{"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\/zh_hk\/amazon-machine-learning-introduction\/","title":{"rendered":"Amazon Machine Learning \u7c21\u4ecb"},"content":{"rendered":"<p data-pm-slice=\"1 1 []\">\u96a8\u8457\u8cc7\u6599\u7684\u5feb\u901f\u6210\u9577\u548c\u4eba\u5de5\u667a\u6167\u6280\u8853\u7684\u65e5\u76ca\u666e\u53ca\uff0c\u6a5f\u5668\u5b78\u7fd2\u5df2\u6210\u70ba\u73fe\u4ee3\u4f01\u696d\u5728\u7af6\u722d\u4e2d\u812b\u7a4e\u800c\u51fa\u7684\u91cd\u8981\u5de5\u5177\u3002\u4e9e\u99ac\u905c\u6a5f\u5668\u5b78\u7fd2\uff08Amazon Machine Learning, AML\uff09\u662f\u4e00\u9805\u7531\u4e9e\u99ac\u905c\u96f2\u7aef\u904b\u7b97\uff08AWS\uff09\u63d0\u4f9b\u7684\u670d\u52d9\uff0c\u65e8\u5728\u5e6b\u52a9\u4f7f\u7528\u8005\u8f15\u9b06\u5efa\u7f6e\u3001\u8a13\u7df4\u548c\u90e8\u7f72\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002\u7121\u8ad6\u662f\u521d\u5b78\u8005\u6216\u8cc7\u6df1\u8cc7\u6599\u79d1\u5b78\u5bb6\uff0cAML \u90fd\u80fd\u900f\u904e\u5176\u5f37\u5927\u7684\u5de5\u5177\u548c\u670d\u52d9\u52a0\u901f\u6a5f\u5668\u5b78\u7fd2\u5c08\u6848\u7684\u958b\u767c\u6d41\u7a0b\uff0c\u70ba\u4f01\u696d\u5275\u9020\u66f4\u591a\u50f9\u503c\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\/\u514d\u8cbb-\u4e8c\u9032\u4f4d\u4ee3\u78bc-\u4e92\u806f\u7db2-\u4eba-\u7684-\u514d\u8cbb\u7d20\u6750\u5716\u7247-\u7d20\u6750\u5716\u7247-1024x683.jpg\" alt=\"\" width=\"1024\" height=\"683\" srcset=\"\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"\" \/><\/p>\n<h3>\u4ecb\u7d39<\/h3>\n<ul>\n<li>AWS \u63d0\u4f9b\u6700\u5ee3\u6cdb\u3001\u6700\u6df1\u5165\u7684\u6a5f\u5668\u5b78\u7fd2\u670d\u52d9\u548c\u652f\u63f4\u96f2\u7aef\u57fa\u790e\u8a2d\u65bd\uff0c\u5c07\u6a5f\u5668\u5b78\u7fd2\u4ea4\u5230\u6bcf\u4f4d\u958b\u767c\u4eba\u54e1\u3001\u8cc7\u6599\u79d1\u5b78\u5bb6\u548c\u5c08\u5bb6\u5f9e\u696d\u4eba\u54e1\u7684\u624b\u4e2d\u3002<\/li>\n<li>\u5728AWS \u4e2d\u5efa\u7acb\u57fa\u65bcML \u7684\u5de5\u4f5c\u8ca0\u8f09\u6642\uff0c\u60a8\u53ef\u4ee5\u5f9e\u4e09\u500b\u4e0d\u540c\u5c64\u7d1a\u7684ML \u670d\u52d9\u4e2d\u9032\u884c\u9078\u64c7\uff0c\u4ee5\u5e73\u8861\u4e0a\u5e02\u901f\u5ea6\u8207\u5ba2\u88fd\u5316\u7b49\u7d1a\u548cML \u6280\u80fd\u7b49\u7d1a\uff1a\n<ul>\n<li>\u4eba\u5de5\u667a\u6167\uff08AI\uff09\u670d\u52d9<\/li>\n<li>\u6a5f\u5668\u5b78\u7fd2\u670d\u52d9<\/li>\n<li>ML \u6846\u67b6\u548c\u57fa\u790e\u8a2d\u65bd<\/li>\n<\/ul>\n<\/li>\n<li>AI \u670d\u52d9\u7b49\u7d1a\u63d0\u4f9b\u5b8c\u5168\u8a17\u7ba1\u7684\u670d\u52d9\uff0c\u8b93\u60a8\u80fd\u5920\u4f7f\u7528API \u547c\u53eb\u5feb\u901f\u5c07ML \u529f\u80fd\u65b0\u589e\u81f3\u60a8\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002<\/li>\n<li>\u9019\u4f7f\u60a8\u80fd\u5920\u5efa\u7acb\u5177\u6709\u96fb\u8166\u8996\u89ba\u3001\u8a9e\u97f3\u3001\u81ea\u7136\u8a9e\u8a00\u3001\u804a\u5929\u6a5f\u5668\u4eba\u3001\u9810\u6e2c\u548c\u63a8\u85a6\u7b49\u529f\u80fd\u7684\u5f37\u5927\u667a\u6167\u61c9\u7528\u7a0b\u5f0f\u3002<\/li>\n<li>\u6b64\u7b49\u7d1a\u7684\u670d\u52d9\u662f\u57fa\u65bc\u9810\u5148\u8a13\u7df4\u6216\u81ea\u52d5\u8a13\u7df4\u7684\u6a5f\u5668\u5b78\u7fd2\u548c\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u56e0\u6b64\u60a8\u4e0d\u9700\u8981ML \u77e5\u8b58\u5373\u53ef\u4f7f\u7528\u5b83\u5011\u3002<\/li>\n<li>\u60a8\u53ef\u4ee5\u4f7f\u7528\uff1a\n<ul>\n<li><strong>Amazon Translate<\/strong>\u7528\u65bc\u7ffb\u8b6f\u6216\u5728\u5730\u5316\u6587\u5b57\u5167\u5bb9<\/li>\n<li><strong>Amazon Polly<\/strong>\u7528\u65bc\u6587\u5b57\u8f49\u8a9e\u97f3\u7684\u8f49\u63db<\/li>\n<li>\u7528\u65bc\u5efa\u7acb\u5c0d\u8a71\u804a\u5929\u6a5f\u5668\u4eba\u7684<strong>Amazon Lex<\/strong><\/li>\n<li><strong>Amazon Comprehend<\/strong>\u5f9e\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u4e2d\u63d0\u53d6\u898b\u89e3\u548c\u95dc\u4fc2<\/li>\n<li><strong>Amazon Forecast<\/strong>\u53ef\u5efa\u69cb\u6e96\u78ba\u7684\u9810\u6e2c\u6a21\u578b<\/li>\n<li><strong>Amazon Fraud Detector<\/strong>\u53ef\u8b58\u5225\u6f5b\u5728\u7684\u7dda\u4e0a\u8a50\u9a19\u6d3b\u52d5\uff0c<\/li>\n<li><strong>Amazon CodeGuru<\/strong>\u53ef\u81ea\u52d5\u9032\u884c\u7a0b\u5f0f\u78bc\u5be9\u67e5\u4e26\u8b58\u5225\u6700\u5ee3\u6cdb\u7684\u7a0b\u5f0f\u78bc\u884c<\/li>\n<li><strong>Amazon Textract<\/strong>\u81ea\u52d5\u5f9e\u6587\u4ef6\u4e2d\u63d0\u53d6\u6587\u5b57\u548c\u6578\u64da<\/li>\n<li><strong>Amazon Rekognition<\/strong>\u70ba\u60a8\u7684\u61c9\u7528\u7a0b\u5f0f\u6dfb\u52a0\u5716\u50cf\u548c\u8996\u8a0a\u5206\u6790\u529f\u80fd<\/li>\n<li><strong>Amazon Kendra<\/strong>\u5c07\u91cd\u65b0\u69cb\u60f3\u60a8\u7684\u7db2\u7ad9\u548c\u61c9\u7528\u7a0b\u5f0f\u7684\u4f01\u696d\u641c\u7d22<\/li>\n<li><strong>Amazon Personalize<\/strong>\u63d0\u4f9b\u5373\u6642\u500b\u4eba\u5316\u63a8\u85a6<\/li>\n<li><strong>Amazon Transcribe<\/strong>\u70ba\u60a8\u7684\u61c9\u7528\u7a0b\u5f0f\u6dfb\u52a0\u8a9e\u97f3\u8f49\u6587\u5b57\u529f\u80fd<\/li>\n<\/ul>\n<\/li>\n<li>ML \u670d\u52d9\u7b49\u7d1a\u70ba\u958b\u767c\u4eba\u54e1\u3001\u8cc7\u6599\u79d1\u5b78\u5bb6\u548c\u7814\u7a76\u4eba\u54e1\u63d0\u4f9b\u6a5f\u5668\u5b78\u7fd2\u7684\u8a17\u7ba1\u670d\u52d9\u548c\u8cc7\u6e90\u3002\n<ul>\n<li><strong>Amazon SageMaker<\/strong>\u4f7f\u958b\u767c\u4eba\u54e1\u548c\u8cc7\u6599\u79d1\u5b78\u5bb6\u80fd\u5920\u5feb\u901f\u8f15\u9b06\u5730\u5efa\u7f6e\u3001\u8a13\u7df4\u548c\u90e8\u7f72\u4efb\u4f55\u898f\u6a21\u7684ML \u6a21\u578b\u3002<\/li>\n<li><strong>Amazon SageMaker Ground Truth<\/strong>\u53ef\u5354\u52a9\u60a8\u5feb\u901f\u5efa\u7acb\u9ad8\u5ea6\u6e96\u78ba\u7684ML \u8a13\u7df4\u8cc7\u6599\u96c6\u3002<\/li>\n<li><strong>Amazon SageMaker Studio<\/strong>\u662f\u7b2c\u4e00\u500b\u7528\u65bc\u6a5f\u5668\u5b78\u7fd2\u7684\u6574\u5408\u958b\u767c\u74b0\u5883\uff0c\u53ef\u4ee5\u5927\u898f\u6a21\u5efa\u7f6e\u3001\u8a13\u7df4\u548c\u90e8\u7f72ML \u6a21\u578b\u3002<\/li>\n<li><strong>Amazon SageMaker Autopilot<\/strong>\u6703\u6839\u64da\u60a8\u7684\u8cc7\u6599\u81ea\u52d5\u5efa\u7f6e\u3001\u8a13\u7df4\u548c\u8abf\u6574\u6700\u4f73ML \u6a21\u578b\uff0c\u540c\u6642\u4f7f\u60a8\u80fd\u5920\u4fdd\u6301\u5b8c\u5168\u7684\u63a7\u5236\u548c\u53ef\u898b\u6027\u3002<\/li>\n<li><strong>Amazon SageMaker JumpStart<\/strong>\u53ef\u5354\u52a9\u60a8\u5feb\u901f\u8f15\u9b06\u5730\u958b\u59cb\u4f7f\u7528ML\u3002<\/li>\n<li><strong>Amazon SageMaker Data Wrangler<\/strong>\u5c07\u805a\u5408\u548c\u6e96\u5099ML \u8cc7\u6599\u6240\u9700\u7684\u6642\u9593\u5f9e\u5e7e\u9031\u7e2e\u77ed\u5230\u5e7e\u5206\u9418\u3002<\/li>\n<li><strong>Amazon SageMaker Feature Store<\/strong>\u662f\u4e00\u500b\u5b8c\u5168\u8a17\u7ba1\u7684\u5c08\u7528\u5132\u5b58\u5eab\uff0c\u7528\u65bc\u5132\u5b58\u3001\u66f4\u65b0\u3001\u6aa2\u7d22\u548c\u5171\u4eabML \u529f\u80fd\u3002<\/li>\n<li><strong>Amazon SageMaker Clarify<\/strong>\u70baML \u958b\u767c\u4eba\u54e1\u63d0\u4f9b\u4e86\u5c0d\u8a13\u7df4\u8cc7\u6599\u548c\u6a21\u578b\u7684\u66f4\u9ad8\u53ef\u898b\u6027\uff0c\u4ee5\u4fbf\u60a8\u80fd\u5920\u8b58\u5225\u548c\u9650\u5236\u504f\u5dee\u4e26\u89e3\u91cb\u9810\u6e2c\u3002<\/li>\n<li><strong>Amazon SageMaker Debugger<\/strong>\u900f\u904e\u5373\u6642\u76e3\u63a7\u8a13\u7df4\u6307\u6a19\u548c\u7cfb\u7d71\u8cc7\u6e90\u4f86\u512a\u5316ML \u6a21\u578b\u3002<\/li>\n<li><strong>Amazon SageMaker \u7684\u5206\u6563\u5f0f\u8a13\u7df4\u5eab<\/strong>\u53ef\u81ea\u52d5\u5728AWS \u5716\u5f62\u8655\u7406\u55ae\u5143(GPU) \u5be6\u4f8b\u4e4b\u9593\u62c6\u5206\u5927\u578b\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u548c\u8a13\u7df4\u8cc7\u6599\u96c6\uff0c\u800c\u6240\u9700\u6642\u9593\u50c5\u70ba\u624b\u52d5\u64cd\u4f5c\u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/li>\n<li><strong>Amazon SageMaker Pipelines<\/strong>\u662f\u7b2c\u4e00\u500b\u5c08\u9580\u70baML \u5efa\u69cb\u7684\u3001\u6613\u65bc\u4f7f\u7528\u7684\u6301\u7e8c\u6574\u5408\u548c\u6301\u7e8c\u4ea4\u4ed8(CI\/CD) \u670d\u52d9\u3002<\/li>\n<li><strong>Amazon SageMaker Neo<\/strong>\u4f7f\u958b\u767c\u4eba\u54e1\u80fd\u5920\u8a13\u7df4\u4e00\u6b21ML \u6a21\u578b\uff0c\u7136\u5f8c\u5728\u96f2\u7aef\u6216\u908a\u7de3\u7684\u4efb\u4f55\u5730\u65b9\u904b\u884c\u5b83\u5011\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-introduction\">\u4ecb\u7d39<\/h3>\n<ul>\n<li>Amazon EC2 \u7684\u57f7\u884c\u500b\u9ad4\u53ef\u4f5c\u70baAWS \u865b\u64ec\u6a5f\uff0c\u70ba\u5728AWS \u57fa\u790e\u67b6\u69cb\u4e0a\u57f7\u884c\u60a8\u81ea\u5df1\u7684\u81ea\u7ba1\u7406\u5927\u6578\u64da\u5206\u6790\u61c9\u7528\u7a0b\u5f0f\u63d0\u4f9b\u4e86\u7406\u60f3\u7684\u5e73\u53f0\u3002<\/li>\n<li>\u5e7e\u4e4e\u4efb\u4f55\u60a8\u53ef\u4ee5\u5728Linux \u6216Windows \u865b\u64ec\u5316\u74b0\u5883\u4e2d\u5b89\u88dd\u7684\u8edf\u9ad4\u90fd\u53ef\u4ee5\u5728Amazon EC2 \u4e0a\u904b\u884c\uff0c\u4e26\u4e14\u60a8\u53ef\u4ee5\u4f7f\u7528\u5373\u7528\u5373\u4ed8\u7684\u5b9a\u50f9\u6a21\u5f0f\u3002<\/li>\n<li>AWS Graviton \u8655\u7406\u5668\u7531AWS \u4f7f\u752864 \u4f4d\u5143Arm Neoverse \u6838\u5fc3\u5ba2\u88fd\u5316\u69cb\u5efa\uff0c\u70ba\u60a8\u5728Amazon EC2 \u4e2d\u904b\u884c\u7684\u96f2\u7aef\u5de5\u4f5c\u8ca0\u8f09\u63d0\u4f9b\u6700\u4f73\u6027\u50f9\u6bd4\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=\"\u5716\u7247\u63cf\u8ff0\" width=\"1920\" height=\"1080\" \/><\/a><\/span><\/span><\/p>\n<p>&nbsp;<\/p>\n<p><strong>AWS \u4e0a\u7684\u5927\u6578\u64da\u5206\u6790\u9078\u9805<\/strong>\u662f\u4e00\u500b\u5305\u542b\u4e0d\u540c\u6587\u7ae0\u7684\u7cfb\u5217\uff0c\u9019\u4e9b\u6587\u7ae0\u63d0\u4f9b\u4e86AWS \u4e0a\u4e0d\u540c\u5927\u6578\u64da\u5206\u6790\u9078\u9805\u7684\u57fa\u672c\u4ecb\u7d39\u3002\u6bcf\u7bc7\u6587\u7ae0\u90fd\u6db5\u84cb\u77ad\u5982\u4f55\u4f7f\u7528\u6bcf\u9805\u670d\u52d9\u4f86\u6536\u96c6\u3001\u8655\u7406\u3001\u5132\u5b58\u548c\u5206\u6790\u5927\u6578\u64da\u7684\u8a73\u7d30\u6307\u5357\u3002<\/p>\n<ul>\n<li>Amazon EC2 \u63d0\u4f9b\u6700\u5ee3\u6cdb\u3001\u6700\u6df1\u5165\u7684\u904b\u7b97\u57f7\u884c\u500b\u9ad4\u7d44\u5408\uff0c\u5176\u4e2d\u5305\u542b\u8a31\u591a\u7531\u6700\u65b0\u4e00\u4ee3Intel \u548cAMD \u8655\u7406\u5668\u63d0\u4f9b\u652f\u63f4\u7684\u57f7\u884c\u500b\u9ad4\u3002 AWS Graviton \u8655\u7406\u5668\u589e\u52a0\u4e86\u66f4\u591a\u9078\u64c7\uff0c\u53ef\u5354\u52a9\u5ba2\u6236\u6700\u4f73\u5316\u5176\u5de5\u4f5c\u8ca0\u8f09\u7684\u6548\u80fd\u548c\u6210\u672c\u3002<\/li>\n<li>\u60a8\u7121\u6cd5\u7372\u5f97\u7684\u662f\u672c\u767d\u76ae\u66f8\u4e2d\u63d0\u5230\u7684\u5176\u4ed6\u670d\u52d9\u9644\u5e36\u7684\u61c9\u7528\u7a0b\u5f0f\u7d1a\u8a17\u7ba1\u670d\u52d9\u3002\u81ea\u6211\u7ba1\u7406\u7684\u5927\u6578\u64da\u5206\u6790\u6709\u5f88\u591a\u9078\u64c7\uff1a\n<ul>\n<li>NoSQL \u7522\u54c1\uff0c\u4f8b\u5982MongoDB<\/li>\n<li>\u8cc7\u6599\u5009\u5132\u6216\u5217\u5f0f\u5b58\u5132\uff0c\u4f8b\u5982Vertica<\/li>\n<li>Hadoop \u53e2\u96c6<\/li>\n<li>Apache Storm \u96c6\u7fa4<\/li>\n<li>Apache Kafka \u74b0\u5883<\/li>\n<\/ul>\n<\/li>\n<li>\u5728EC2 \u4e0a\u57f7\u884c\u7684\u4efb\u4f55\u81ea\u7ba1\u5927\u578b\u6578\u64da\u5de5\u4f5c\u8ca0\u8f09\u4e5f\u53ef\u4ee5\u5728AWS \u5b8c\u5168\u8a17\u7ba1\u7684\u5bb9\u5668\u7de8\u6392\u670d\u52d9\uff08\u5982Amazon ECS\u3001Amazon EKS \u548cAWS Fargate\uff09\u4e0a\u904b\u4f5c\u3002 Fargate \u662f\u9069\u7528\u65bc\u5bb9\u5668\u7684\u7121\u4f3a\u670d\u5668\u904b\u7b97\u5f15\u64ce\uff0c\u53ef\u8207ECS \u548cEKS \u642d\u914d\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-ideal-usage-patterns\">\u7406\u60f3\u7684\u4f7f\u7528\u6a21\u5f0f<\/h3>\n<ul>\n<li><strong>\u5c08\u7528\u74b0\u5883<\/strong>\u2013 \u5728\u57f7\u884c\u81ea\u8a02\u61c9\u7528\u7a0b\u5f0f\u3001\u6a19\u6e96Hadoop \u96c6\u7684\u8b8a\u9ad4\u6216\u5176\u4ed6AWS \u7522\u54c1\u672a\u6db5\u84cb\u7684\u61c9\u7528\u7a0b\u5f0f\u6642\uff0cAmazon EC2 \u53ef\u63d0\u4f9b\u9748\u6d3b\u6027\u548c\u53ef\u64f4\u5c55\u6027\u4f86\u6eff\u8db3\u60a8\u7684\u904b\u7b97\u9700\u6c42\u3002<\/li>\n<li><strong>\u5408\u898f\u6027\u8981\u6c42<\/strong>\u2013 \u67d0\u4e9b\u5408\u898f\u6027\u8981\u6c42\u53ef\u80fd\u8981\u6c42\u60a8\u5728Amazon EC2 \u4e0a\u81ea\u884c\u57f7\u884c\u61c9\u7528\u7a0b\u5e8f\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u8a17\u7ba1\u670d\u52d9\u7522\u54c1\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-cost-model\">\u6210\u672c\u6a21\u578b<\/h3>\n<ul>\n<li>Amazon EC2 \u64c1\u6709\u591a\u500b\u57f7\u884c\u500b\u9ad4\u7cfb\u5217\uff08\u6a19\u6e96\u3001\u9ad8CPU\u3001\u9ad8\u8a18\u61b6\u9ad4\u3001\u9ad8I\/O \u7b49\uff09\u4e2d\u7684\u591a\u7a2e\u57f7\u884c\u500b\u9ad4\u985e\u578b\uff0c\u4ee5\u53ca\u4e0d\u540c\u7684\u5b9a\u50f9\u9078\u9805\uff08\u6309\u9700\u3001\u904b\u7b97\u7bc0\u7701\u8a08\u5283\u3001\u9810\u7559\u548cSpot\uff09\u3002<\/li>\n<li>\u5728\u64b0\u5beb\u672c\u6587\u6642\uff0c\u5728ECS \u4e0a\u57f7\u884c\u61c9\u7528\u7a0b\u5f0f\u6642\uff0c\u60a8\u53ea\u9700\u70ba\u5e95\u5c64EC2 \u57f7\u884c\u500b\u9ad4\u4ed8\u8cbb\uff0c\u7121\u9700\u70ba\u4f7f\u7528ECS \u652f\u4ed8\u984d\u5916\u8cbb\u7528\u3002\u4f46\u662f\uff0c\u5c0d\u65bcEKS\uff0c\u60a8\u9700\u8981\u70ba\u6bcf\u500bEKS \u53e2\u96c6\u4ee5\u53ca\u5e95\u5c64EC2 \u57f7\u884c\u500b\u9ad4\u6bcf\u5c0f\u6642\u984d\u5916\u652f\u4ed80.10 \u7f8e\u5143\u3002<\/li>\n<li>AWS Fargate \u5b9a\u50f9\u662f\u6839\u64da\u60a8\u958b\u59cb\u4e0b\u8f09\u5bb9\u5668\u6620\u50cf\u5230Amazon ECS \u4efb\u52d9\u6216Amazon EKS2 pod \u5b8c\u6210\u671f\u9593\u6240\u4f7f\u7528\u7684vCPU\u3001\u8a18\u61b6\u9ad4\u548c\u5132\u5b58\u8cc7\u6e90\u8a08\u7b97\uff0c\u56db\u6368\u4e94\u5165\u5230\u6700\u63a5\u8fd1\u7684\u79d2\u6578\u3002<\/li>\n<li>\u96d6\u7136\u6210\u672c\u53d6\u6c7a\u65bc\u57fa\u65bc\u7528\u4f8b\u7684\u5404\u7a2e\u56e0\u7d20\uff0c\u4f46Graviton2 \u5be6\u4f8b\u901a\u5e38\u80fd\u5920\u63d0\u4f9b\u6bd4\u4e0a\u4e00\u4ee3\u5be6\u4f8b\u66f4\u597d\u7684\u6027\u50f9\u6bd4\u3002\u6839\u64da\u60a8\u7684\u61c9\u7528\u7a0b\u5f0f\u8981\u6c42\uff0c\u60a8\u53ef\u80fd\u60f3\u8981\u8207Amazon EC2\u3001EKS \u6216ECS \u4e00\u8d77\u4f7f\u7528\u5176\u4ed6\u670d\u52d9\uff0c\u4f8b\u5982\u7528\u65bc\u76f4\u63a5\u9023\u63a5\u7684\u6301\u4e45\u6027\u5132\u5b58\u7684Amazon Elastic Block Store (Amazon EBS) \u6216\u4f5c\u70ba\u6301\u4e45\u6027\u7269\u4ef6\u5132\u5b58\u7684S3\uff1b\u6bcf\u500b\u670d\u52d9\u90fd\u6709\u81ea\u5df1\u7684\u5b9a\u50f9\u6a21\u578b\u3002<\/li>\n<li>\u5982\u679c\u60a8\u5728Amazon EC2\u3001EKS \u6216ECS \u4e0a\u57f7\u884c\u5927\u6578\u64da\u61c9\u7528\u7a0b\u5e8f\uff0c\u5247\u60a8\u9700\u8981\u627f\u64d4\u4efb\u4f55\u6388\u6b0a\u8cbb\u7528\uff0c\u5c31\u50cf\u5728\u81ea\u5df1\u7684\u8cc7\u6599\u4e2d\u5fc3\u4e00\u6a23\u3002 AWS Marketplace \u63d0\u4f9b\u8a31\u591a\u4e0d\u540c\u7684\u7b2c\u4e09\u65b9\u5927\u6578\u64da\u8edf\u9ad4\u5305\uff0c\u9019\u4e9b\u8edf\u9ad4\u5305\u7d93\u904e\u9810\u5148\u914d\u7f6e\uff0c\u53ea\u9700\u55ae\u64ca\u6309\u9215\u5373\u53ef\u555f\u52d5\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-performance\">\u8868\u73fe<\/h3>\n<ul>\n<li>Amazon EC2\u3001EKS \u6216ECS \u7684\u6548\u80fd\u53d6\u6c7a\u65bc\u60a8\u70ba\u5927\u6578\u64da\u5e73\u53f0\u9078\u64c7\u7684\u57f7\u884c\u500b\u9ad4\u985e\u578b\u3002\u6bcf\u7a2e\u57f7\u884c\u500b\u9ad4\u985e\u578b\u90fd\u6709\u4e0d\u540c\u7684CPU\u3001RAM\u3001\u5132\u5b58\u3001IOP \u548c\u7db2\u8def\u529f\u80fd\uff0c\u56e0\u6b64\u60a8\u53ef\u4ee5\u6839\u64da\u61c9\u7528\u7a0b\u5f0f\u9700\u6c42\u9078\u64c7\u5408\u9069\u7684\u6548\u80fd\u7b49\u7d1a\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-durability-and-availability\">\u8010\u7528\u6027\u548c\u53ef\u7528\u6027<\/h3>\n<ul>\n<li>\u95dc\u9375\u61c9\u7528\u7a0b\u5f0f\u61c9\u5728AWS \u5340\u57df\u5167\u7684\u591a\u500b\u53ef\u7528\u5340\u4e2d\u7684\u53e2\u96c6\u4e2d\u57f7\u884c\uff0c\u4ee5\u4fbf\u4efb\u4f55\u57f7\u884c\u500b\u9ad4\u6216\u8cc7\u6599\u4e2d\u5fc3\u6545\u969c\u90fd\u4e0d\u6703\u5f71\u97ff\u61c9\u7528\u7a0b\u5f0f\u4f7f\u7528\u8005\u3002<\/li>\n<li>\u5c0d\u65bc\u975e\u6b63\u5e38\u904b\u884c\u6642\u9593\u95dc\u9375\u578b\u61c9\u7528\u7a0b\u5e8f\uff0c\u60a8\u53ef\u4ee5\u5c07\u61c9\u7528\u7a0b\u5f0f\u5099\u4efd\u5230Amazon S3\uff0c\u4e26\u5728\u57f7\u884c\u5be6\u4f8b\u6216\u5340\u57df\u6545\u969c\u6642\u9084\u539f\u5230\u8a72\u5340\u57df\u4e2d\u7684\u4efb\u4f55\u53ef\u7528\u5340\u3002\u9084\u6709\u5176\u4ed6\u9078\u9805\uff0c\u5177\u9ad4\u53d6\u6c7a\u65bc\u60a8\u6b63\u5728\u904b\u884c\u7684\u61c9\u7528\u7a0b\u5f0f\u548c\u8981\u6c42\uff0c\u4f8b\u5982\u93e1\u50cf\u60a8\u7684\u61c9\u7528\u7a0b\u5f0f\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-scalability-and-elasticity\">\u53ef\u64f4\u5c55\u6027\u548c\u5f48\u6027<\/h3>\n<ul>\n<li>Auto Scaling \u662f\u4e00\u9805\u670d\u52d9\uff0c\u53ef\u8b93\u60a8\u6839\u64da\u5b9a\u7fa9\u7684\u689d\u4ef6\u81ea\u52d5\u64f4\u5927\u6216\u7e2e\u5c0fAmazon EC2 \u5bb9\u91cf\u3002<\/li>\n<li>\u4f7f\u7528Auto Scaling\uff0c\u60a8\u53ef\u4ee5\u78ba\u4fdd\u6240\u4f7f\u7528\u7684EC2 \u5be6\u4f8b\u6578\u91cf\u5728\u9700\u6c42\u9ad8\u5cf0\u671f\u9593\u7121\u7e2b\u64f4\u5927\u4ee5\u4fdd\u6301\u6548\u80fd\uff0c\u4e26\u5728\u9700\u6c42\u4f4e\u8ff7\u671f\u9593\u81ea\u52d5\u7e2e\u5c0f\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u964d\u4f4e\u6210\u672c\u3002<\/li>\n<li>Auto Scaling \u7279\u5225\u9069\u5408\u6bcf\u5c0f\u6642\u3001\u6bcf\u5929\u6216\u6bcf\u9031\u4f7f\u7528\u91cf\u90fd\u6703\u8b8a\u66f4\u7684\u61c9\u7528\u7a0b\u5f0f\u3002 Auto Scaling \u7531CloudWatch \u555f\u7528\uff0c\u9664CloudWatch \u8cbb\u7528\u5916\u7121\u9700\u652f\u4ed8\u5176\u4ed6\u8cbb\u7528\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3 id=\"heading-interfaces\">\u4ecb\u9762<\/h3>\n<ul>\n<li>\u53ef\u4ee5\u900f\u904eAPI\u3001SDK \u6216AWS \u7ba1\u7406\u63a7\u5236\u53f0\u4ee5\u7a0b\u5f0f\u8a2d\u8a08\u65b9\u5f0f\u7ba1\u7406Amazon EC2\u3001EKS \u548cECS\u3002\u4f7f\u7528\u63a7\u5236\u53f0\u6216CloudWatch API \u64cd\u4f5c\u53ef\u4ee5\u514d\u8cbb\u53d6\u5f97\u904b\u7b97\u4f7f\u7528\u7387\u3001\u8a18\u61b6\u9ad4\u4f7f\u7528\u7387\u3001\u5132\u5b58\u4f7f\u7528\u7387\u3001\u7db2\u8def\u6d88\u8017\u7387\u4ee5\u53ca\u5be6\u4f8b\u7684\u8b80\u53d6\/\u5beb\u5165\u6d41\u91cf\u6307\u6a19\u3002<\/li>\n<li>\u5728Amazon EC2 \u4e0a\u904b\u884c\u7684\u5927\u6578\u64da\u5206\u6790\u8edf\u9ad4\u7684\u4ecb\u9762\u6703\u6839\u64da\u60a8\u9078\u64c7\u7684\u8edf\u9ad4\u7684\u7279\u6027\u800c\u6709\u6240\u4e0d\u540c\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\">\u53cd\u6a21\u5f0f<\/h3>\n<ul>\n<li>Amazon EC2 \u6709\u4ee5\u4e0b\u53cd\u6a21\u5f0f\uff1a\n<ul>\n<li><strong>\u8a17\u7ba1\u670d\u52d9<\/strong>\u2014\u2014\u5982\u679c\u60a8\u7684\u8981\u6c42\u662f\u8a17\u7ba1\u670d\u52d9\u7522\u54c1\uff0c\u5f9e\u5927\u6578\u64da\u5206\u6790\u4e2d\u62bd\u50cf\u51fa\u57fa\u790e\u8a2d\u65bd\u5c64\u548c\u7ba1\u7406\uff0c\u90a3\u9ebc\u9019\u7a2e\u5728Amazon EC2 \u4e0a\u7ba1\u7406\u60a8\u81ea\u5df1\u7684\u5206\u6790\u8edf\u9ad4\u7684\u300c\u81ea\u5df1\u52d5\u624b\u300d\u6a21\u5f0f\u53ef\u80fd\u4e0d\u662f\u6b63\u78ba\u7684\u9078\u64c7\u3002<\/li>\n<li><strong>\u7f3a\u4e4f\u5c08\u696d\u77e5\u8b58\u6216\u8cc7\u6e90<\/strong>\u2014\u2014\u5982\u679c\u60a8\u7684\u7d44\u7e54\u6c92\u6709\u6216\u4e0d\u60f3\u82b1\u8cbb\u8cc7\u6e90\u6216\u5c08\u696d\u77e5\u8b58\u4f86\u5b89\u88dd\u548c\u7ba1\u7406\u76f8\u95dc\u4fc2\u7d71\u7684\u9ad8\u53ef\u7528\u6027\u5b89\u88dd\uff0c\u60a8\u61c9\u8a72\u8003\u616e\u4f7f\u7528AWS \u7b49\u6548\u7522\u54c1\uff0c\u4f8b\u5982Amazon EMR\u3001DynamoDB\u3001Amazon Kinesis Data Streams 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none;\"><\/li>\n<\/ul>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u96a8\u8457\u8cc7\u6599\u7684\u5feb\u901f\u6210\u9577\u548c\u4eba\u5de5\u667a\u6167\u6280\u8853\u7684\u65e5\u76ca\u666e\u53ca\uff0c\u6a5f\u5668\u5b78\u7fd2\u5df2\u6210\u70ba\u73fe\u4ee3\u4f01\u696d\u5728\u7af6\u722d\u4e2d\u812b\u7a4e\u800c\u51fa\u7684\u91cd\u8981\u5de5\u5177\u3002\u4e9e\u99ac\u905c\u6a5f\u5668\u5b78\u7fd2\uff08Amazon Machine Learning, AML\uff09\u662f\u4e00\u9805\u7531\u4e9e\u99ac\u905c\u96f2\u7aef\u904b\u7b97\uff08AWS\uff09\u63d0\u4f9b\u7684\u670d\u52d9\uff0c\u65e8\u5728\u5e6b\u52a9\u4f7f\u7528\u8005\u8f15\u9b06\u5efa\u7f6e\u3001\u8a13\u7df4\u548c\u90e8\u7f72\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002\u7121\u8ad6\u662f\u521d\u5b78\u8005\u6216\u8cc7\u6df1\u8cc7\u6599\u79d1\u5b78\u5bb6\uff0cAML 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