{"id":4221,"date":"2025-12-11T16:58:38","date_gmt":"2025-12-11T08:58:38","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4221"},"modified":"2025-12-11T16:58:38","modified_gmt":"2025-12-11T08:58:38","slug":"a-comprehensive-analysis-of-aws-ml-the-core-driving-force-for-building-an-intelligent-future-for-enterprises","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/zh_hk\/a-comprehensive-analysis-of-aws-ml-the-core-driving-force-for-building-an-intelligent-future-for-enterprises\/","title":{"rendered":"AWS ML \u5168\u89e3\u6790\uff1a\u5efa\u69cb\u4f01\u696d\u667a\u6167\u672a\u4f86\u7684\u6838\u5fc3\u52d5\u529b"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u6167\u5feb\u901f\u91cd\u5851\u5546\u696d\u683c\u5c40\u7684\u4eca\u5929\uff0c\u4f01\u696d\u5e0c\u671b\u85c9\u52a9\u6a5f\u5668\u5b78\u7fd2\uff08Machine Learning, ML\uff09\u52a0\u901f\u5275\u65b0\u3001\u512a\u5316\u71df\u904b\u4e26\u63d0\u5347\u6c7a\u7b56\u80fd\u529b\u3002\u7136\u800c\uff0cML \u5c08\u6848\u5f80\u5f80\u6d89\u53ca\u8cc7\u6599\u6e96\u5099\u3001\u6a21\u578b\u8a13\u7df4\u3001\u90e8\u7f72\u3001\u76e3\u63a7\u7b49\u591a\u500b\u74b0\u7bc0\uff0c\u6280\u8853\u58c1\u58d8\u8207\u7dad\u904b\u6210\u672c\u4ee4\u8a31\u591a\u4f01\u696d\u671b\u800c\u537b\u6b65\u3002<\/p>\n<p>Amazon Web Services\uff08AWS\uff09\u4f5c\u70ba\u5168\u7403\u9818\u5148\u7684\u96f2\u7aef\u904b\u7b97\u5e73\u53f0\uff0c\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684 <strong>\u6a5f\u5668\u5b78\u7fd2\uff08AWS ML\uff09\u751f\u614b\u9ad4\u7cfb<\/strong>\uff0c\u6db5\u84cb\u5f9e\u8cc7\u6599\u6536\u96c6\u5230\u6a21\u578b\u843d\u5730\u7684\u5168\u6d41\u7a0b\uff0c\u8b93\u4f01\u696d\u80fd\u5920\u66f4\u5feb\u901f\u3001\u4f4e\u6210\u672c\u5730\u9081\u5165AI \u9a45\u52d5\u7684\u672a\u4f86\u3002<\/p>\n<p>\u672c\u6587\u5c07\u5f9eAWS \u6a5f\u5668\u5b78\u7fd2\u7684\u67b6\u69cb\u3001\u6838\u5fc3\u670d\u52d9\u3001\u5178\u578b\u5834\u666f\u548c\u4f01\u696d\u50f9\u503c\u7b49\u9762\u5411\u9032\u884c\u5168\u9762\u89e3\u6790\uff0c\u4e26\u5f9eAWS \u4ee3\u7406\u5546\u7684\u89d2\u5ea6\u63d0\u4f9b\u5be6\u52d9\u5efa\u8b70\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>AWS ML \u662f\u4ec0\u9ebc\uff1f<\/strong><\/h4>\n<p><strong>AWS ML\uff08AWS Machine Learning\uff09<\/strong> \u6307AWS \u63d0\u4f9b\u7684\u6240\u6709\u6a5f\u5668\u5b78\u7fd2\u670d\u52d9\u8207\u57fa\u790e\u8a2d\u65bd\u7684\u96c6\u5408\uff0c\u6db5\u84cb\uff1a<\/p>\n<ul>\n<li><strong>\u9810\u8a13\u7df4AI \u670d\u52d9\uff08\u7121\u9700\u8a13\u7df4\u6a21\u578b\uff0cAPI \u5373\u53ef\u4f7f\u7528\uff09<\/strong><\/li>\n<li><strong>SageMaker \u5168\u8a17\u7ba1\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\uff08\u7528\u65bc\u8a13\u7df4\u81ea\u6709\u6a21\u578b\uff09<\/strong><\/li>\n<li><strong>\u9ad8\u6548\u80fdML \u57fa\u790e\u8a2d\u65bd\uff08GPU\/\u5206\u6563\u5f0f\u8a13\u7df4\uff09<\/strong><\/li>\n<\/ul>\n<p>\u7121\u8ad6\u4f01\u696d\u662f\u5426\u5177\u5099\u6a5f\u5668\u5b78\u7fd2\u5718\u968a\uff0c\u90fd\u53ef\u4ee5\u5728AWS \u4e0a\u5efa\u7acb\u9069\u5408\u81ea\u8eab\u7684\u667a\u6167\u61c9\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>AWS ML \u7684\u4e09\u5927\u6838\u5fc3\u7d44\u6210<\/strong><\/h4>\n<h5><strong>1. AI \u9810\u8a13\u7df4\u670d\u52d9\uff0d \u96f6\u9580\u6abb\u4f7f\u7528AI<\/strong><\/h5>\n<p>\u9019\u985e\u670d\u52d9\u4e0d\u9700\u8981\u8a13\u7df4\u6a21\u578b\uff0c\u76f4\u63a5\u547c\u53ebAPI \u5373\u53ef\u7372\u5f97AI \u80fd\u529b\uff0c\u975e\u5e38\u9069\u5408\u696d\u52d9\u90e8\u9580\u5feb\u901f\u843d\u5730AI \u61c9\u7528\u3002<\/p>\n<p>\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>Amazon Bedrock<\/strong>\uff1a\u591a\u5bb6\u9802\u7d1a\u5927\u6a21\u578b\uff08LLM\uff09\u7684\u4e00\u7ad9\u5f0f\u5e73\u53f0<\/li>\n<li><strong>Amazon Rekognition<\/strong>\uff1a\u5f71\u50cf\u8fa8\u8b58\u8207\u8996\u8a0a\u5206\u6790<\/li>\n<li><strong>Amazon Comprehend<\/strong>\uff1a\u6587\u5b57\u5206\u6790\u3001\u5be6\u9ad4\u8b58\u5225<\/li>\n<li><strong>Amazon Transcribe \/ Polly<\/strong>\uff1a\u8a9e\u97f3\u8f49\u6587\u5b57\/ \u6587\u5b57\u8f49\u8a9e\u97f3<\/li>\n<li><strong>Amazon Translate<\/strong>\uff1a\u6a5f\u5668\u7ffb\u8b6f<\/li>\n<li><strong>Amazon Textract<\/strong>\uff1a\u6587\u6a94\u8b58\u5225\uff08OCR\uff09<\/li>\n<\/ul>\n<p><strong>\u9069\u7528\u65bc\uff1a<\/strong><\/p>\n<p>\u98a8\u63a7\u3001\u5ba2\u670d\u6a5f\u5668\u4eba\u3001\u5167\u5bb9\u5be9\u6838\u3001\u6587\u5b57\u63a2\u52d8\u3001\u5408\u7d04\u8fa8\u8b58\u3001\u8996\u8a0a\u76e3\u63a7\u3001\u5167\u5bb9\u751f\u7522\u7b49\u5834\u666f\u3002<\/p>\n<h5><strong>2. Amazon SageMaker \u2014\u2014 \u5168\u8a17\u7ba1\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0<\/strong><\/h5>\n<p>\u7576\u4f01\u696d\u9700\u8981\u5efa\u7acb\u81ea\u5df1\u7684ML \u6a21\u578b\u6642\uff0cSageMaker \u63d0\u4f9b\u4e00\u7ad9\u5f0f\u958b\u767c\u74b0\u5883\uff0c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u8cc7\u6599\u6e96\u5099\uff08Processing\u3001Data Wrangler\uff09<\/li>\n<li>\u6a21\u578b\u8a13\u7df4\uff08Training\uff09<\/li>\n<li>\u81ea\u52d5\u8abf\u53c3\uff08Automatic Model Tuning\uff09<\/li>\n<li>\u90e8\u7f72\uff08Endpoint\u3001Serverless Inference\uff09<\/li>\n<li>\u6279\u6b21\u9810\u6e2c\uff08Batch Transform\uff09<\/li>\n<li>\u6a21\u578b\u76e3\u63a7<\/li>\n<li>MLOps Pipeline\uff08CI\/CD \u5316\u6a5f\u5668\u5b78\u7fd2\uff09<\/li>\n<\/ul>\n<p>SageMaker \u5927\u5e45\u964d\u4f4eML \u5c08\u6848\u7684\u958b\u767c\u3001\u90e8\u7f72\u8207\u7dad\u904b\u6210\u672c\uff0c\u662f\u4f01\u696d\u5efa\u7f6eAI \u4e2d\u53f0\u7684\u6700\u4f73\u9078\u64c7\u3002<\/p>\n<h5><strong>3. ML \u57fa\u790e\u8a2d\u65bd\uff0d \u9ad8\u6548\u80fd\u5206\u6563\u5f0f\u8a13\u7df4<\/strong><\/h5>\n<p>AWS \u63d0\u4f9b\u5c08\u70ba\u6a5f\u5668\u5b78\u7fd2\u512a\u5316\u7684\u5e95\u5c64\u57fa\u790e\u67b6\u69cb\uff1a<\/p>\n<ul>\n<li><strong>GPU \u57f7\u884c\u500b\u9ad4\uff08p5\u3001p4\u3001g5\u3001g6\uff09<\/strong>\uff1a\u9069\u7528\u65bc\u6df1\u5ea6\u5b78\u7fd2\/\u5927\u6a21\u578b\u8a13\u7df4<\/li>\n<li>\u6df1\u5ea6\u5b78\u7fd2\u5bb9\u5668&amp; AMI<\/li>\n<li>\u5f48\u6027Kubernetes\uff08EKS\uff09\u5927\u898f\u6a21\u8a13\u7df4<\/li>\n<li>EC2 + FSx + EFA \u7684\u5206\u6563\u5f0f\u8a13\u7df4\u67b6\u69cb<\/li>\n<\/ul>\n<p>\u6eff\u8db3\u5927\u6a21\u578b\u8a13\u7df4\u3001\u63a8\u7406\u52a0\u901f\u3001\u79c1\u6709\u6a21\u578b\u90e8\u7f72\u7b49\u9ad8\u968e\u9700\u6c42\u3002<\/p>\n<h4><\/h4>\n<h4><strong>\u70ba\u4ec0\u9ebc\u4f01\u696d\u9700\u8981AWS ML\uff1f<\/strong><\/h4>\n<h5><strong>1. \u964d\u4f4eAI \u843d\u5730\u96e3\u5ea6<\/strong><\/h5>\n<p>\u7121\u9700\u7d2f\u7a4d\u591a\u5e74\u6f14\u7b97\u6cd5\u8207\u7dad\u904b\u7d93\u9a57\uff0c\u5e6b\u52a9\u4f01\u696d\u5feb\u901f\u9032\u5165AI \u6642\u4ee3\u3002<\/p>\n<h5><strong>2. \u964d\u4f4e\u6210\u672c\uff0c\u63d0\u9ad8\u6548\u7387<\/strong><\/h5>\n<p>\u8a17\u7ba1\u5f0f\u8a13\u7df4\u3001\u96a8\u9078\u4f7f\u7528GPU\u3001Serverless \u63a8\u7406\u8b93\u5be6\u9a57\u8207\u751f\u7522\u6210\u672c\u66f4\u53ef\u63a7\u3002<\/p>\n<h5><strong>3. \u4f01\u696d\u7d1a\u5b89\u5168<\/strong><\/h5>\n<p>\u5168\u90e8\u904b\u4f5c\u5728AWS \u5b89\u5168\u9ad4\u7cfb\u4e0b\uff0c\u652f\u63f4\uff1a<\/p>\n<ul>\n<li>IAM \u8eab\u5206\u6b0a\u9650<\/li>\n<li>VPC \u9694\u96e2<\/li>\n<li>\u8cc7\u6599\u52a0\u5bc6\uff08KMS\uff09<\/li>\n<li>\u5408\u898f\u8a8d\u8b49\uff08\u91d1\u878d\/\u91ab\u7642\/\u653f\u5e9c\u9069\u7528\uff09<\/li>\n<\/ul>\n<h5><strong>4. \u53ef\u64f4\u5c55\u6027\u5f37<\/strong><\/h5>\n<p>\u5f9e\u5c0f\u898f\u6a21\u5be6\u9a57\u5230\u5927\u898f\u6a21\u5206\u6563\u5f0f\u8a13\u7df4\uff0c\u5747\u53ef\u7121\u7e2b\u64f4\u5c55\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>AWS ML \u5728\u4f01\u696d\u4e2d\u7684\u5178\u578b\u61c9\u7528\u5834\u666f<\/strong><\/h4>\n<h5><strong>1. \u5927\u6a21\u578b\/\u751f\u6210\u5f0fAI \u61c9\u7528<\/strong><\/h5>\n<ul>\n<li>\u667a\u6167\u5ba2\u670d<\/li>\n<li>\u6587\u6848\u751f\u6210<\/li>\n<li>\u5f71\u50cf\u751f\u6210<\/li>\n<li>AI \u7a0b\u5f0f\u8a2d\u8a08\u52a9\u7406<\/li>\n<li>\u6587\u4ef6\u7e3d\u7d50<\/li>\n<\/ul>\n<p>Bedrock \u63d0\u4f9b\u591a\u500b\u6a21\u578b\uff08Claude\u3001Llama\u3001Titan \u7b49\uff09\uff0c\u5feb\u901f\u5efa\u69cb\u4f01\u696d\u7d1aGenAI \u61c9\u7528\u3002<\/p>\n<h5><strong>2. \u667a\u6167\u98a8\u63a7\u8207\u53cd\u8a50\u6b3a<\/strong><\/h5>\n<p>\u4f7f\u7528Comprehend\u3001SageMaker \u548cRekognition \u5efa\u7f6e\uff1a<\/p>\n<ul>\n<li>\u4fe1\u7528\u8a55\u5206\u6a21\u578b<\/li>\n<li>\u8a50\u6b3a\u4ea4\u6613\u76e3\u6e2c<\/li>\n<li>\u4f7f\u7528\u8005\u884c\u70ba\u5206\u6790<\/li>\n<\/ul>\n<h5><strong>3. \u9810\u6e2c\u5206\u6790<\/strong><\/h5>\n<p>\u7d50\u5408Time Series \u548cSageMaker \u9810\u6e2c\uff1a<\/p>\n<ul>\n<li>\u92b7\u91cf\u9810\u6e2c<\/li>\n<li>\u4f9b\u9700\u9810\u6e2c<\/li>\n<li>\u7dad\u8b66\u8b66\u544a\u9810\u6e2c<\/li>\n<\/ul>\n<h5><strong>4. \u5f71\u50cf\u8207\u8996\u8a0a\u667a\u6167\u8b58\u5225<\/strong><\/h5>\n<p>\u9069\u5408\uff1a<\/p>\n<ul>\n<li>\u5b89\u9632\u76e3\u63a7<\/li>\n<li>\u88fd\u9020\u696d\u54c1\u8cea\u6aa2<\/li>\n<li>\u96f6\u552e\u8ca8\u67b6\u8b58\u5225<\/li>\n<li>\u91ab\u7642\u5f71\u50cf\u8f14\u52a9\u5206\u6790<\/li>\n<\/ul>\n<h5><strong>5. \u6587\u4ef6\u81ea\u52d5\u5316\uff08Intelligent Document Processing\uff09<\/strong><\/h5>\n<p>\u4f7f\u7528Textract + Comprehend \u63d0\u53d6\u8868\u683c\u3001\u5408\u7d04\u3001\u767c\u7968\u7b49\u5167\u5bb9\uff0c\u6e1b\u5c11\u4eba\u5de5\u5be9\u6838\u6210\u672c\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u5728\u96f2\u7aef\u4e0a<\/h4>\n<p>\u4f5c\u70baAWS \u6388\u6b0a\u4ee3\u7406\u5546\uff0c\u6211\u5011\u53ef\u63d0\u4f9b\u4ee5\u4e0b\u4f01\u696d\u7d1a\u652f\u63f4\uff1a<\/p>\n<h5><strong>1.AI \u5834\u666f\u8aee\u8a62\u8207\u898f\u5283<\/strong><\/h5>\n<p>\u5e6b\u52a9\u4f01\u696d\u8a55\u4f30AI \u61c9\u7528\u50f9\u503c\uff0c\u78ba\u5b9a\u6280\u8853\u8def\u7dda\u3002<\/p>\n<h5><strong>2.AWS ML \u67b6\u69cb\u8a2d\u8a08<\/strong><\/h5>\n<p>\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>Bedrock \u61c9\u7528\u67b6\u69cb<\/li>\n<li>SageMaker \u6a21\u578b\u8a13\u7df4\u8207\u63a8\u7406\u67b6\u69cb<\/li>\n<li>GPU \u8a13\u7df4\u96c6\u7fa4\u65b9\u6848<\/li>\n<li>\u8cc7\u6599\u6cbb\u7406\u8207\u5b89\u5168\u9ad4\u7cfb<\/li>\n<\/ul>\n<h5><strong>3.\u5efa\u8a2d\u4f01\u696d\u7d1aAI \u4e2d\u53f0<\/strong><\/h5>\n<p>\u70ba\u4f01\u696d\u6253\u9020\u53ef\u91cd\u8907\u4f7f\u7528\u7684AI \u958b\u767c\u3001\u8a13\u7df4\u8207\u90e8\u7f72\u57fa\u790e\u80fd\u529b\u3002<\/p>\n<h5><strong>4.\u9077\u79fb\u8207\u843d\u5730\u5be6\u65bd<\/strong><\/h5>\n<p>\u5f9ePoC\uff08\u539f\u578b\u9a57\u8b49\uff09\u5230\u5927\u898f\u6a21\u90e8\u7f72\uff0c\u5168\u6d41\u7a0b\u6280\u8853\u652f\u63f4\u3002<\/p>\n<h5><strong>5.\u6210\u672c\u512a\u5316<\/strong><\/h5>\n<p>\u900f\u904eSpot GPU\u3001Serverless Inference\u3001Auto Scaling \u7b49\u65b9\u5f0f\uff0c\u5e6b\u52a9\u4f01\u696d\u7bc0\u7701\u8a13\u7df4\u8207\u63a8\u7406\u6210\u672c\u3002<\/p>\n<h5><strong>6.AWS \u5b98\u65b9\u8cc7\u6e90\u8207\u8cbb\u7528\u7533\u8acb\uff08\u5982MDF\uff09<\/strong><\/h5>\n<p>\u5354\u52a9\u4f01\u696d\u722d\u53d6AWS \u5b98\u65b9\u8cc7\u91d1\u652f\u6301\u8207\u6280\u8853\u5c0d\u63a5\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>\u603b\u7ed3<\/strong><\/h4>\n<p>AWS ML \u70ba\u4f01\u696d\u63d0\u4f9b\u4e86\u5f9e\u57fa\u790eAI \u670d\u52d9\u5230\u5c08\u696d\u7d1a\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\u7684\u5168\u9762\u80fd\u529b\uff0c\u4f7f\u667a\u6167\u5316\u5efa\u7f6e\u8b8a\u5f97\u66f4\u6709\u6548\u7387\u3001\u66f4\u5b89\u5168\u3001\u66f4\u53ef\u63a7\u3002\u7121\u8ad6\u4f01\u696d\u8655\u65bcAI \u521d\u5b78\u968e\u6bb5\uff0c\u6216\u662f\u6b63\u5728\u5efa\u69cb\u8907\u96dc\u7684\u6a21\u578b\u9ad4\u7cfb\uff0c\u90fd\u80fd\u5728AWS \u5b8c\u6210\u5168\u751f\u547d\u9031\u671f\u7684\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u3002<\/p>\n<p>\u8eab\u70baAWS \u4ee3\u7406\u5546\uff0c\u6211\u5011\u5c07\u6301\u7e8c\u5354\u52a9\u4f01\u696d\u904b\u7528AWS ML \u5efa\u69cb\u667a\u6167\u696d\u52d9\u80fd\u529b\uff0c\u52a0\u901f\u6578\u4f4d\u5316\u5347\u7d1a\uff0c\u64c1\u62b1\u66f4\u6709\u6548\u7387\u3001\u66f4\u667a\u6167\u7684\u672a\u4f86\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u6167\u5feb\u901f\u91cd\u5851\u5546\u696d\u683c\u5c40\u7684\u4eca\u5929\uff0c\u4f01\u696d\u5e0c\u671b\u85c9\u52a9\u6a5f\u5668\u5b78\u7fd2\uff08Machine Learning, ML\uff09\u52a0\u901f\u5275\u65b0\u3001\u512a\u5316\u71df\u904b\u4e26\u63d0\u5347\u6c7a\u7b56\u80fd\u529b\u3002\u7136\u800c\uff0cML \u5c08\u6848\u5f80\u5f80\u6d89\u53ca\u8cc7\u6599\u6e96\u5099\u3001\u6a21\u578b\u8a13\u7df4\u3001\u90e8\u7f72\u3001\u76e3\u63a7\u7b49\u591a\u500b\u74b0\u7bc0\uff0c\u6280\u8853\u58c1\u58d8\u8207\u7dad\u904b\u6210\u672c\u4ee4\u8a31\u591a\u4f01\u696d\u671b\u800c\u537b\u6b65\u3002<\/p>","protected":false},"author":1,"featured_media":4222,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4221","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts\/4221","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/comments?post=4221"}],"version-history":[{"count":1,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts\/4221\/revisions"}],"predecessor-version":[{"id":4223,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/posts\/4221\/revisions\/4223"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/media\/4222"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/media?parent=4221"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/categories?post=4221"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/zh_hk\/wp-json\/wp\/v2\/tags?post=4221"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}