u3059\u308b\u3053\u306e\u300c\u81ea\u5206\u3067\u884c\u3046\u300d\u30e2\u30c7\u30eb\u306f\u9069\u5207\u306a\u9078\u629e\u3067\u306f\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>\u5c02\u9580\u77e5\u8b58\u3084\u30ea\u30bd\u30fc\u30b9\u306e\u4e0d\u8db3<\/strong>\u7d44\u7e54\u306b\u95a2\u9023\u30b7\u30b9\u30c6\u30e0\u306e\u9ad8\u53ef\u7528\u6027\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u7ba1\u7406\u306e\u305f\u3081\u306e\u30ea\u30bd\u30fc\u30b9\u3084\u5c02\u9580\u77e5\u8b58\u304c\u306a\u3044\u3001\u307e\u305f\u306f\u8cbb\u3084\u3059\u3053\u3068\u3092\u671b\u307e\u306a\u3044\u5834\u5408\u306f\u3001Amazon EMR\u3001DynamoDB\u3001Amazon Kinesis Data Streams\u3001Amazon Redshift \u306a\u3069\u306e AWS \u540c\u7b49\u88fd\u54c1\u306e\u4f7f\u7528\u3092\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p data-pm-slice=\"1 1 []\">Amazon Machine Learning \u306f\u3001\u3042\u3089\u3086\u308b\u898f\u6a21\u3068\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3001\u4f7f\u3044\u3084\u3059\u304f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u52b9\u7387\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 AWS \u306e\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u6a5f\u80fd\u3068 AML \u306e\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u30c4\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u3088\u308a\u77ed\u6642\u9593\u3067\u30c7\u30fc\u30bf\u3092\u6d1e\u5bdf\u306b\u5909\u63db\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3067\u304d\u307e\u3059\u3002\u4e88\u6e2c\u5206\u6790\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u3001Amazon Machine Learning \u306f\u30d3\u30b8\u30cd\u30b9\u3092\u5f37\u5316\u3057\u3001\u5c06\u6765\u306e\u6210\u9577\u3078\u306e\u9053\u3092\u5207\u308a\u958b\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\"><\/li>\n<\/ul>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30fc\u30bf\u306e\u6025\u901f\u306a\u5897\u52a0\u3068\u4eba\u5de5\u77e5\u80fd\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u4eba\u6c17\u306e\u9ad8\u307e\u308a\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u73fe\u4ee3\u306e\u4f01\u696d\u304c\u7af6\u4e89\u3067\u512a\u4f4d\u306b\u7acb\u3064\u305f\u3081\u306e\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002 Amazon Machine Learning (AML) \u306f\u3001Amazon Web Services (AWS) \u304c\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u521d\u5fc3\u8005\u3067\u3082\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u3082\u3001AML 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