{"id":65852,"date":"2022-01-31T10:48:03","date_gmt":"2022-01-31T10:48:03","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=news&p=65852"},"modified":"2024-09-20T17:45:48","modified_gmt":"2024-09-20T16:45:48","slug":"data-ml-challenges-for-2022","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/data-ml-challenges-for-2022\/","title":{"rendered":"Data \u548c 2022 \u5e74\u7684 ML \u6311\u6218"},"content":{"rendered":"

\u4f5c\u8005<\/h2><\/div>\"Image\"

\u5e03\u9c81\u65af-\u5fb7\u62c9\u7279<\/h3><\/div>

Data Artefact \u79d1\u5b66\u5bb6\u7ecf\u7406<\/p>\n<\/div><\/div><\/div><\/div><\/div>

<\/span><\/a><\/span>

\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/u><\/p>\n<\/div>

<\/span><\/div>

.<\/p>\n<\/div><\/div><\/div><\/div><\/div>

2021 \u5e74 data \u548c ML \u7684\u4e3b\u8981\u8d8b\u52bf......\u4ee5\u53ca\u5b83\u4eec\u5bf9 2022 \u5e74\u7684\u610f\u4e49<\/p>\n

2021 \u5e74\uff0c\u4e0e data \u548c\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u65b0\u95fb\u76f8\u5f53\u4e30\u5bcc\u3002\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u4ec0\u4e48\u5462\uff1f\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u9009\u53d6\u4e86\u51e0\u7bc7\u6211\u4eec\u8ba4\u4e3a\u5f88\u6709\u89c1\u5730\u7684\u62a5\u9053\u548c\u535a\u6587\uff0c\u9000\u540e\u4e00\u6b65\uff0c\u8bd5\u56fe\u4ece\u8fd9\u4e9b\u65e9\u671f \u201c\u8ff9\u8c61 \u201d\u4e2d\u63a8\u65ad\u51fa 2022 \u5e74\u7684\u524d\u666f\u3002.<\/p>\n

\u672c\u6587\u7684\u64b0\u5199\u5f97\u76ca\u4e8e Arthur Derennes\u3001Robin Doumerc\u3001Amale El Hamri\u3001Beno\u00eet Goujon\u3001Vincent Luciani \u548c Hanania Ouazan \u7684\u8d21\u732e\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/div>

1 - \u9a6f\u670d\u57fa\u7840\u6a21\u578b\u7684\u4e0d\u96c5\u6027<\/h2><\/div>

2021 \u5e74\u786e\u5b9e\u51fa\u73b0\u4e86\u4e00\u4e9b\u65b0\u7684\u5927\u578b\u673a\u578b\u3002\u5728 GPT-3 (\u5e03\u6717\u7b49\u4eba\uff0c2020 \u5e74<\/a>\u524d\u4e00\u5e74\uff0c\u60a8\u53ef\u80fd\u542c\u8bf4\u8fc7 \u526a\u8f91<\/a> \u6216\u8005\uff0c\u6700\u8fd1, \u5730\u9f20<\/a>. .\u8fd9\u4e9b \u201c\u57fa\u7840\u6a21\u578b Bommasani \u7b49\u4eba\uff082021 \u5e74\uff09<\/a> \u7531\u4e8e\u5b83\u4eec\u7684\u67b6\u6784\u7ecf\u5e38\u88ab\u91cd\u590d\u4f7f\u7528\u3001\u7a0d\u4f5c\u6539\u52a8\u4ee5\u9002\u5e94\u7279\u5b9a\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u6216\u8005\u5b83\u4eec\u8fd8\u7ecf\u5e38\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\u8fdb\u884c\u8fdb\u4e00\u6b65\u5fae\u8c03\uff09\uff0c\u5b83\u4eec\u7684\u65c5\u7a0b\u548c\u8fdb\u6b65\u4ecd\u5728\u7ee7\u7eed\uff0c\u56e0\u4e3a\u4f18\u5316\u6216 data \u5229\u7528\u6765\u8bad\u7ec3\u5b83\u4eec\u7684\u53c2\u6570\u6570\u91cf\u4f3c\u4e4e\u6ca1\u6709\u4efb\u4f55\u9650\u5236\u3002. \u6709\u8da3\u7684\u662f\uff0c\u8fd9\u4e9b\u6a21\u5f0f\u5e26\u6765\u4e86\u5de8\u5927\u7684\u751f\u4ea7\u7387\u6536\u76ca<\/strong>, \u6b63\u5982 Bommasani \u548c\u5408\u8457\u8005\u6240\u6307\u51fa\u7684\u90a3\u6837\uff0c\"\u6211\u4eec \"\u5229\u7528\u4e86 \u4ea7\u751f<\/em> \u548c \u5747\u8d28<\/em>.<\/p>\n<\/div>

\u5148\u8bf4\u540c\u8d28\u5316\uff1a \u4e0d\u4ec5\u5982\u6b64\uff0c\u4f60\u5728\u6587\u732e\u4e2d\u770b\u5230\u7684\u5927\u591a\u6570\u6a21\u578b\u90fd\u662f\u4ece\u8fd9\u4e9b\u901a\u7528\u67b6\u6784\u6539\u7f16\u800c\u6765\u7684 <\/strong>(\u60f3\u60f3\u5982\u4eca\u65e0\u5904\u4e0d\u5728\u7684 BERT\uff09\uff1b; \u4f46\u5b9e\u8df5\u8005\u5f80\u5f80\u4e5f\u4e0d\u4f1a\u6539\u53d8\u67b6\u6784<\/strong>, \u56e0\u6b64\uff0c\u5b83\u4eec\u53ea\u662f\u901a\u8fc7\u8fc1\u79fb\u5b66\u4e60\u5bf9\u73b0\u6709\u7684 \u201c\u5927 \u201d\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u9002\u5e94\u4e0b\u6e38\u4efb\u52a1\u3002\u8fd9\u79cd\u67b6\u6784 \u201c\u4e0d\u53d8\u6027 \u201d\u610f\u5473\u7740 \u4e00\u4e2a\u57fa\u7840\u6a21\u578b\u7684\u65b0\u6539\u8fdb\u53ef\u4ee5\u5f88\u5bb9\u6613\u5730\u5e94\u7528\u5230\u5176\u6240\u6709\u5b50\u6a21\u578b\u4e2d<\/strong>.<\/p>\n<\/div>

\u5176\u6b21\uff0c\u65b0\u6280\u672f\u7684\u51fa\u73b0\u6e90\u4e8e\u5b83\u4eec\u8bad\u7ec3 data \u7684\u65b9\u5f0f\u3002\u5728\u81ea\u6211\u76d1\u7763\u4e0b\uff0c\u4f9d\u9760\u672a\u4ee5\u7279\u5b9a\u65b9\u5f0f\u6807\u8bb0\u7684\u539f\u59cb data \u8fdb\u884c\u8bad\u7ec3\uff0c\u5b83\u4eec\u5f00\u59cb\u663e\u793a\u51fa\u53ef\u4ee5\u6ee1\u8db3\u6700\u521d\u8bbe\u8ba1\u65f6\u672a\u8003\u8651\u5230\u7684\u9700\u6c42\uff08\u201c\u96f6\u5c04\u51fb \u201d\u80fd\u529b\uff09\u3002. \u5229\u7528\u8fd9\u4e9b\u6a21\u578b\u4ece\u5927\u5757 data \u4e2d\u63d0\u53d6\u7684 \u201c\u77e5\u8bc6\u201d\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u89e3\u51b3 data \u53ef\u7528\u6027\u6781\u5dee\u7684\u590d\u6742\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002<\/strong>. .\u6211\u4eec\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u7ed3\u679c\u5f80\u5f80\u662f\u4ee4\u4eba\u4e0d\u5b89\u7684\u591a\u4e8e\u6210\u529f\u7684\uff0c\u4f46\u4f8b\u5982\uff0cGPT-3 \u53ef\u4ee5\u76f4\u63a5\u4ece\u5b83\u5728\u8bad\u7ec3\u671f\u95f4\u672a\u89c1\u8fc7\u7684\u63d0\u793a\u4e2d\u5b66\u4e60\u89e3\u51b3\u4efb\u52a1 (\u81f3\u5c11\uff0c\u7406\u8bba\u4e0a\u4e0d\u5e94\u8be5\u770b\u5230......<\/em>). \u8fd9\u79cd\u8ba1\u5212\u5916\u80fd\u529b\u7684\u51fa\u73b0\u610f\u5473\u7740\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u671d\u7740\u66f4\u591a\u7684\u65b9\u5411\u53d1\u5c55\u3002 <\/strong>\u80fd\u529b\u548c\u901a\u7528\u6027<\/a> \u673a\u5668\u5b66\u4e60\u3002. <\/strong><\/p>\n<\/div>

\u8fd9\u4e9b\u597d\u5904\u5e76\u975e\u6ca1\u6709\u7ed3\u6784\u6027\u53d8\u5316\u3002\u7531\u4e8e\u5176\u6027\u8d28\u5e9e\u5927\uff0c\u80fd\u591f\u521b\u5efa\u6b64\u7c7b\u6a21\u5f0f\u7684\u7ec4\u7ec7\u548c\u516c\u53f8\u6570\u91cf\u6709\u9650\u3002. \u901a\u8fc7\u4e13\u6709\u7684\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u6216\u63d0\u793a\u754c\u9762\uff0c\u5c06\u57fa\u7840\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u7ef4\u62a4\u5de5\u4f5c\u62bd\u8c61\u7ed9\u5de5\u7a0b\u5e08\uff0c\u8fd9\u65e0\u7591\u4f1a\u4fc3\u8fdb\u673a\u5668\u5b66\u4e60\u7684\u5e94\u7528\u3002<\/strong>. .\u53e6\u4e00\u65b9\u9762\uff0c\u7531\u4e8e\u66f4\u591a\u7684\u6a21\u5f0f\u5c06\u4f9d\u8d56\u4e8e\u5355\u4eb2\u5bb6\u5ead\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u671f\u5f85\u5bf9\u8fd9\u4e9b\u6a21\u5f0f\u8fdb\u884c\u66f4\u591a\u7684\u76d1\u7ba1\u3001\u4f26\u7406\u548c\u793e\u4f1a\u8c03\u67e5\uff08\u56e0\u4e3a\u5b69\u5b50\u4eec\u4f1a\u7ee7\u627f\u5176\u57fa\u7840\u6a21\u5f0f\u7684\u504f\u89c1\uff09\u3002. \u4e86\u89e3\u8fd9\u4e9b\u754c\u9762\u80cc\u540e\u4ee5\u67d0\u79cd\u65b9\u5f0f\u9690\u85cf\u7684\u80fd\u529b\u3001\u9650\u5236\u548c\u504f\u89c1......\u4ece\u4ed6\u4eec\u7684\u78b3\u8db3\u8ff9\u5f00\u59cb\uff0c\u4e0e\u4eba\u624d\u5408\u4f5c\u7684\u4ef7\u503c\u80af\u5b9a\u4f1a\u8d8a\u6765\u8d8a\u5927\u3002.<\/strong><\/p>\n<\/div>

2 - \u8ba9\u4eba\u5de5\u667a\u80fd\u53ef\u6301\u7eed\u53d1\u5c55<\/h2><\/div>

\u6beb\u4e0d\u5947\u602a\uff0c\u8fd9\u4e9b\u65b0\u5f62\u5f0f\u7684\u4eba\u5de5\u667a\u80fd\u4f1a\u5e26\u6765\u9ad8\u6602\u7684\u78b3\u6392\u653e\u6210\u672c<\/strong>: Strubell \u7b49\u4eba.<\/a> \u636e\u4f30\u8ba1\uff0c\u5728 GPU \u4e0a\u8fdb\u884c\u4e00\u6b21 BERT \u8bad\u7ec3\u5927\u81f4\u76f8\u5f53\u4e8e\u4e00\u6b21\u4ece\u7ebd\u7ea6\u5230\u65e7\u91d1\u5c71\u7684\u98de\u884c\u3002 \u5854\u8fea\u5965\u7b49\u4eba.<\/a> \u8bc4\u4f30\u4e00\u6b21 GPT-3 \u57f9\u8bad\u4e00\u5e74\u7684\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u91cf\u76f8\u5f53\u4e8e 49 \u8f86\u6c7d\u8f66\u7684\u6392\u653e\u91cf\u3002.<\/p>\n

\u4eba\u5de5\u667a\u80fd\u6700\u521d\u88ab\u89c6\u4e3a\u89e3\u51b3\u6c14\u5019\u53d8\u5316\u76f8\u5173\u95ee\u9898\u7684\u91cd\u8981\u5de5\u5177\uff08\u53c2\u89c1 NeurIPS 2019 \u5e74 \u201c\u7528\u673a\u5668\u5b66\u4e60\u5e94\u5bf9\u6c14\u5019\u53d8\u5316 \u201d\u4e2d\u7684\u8bb8\u591a\u89c2\u70b9\uff09\u3002 \u5de5\u4f5c\u574a<\/a>)\uff0c\u4f46\u8bb8\u591a\u4e13\u5bb6\u4e5f\u6307\u51fa\u4e86\u5b83\u7684\u78b3\u8db3\u8ff9\u3002. \u201c\u53ef\u6301\u7eed\u7684\u4eba\u5de5\u667a\u80fd<\/a>\u201d\u6b63\u5982 Aimee van Wynsberghe \u6240\u8bf4\uff0c\"\u4eba\u5de5\u667a\u80fd \"\u4e0d\u4ec5\u5e94\u5305\u62ec\u4fc3\u8fdb\u53ef\u6301\u7eed\u6027\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u8fd8\u5e94\u5305\u62ec\u4eba\u5de5\u667a\u80fd\u7684\u53ef\u6301\u7eed\u6027<\/strong> (\u4e5f\u4e0d\u5e94\u4ec5\u9650\u4e8e\u751f\u6001\u95ee\u9898\uff09\u3002.<\/p>\n<\/div>

\u963f\u6bd4\u820d\u514b-\u53e4\u666e\u5854 \u5efa\u8bae<\/a>, \u5728 \u652f\u6301\u53ef\u6301\u7eed\u4eba\u5de5\u667a\u80fd\u610f\u5473\u7740\u63a2\u7d22\u65b0\u7684\u5de5\u4f5c\u65b9\u5f0f<\/strong>. .TinyML \u53ef\u4ee5 \u5e2e\u52a9\u6211\u4eec\u907f\u514d\u65e0\u7ebf\u8ba1\u7b97\u7684\u80fd\u6e90\u6210\u672c<\/a>, \u800c \u78b3\u610f\u8bc6<\/a> \u8fd9\u5c06\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u5728\u54ea\u4e2a\u5730\u7406\u4f4d\u7f6e\u6700\u9002\u5408\u8bad\u7ec3\u548c\u90e8\u7f72\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u66f4\u5408\u7406\u5730\u5229\u7528\u73b0\u6709\u786c\u4ef6\u548c\u670d\u52a1\u4e5f\u662f\u6bcf\u4e2a\u4eba\u90fd\u5173\u5fc3\u7684\u95ee\u9898\u3002.<\/p>\n

\u65e0\u8bba\u91c7\u7528\u4f55\u79cd\u89e3\u51b3\u65b9\u6848\u6765\u5b9e\u73b0\u53ef\u6301\u7eed\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u6211\u4eec\u90fd\u5e0c\u671b\u51b3\u7b56\u8005\u5728\u542f\u52a8\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u4e4b\u524d\u80fd\u591f\u4e09\u601d\u800c\u540e\u884c<\/strong>. .\u8fd9\u5c31\u63d0\u51fa\u4e86\u4ee5\u4e0b\u6311\u6218 \u6d4b\u91cf<\/strong> \u673a\u5668\u5b66\u4e60\u5bf9\u73af\u5883\u7684\u5f71\u54cd\u3002.<\/p>\n<\/div>

2022 \u5e74\uff0c\u673a\u5668\u5b66\u4e60\u7684\u53d1\u5c55\u5e94\u4e0e\u66f4\u7cfb\u7edf\u7684\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u62a5\u544a\u4ee5\u53ca\u6027\u80fd\u6307\u6807\u540c\u6b65\u8fdb\u884c\uff08\u4f8b\u5982\uff0c\u53c2\u89c1 \u4ee3\u7801\u78b3<\/a>\uff09\uff0ccloud \u63d0\u4f9b\u5546\u7684\u900f\u660e\u5ea6\u66f4\u9ad8\uff08\u89c1 GCP \u78b3\u8db3\u8ff9 \u4eea\u8868\u76d8<\/a>)\uff0c\u6700\u91cd\u8981\u7684\u662f\uff0c\u5bf9\u5229\u7528\u4eba\u5de5\u667a\u80fd\u7684\u597d\u5904\u548c\u6210\u672c\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u601d\u8003\u3002. \u6700\u6709\u8bf4\u670d\u529b\u7684\u9879\u76ee\u5c06\u662f\u90a3\u4e9b\u91c7\u7528\u6574\u4f53\u65b9\u6cd5\u7684\u9879\u76ee\uff1a\u4e0d\u4ec5\u91cf\u5316\u8ba1\u7b97\u7684\u78b3\u8db3\u8ff9\uff0c\u800c\u4e14\u5c06\u5176\u4e0e\u8fd9\u4e9b\u65b0\u4ea7\u54c1\u5e26\u6765\u7684\u6548\u7387\u8fdb\u884c\u6743\u8861<\/strong>, \u540c\u65f6\u4e0d\u5fd8\u8003\u8651\u6f5c\u5728\u7684 \u53cd\u5f39\u6548\u5e94<\/a>. .\u4ec5\u4ec5\u6d4b\u91cf\u8fd9\u4e9b\u5927\u578b\u6a21\u578b\u7684\u78b3\u8db3\u8ff9\u662f\u4e0d\u591f\u7684\uff1a \u6211\u4eec\u5e94\u8003\u8651\u5230\u6574\u4e2a\u7ec8\u7aef\u5230\u7ec8\u7aef\u7684\u6d41\u6c34\u7ebf\uff1a\u57f9\u8bad\u3001\u90e8\u7f72\u3001\u76d1\u6d4b\u53ca\u5176\u5bf9\u4eba\u4eec\u5de5\u4f5c\u65b9\u5f0f\u7684\u5f71\u54cd<\/strong>.<\/p>\n<\/div>

3 - \u4e3a\u60a8\u7684 MLOP \u589e\u6dfb\u4e00\u62b9\u7985\u610f<\/h2><\/div>

\u8fd9\u4e00\u70b9\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u751f\u4ea7\u65b9\u9762\u8d8a\u6765\u8d8a\u590d\u6742\u548c\u7cbe\u5bc6<\/strong>. .\u4eca\u5e74\uff0c\u591a\u8fb9\u6fb3\u95e8\u5a01\u5c3c\u65af\u4eba\u5b98\u7f51\u4e1a\u4f1a\u8bae\u7ee7\u7eed\u84ec\u52c3\u53d1\u5c55\uff0c\u5e76\u51fa\u73b0\u4e86\u8bb8\u591a\u521b\u65b0\u6216\u4ee4\u4eba\u8033\u76ee\u4e00\u65b0\u7684\u6982\u5ff5\uff0c\u5982 Matt Turck \u89e3\u91ca<\/a>. .\u7b80\u5355\u5730\u60f3\u60f3 \u7279\u8272\u5546\u5e97<\/a>, \u5206\u6d41<\/a> \u6211\u4eec\u5c06\u5728\u4e0b\u6587\u4ecb\u7ecd DataOps \u7684\u529f\u80fd\u548c\u6240\u6709\u4e3e\u63aa\u3002.<\/p>\n

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4 - \u4f7f data \u6210\u4e3a\u4ea7\u54c1\u800c\u975e\u7b80\u5355\u7684\u8f93\u5165<\/h2><\/div>

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\u518d\u52a0\u4e0a data \u7684\u79fb\u52a8\u5c06\u8d8a\u6765\u8d8a\u65b9\u4fbf\uff0c\u8fd9\u8981\u5f52\u529f\u4e8e\u4ee5\u4e0b\u4e3e\u63aa Airbyte \u7684<\/a> \u5e76\u4e0d\u65ad\u6539\u8fdb data \u5171\u4eab<\/a> \u6211\u4eec\u7684\u73b0\u4ee3 data \u5806\u6808\u4e2d\u7684\u6280\u672f\u5c06\u5141\u8bb8 \u516c\u53f8\u663e\u7136\u8981\u5bfb\u627e\u65b0\u7684 \u89c6\u89d2<\/a> \u6765\u81ea data \u672c\u8eab<\/strong>, \u4e0e\u6b64\u540c\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u4e5f\u5e26\u6765\u4e86\u81ea\u52a8\u5316\u548c\u6d1e\u5bdf\u529b\u3002.<\/p>\n<\/div>

***<\/p>\n

\u5c31\u662f\u8fd9\u6837\uff01\u5728\u8fd9\u4e2a\u65b0\u5e74\u4e4b\u9645\uff0c\u6211\u4eec\u8877\u5fc3\u5e0c\u671b\u60a8\u6452\u5f03\u4e0d\u96c5\u7684\u57fa\u7840\u6a21\u578b\uff0c\u8ba9\u4eba\u5de5\u667a\u80fd\u53ef\u6301\u7eed\u53d1\u5c55\uff0c\u4e3a\u60a8\u7684 MLOP \u589e\u6dfb\u4e00\u62b9\u7985\u610f\uff0c\u5e76\u6700\u7ec8\u5c06\u60a8\u7684 data \u4f5c\u4e3a\u4ea7\u54c1\u6765\u57f9\u80b2\uff0c\u800c\u4e0d\u4ec5\u4ec5\u5c06\u5176\u89c6\u4e3a\u4e00\u79cd\u8f93\u5165\u3002\u800c\u60a8\u5462\uff1f \u53bb\u5e74\u6700\u8ba9\u4f60\u5403\u60ca\u7684\u662f\u4ec0\u4e48\uff1f\u60a8\u9884\u8ba1\u4eca\u5e74\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\u00a0<\/strong><\/p>\n<\/div><\/div><\/div><\/div><\/article>

<\/span><\/a><\/span>
<\/span><\/div>

\u4e2d\u53f7 Blog by Artefact\u3002.<\/h3><\/div>

\u672c\u6587\u6700\u521d\u53d1\u8868\u4e8e Medium.com<\/strong>.
\n\u5728\u6211\u4eec\u7684 Medium Blog \u4e0a\u5173\u6ce8\u6211\u4eec\uff01<\/p>\n<\/div>

\u9605\u8bfb\u6211\u4eec\u7684\u6587\u7ae0<\/span><\/a><\/div><\/div><\/div><\/div><\/div><\/p>","protected":false},"excerpt":{"rendered":"

2021 \u5e74 data \u548c ML \u7684\u4e3b\u8981\u8d8b\u52bf......\u4ee5\u53ca\u5b83\u4eec\u5bf9 2022 \u5e74\u7684\u610f\u4e49<\/p>","protected":false},"featured_media":68685,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[21939],"blog-language":[2991],"class_list":["post-65852","blog","type-blog","status-publish","has-post-thumbnail","hentry","blog-category-medium","blog-language-en"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog\/65852","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media\/68685"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=65852"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=65852"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=65852"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}