{"id":67163,"date":"2022-05-24T13:58:03","date_gmt":"2022-05-24T12:58:03","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=blog&p=67163"},"modified":"2024-09-20T17:45:49","modified_gmt":"2024-09-20T16:45:49","slug":"a-manifesto-to-include-ml-engineer-in-your-data-science-projects-from-day-1","status":"publish","type":"blog","link":"https:\/\/www.artefact.com\/zh\/blog\/a-manifesto-to-include-ml-engineer-in-your-data-science-projects-from-day-1\/","title":{"rendered":"\u8ba9 ML \u5de5\u7a0b\u5e08\u4ece\u7b2c\u4e00\u5929\u8d77\u5c31\u53c2\u4e0e data \u79d1\u5b66\u9879\u76ee\u7684\u5ba3\u8a00"},"content":{"rendered":"

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

\u6770\u592b-\u51ef\u6069<\/h3><\/div>

Data \u9ad8\u7ea7\u79d1\u5b66\u5bb6\uff08Artefact<\/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>

\u5728\u8fd9\u7bc7\u8bc4\u8bba\u6587\u7ae0\u4e2d\uff0cJeffery \u89e3\u91ca\u8bf4\uff0cdata \u79d1\u5b66\u5bb6\u5e94\u4e13\u6ce8\u4e8e\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u800c ML \u5de5\u7a0b\u5e08\u5219\u5e94\u4f18\u5148\u786e\u4fdd\u6a21\u578b\u53ef\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u4e1a\u52a1\u3002. <\/p>\n<\/div><\/div><\/div><\/div><\/div>

\u6211\u4eec\u4e2d\u7684\u8bb8\u591a\u5f00\u53d1\u4eba\u5458\u90fd\u6df1\u6709\u4f53\u4f1a\uff0c\u5728\u82b1\u65f6\u95f4\u4e86\u89e3\u7528\u6237\u9700\u6c42\u4e0e\u5b9e\u9645\u5f00\u53d1\u8f6f\u4ef6\u4e4b\u95f4\u96be\u4ee5\u53d6\u5f97\u5e73\u8861\u3002\u8fd9\u4e00\u70b9\u5728 data \u79d1\u5b66\u4e2d\u66f4\u4e3a\u660e\u663e\uff0c\u56e0\u4e3a\u8981\u6784\u5efa\u4e00\u4e2a\u6709\u6548\u7684\u7cfb\u7edf\uff0c\u9700\u8981\u5927\u91cf\u7684\u7cfb\u7edf\u9886\u57df\u77e5\u8bc6\u3002\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u91cc\uff0c\u6211\u4f5c\u4e3a\u4e00\u540d ML \u5de5\u7a0b\u5e08\uff0c\u5728\u4e0d\u540c\u7684\u9886\u57df\u5de5\u4f5c\u8fc7\u3002 data \u79d1\u5b66<\/a> \u6211\u7ecf\u5e38\u95ee\u81ea\u5df1\uff0c\u5982\u4f55\u624d\u80fd\u5c06\u4f18\u5316\u6a21\u578b\u51c6\u786e\u6027\u548c\u6784\u5efa\u6a21\u578b\u529f\u80fd\u6240\u9700\u7684\u6240\u6709\u8f6f\u4ef6\u7684\u804c\u8d23\u5206\u5f00\u3002\u6211\u7684\u62d9\u89c1\u662f\uff0cdata \u79d1\u5b66\u5bb6\u5e94\u4f18\u5148\u8003\u8651\u5176\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u800c ML \u5de5\u7a0b\u5e08\u5219\u5e94\u4f18\u5148\u786e\u4fdd\u8fd9\u4e9b\u6a21\u578b\u53ef\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u4e1a\u52a1\u3002.<\/p>\n<\/div>

\u4f5c\u4e3a data \u79d1\u5b66\u9879\u76ee\u7684\u4e00\u822c\u7ecf\u9a8c\u6cd5\u5219\uff0c\u5b8c\u6210\u7684\u8fed\u4ee3\u8d8a\u591a\u8d8a\u597d\u3002\u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e3a\u4ec0\u4e48\u4ece\u7b2c\u4e00\u5929\u8d77\u5c31\u5f15\u5165\u4e00\u540d ML \u5de5\u7a0b\u5e08\u5c06\u6709\u52a9\u4e8e\u60a8\u8fdb\u884c\u8fed\u4ee3\uff0c\u4ece\u800c\u589e\u52a0\u60a8\u6784\u5efa\u6210\u529f\u7cfb\u7edf\u7684\u673a\u4f1a\u3002\u4e3a\u4e86\u6db5\u76d6\u6240\u6709\u65b9\u9762\uff0c\u6211\u4eec\u5c06\u628a\u6bcf\u4e2a\u539f\u56e0\u5206\u6210 data \u79d1\u5b66\u9879\u76ee\u7684\u4e09\u5927\u4e3b\u9898\uff1a\u00a0data\uff0c\u578b\u53f7\u00a0<\/strong>\u548c\u00a0\u57fa\u7840\u8bbe\u65bd<\/strong>.<\/p>\n

\u5728\u8c08\u8fd9\u4e2a\u95ee\u9898\u4e4b\u524d\uff0c\u8bf7\u5141\u8bb8\u6211\u5148\u5b9a\u4e49\u4e00\u4e0b\u6211\u6240\u8bf4\u7684\u00a0\u8fed\u4ee3<\/strong>. .\u5728\u672c\u6587\u4e2d\uff0c\u6211\u6307\u7684\u662f\u5b8c\u6574\u4ea7\u54c1\u7684\u7aef\u5230\u7aef\u8fed\u4ee3\uff0c\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1adata \u6444\u53d6\u3001\u9884\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\u3001\u914d\u7f6e\u57fa\u7840\u8bbe\u65bd\u7b49\u6b65\u9aa4\u3002\u6211\u00a0\u4e0d\u8981\u00a0<\/em>\u5c31\u662f\u5728\u7b14\u8bb0\u672c\u4e2d\u5feb\u901f\u8fed\u4ee3\u6a21\u578b\uff0c\u5e76\u5bf9\u8d85\u53c2\u6570\u8fdb\u884c\u8c03\u6574\u3002\u5982\u679c\u60a8\u4e60\u60ef\u5728\u654f\u6377\u6846\u67b6\u4e0b\u5de5\u4f5c\uff0c\u540c\u6837\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u8fed\u4ee3\u89c6\u4e3a\u9879\u76ee\u51b2\u523a\u3002.<\/p>\n<\/div>

\u539f\u56e0 1\uff1a\u52a0\u5feb\u521d\u59cb POC \u7684\u4ea4\u4ed8<\/h2><\/div>
\"Reason<\/span><\/div>

\u9996\u8981\u4efb\u52a1\u662f\u5efa\u7acb\u4e00\u4e2a\u53ef\u4ee5\u8fed\u4ee3\u7684\u9aa8\u67b6\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u6f2b\u957f\u7684\u8fc7\u7a0b\u3002\u8fd9\u4e2a\u9aa8\u67b6\u901a\u5e38\u662f\u4e00\u4e2a POC\uff0c\u5305\u542b\u60a8\u7684\u521d\u59cb\u57fa\u7ebf\u6a21\u578b\u548c\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\u6216\u5229\u7528\u6a21\u578b\u8f93\u51fa\u7684\u65b9\u6cd5\u7684\u6f14\u793a\u3002.<\/p>\n<\/div>

\u4e00\u540d ML \u5de5\u7a0b\u5e08\u5c06\u5728\u4ee5\u4e0b\u65b9\u9762\u63d0\u4f9b\u5e2e\u52a9<\/h3><\/div>

\u57fa\u7840\u8bbe\u65bd\u00a0<\/strong>\u9009\u62e9\u517c\u5bb9\u7684 cloud \u8d44\u6e90\uff08\u865a\u62df\u673a\u3001\u4e0e\u5404\u79cd data \u4fe1\u53f7\u6e90\u7684\u8fde\u63a5\uff09\u548c\u8bbe\u8ba1 cloud \u67b6\u6784\u662f ML \u5de5\u7a0b\u5e08\u7684\u4e00\u4e9b\u521d\u6b65\u8003\u8651\u56e0\u7d20\u3002.<\/p>\n

Data\uff1a\u00a0<\/strong>\u83b7\u5f97\u5f00\u59cb\u5efa\u7acb\u6a21\u578b\u6240\u9700\u7684 data \u5e76\u786e\u4fdd\u4ece\u5404\u79cd\u6765\u6e90\u83b7\u5f97 data\uff0c\u5fc5\u8981\u65f6\u53ef\u9009\u62e9\u5f00\u53d1\u65b0\u7684\u6d41\u91cf\u3002.<\/p>\n

\u578b\u53f7<\/strong>\u00a0\u786e\u4fdd\u6b63\u5728\u6d4b\u8bd5\u7684\u6a21\u578b\u7b26\u5408 cloud \u67b6\u6784\u7684\u6a21\u578b\u90e8\u7f72\u548c\u6280\u672f\u8981\u6c42\uff08\u5982\u5ef6\u8fdf\u3001\u6240\u9700\u8ba1\u7b97 \u91cf\u3001\u751f\u4ea7\u73af\u5883\u8981\u6c42\uff09\u3002.<\/p>\n

\u5728\u8fd9\u4e00\u9636\u6bb5\uff0cML \u5de5\u7a0b\u5e08\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u5b9a\u4e49\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u5982\u7248\u672c\u63a7\u5236\u3001\u5185\u6838\u3001\u4ee3\u7801\u67b6\u6784\u3001\u6d4b\u8bd5\u7b49\u3002.<\/p>\n<\/div>

\u539f\u56e0 2\uff1a\u52a0\u901f\u6bcf\u6b21\u8fed\u4ee3<\/h2><\/div>
\"Reason<\/span><\/div>

\u4e00\u65e6\u5b9e\u73b0\u4e86\u521d\u59cb\u6784\u5efa\uff0c\u6700\u521d\u7684\u51e0\u6b21\u8fed\u4ee3\u901a\u5e38\u4f1a\u5f88\u56f0\u96be\uff0c\u901f\u5ea6\u4e5f\u5f88\u6162\u3002\u52a0\u5feb\u8fed\u4ee3\u901f\u5ea6\u53ef\u4ee5\u5b9e\u73b0\u66f4\u5c0f\u7684\u8fed\u4ee3\uff0c\u53ea\u9700\u66f4\u6539\u4e00\u4e2a\u529f\u80fd\uff0c\u8fd9\u6bd4\u5728\u83b7\u5f97\u53cd\u9988\u4e4b\u524d\u66f4\u6539\u6a21\u578b\u4e2d\u7684\u8bb8\u591a\u5185\u5bb9\u8981\u6709\u6548\u5f97\u591a\u3002.<\/p>\n

\u57fa\u7840\u8bbe\u65bd<\/strong>\u00a0\u53ef\u4ee5\u8282\u7701\u4f18\u5316\u5b58\u50a8\u548c\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u7684\u65f6\u95f4\u3002\u5728\u8fd9\u4e9b\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0cML \u5de5\u7a0b\u5e08\u53ef\u4ee5\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801\uff08IaC\uff09\u5de5\u5177\uff08\u5982\u00a0Terraform<\/a>. .\u4f7f\u7528 IaC \u53ef\u4ee5\u76f4\u63a5\u5229\u7528 CI\/CD \u7ba1\u9053\u5b9e\u73b0\u57fa\u7840\u67b6\u6784\u90e8\u7f72\u81ea\u52a8\u5316\uff0c\u52a0\u901f\u6574\u5408\u9700\u8981\u5bf9\u73b0\u6709\u57fa\u7840\u67b6\u6784\u8fdb\u884c\u7684\u4efb\u4f55\u66f4\u6539\uff0c\u5e76\u521b\u5efa\u4e0d\u540c\u7684 cloud \u73af\u5883\uff08\u5f00\u53d1\u3001\u6682\u5b58\u3001\u751f\u4ea7\uff09\u3002\u4f7f\u7528\u7279\u5b9a\u7684 cloud \u7ec4\u4ef6\u8fd8\u53ef\u4ee5\u52a0\u5feb\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4f8b\u5982\u4f7f\u7528 GCP \u7684\u00a0\u4e91\u6784\u5efa<\/a>.<\/p>\n<\/div>

Data\uff1a\u00a0<\/strong>data \u79d1\u5b66\u56e2\u961f\u53ef\u4ee5\u5feb\u901f\u5efa\u7acb\u9884\u5904\u7406\u7ba1\u9053\uff0c\u4ee5\u4fbf\u5feb\u901f\u5efa\u6a21\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\uff0cML \u5de5\u7a0b\u5e08\u53ef\u4ee5\u5e2e\u52a9\u60a8\u7b80\u5316\u5904\u7406\u67e5\u8be2\uff0c\u65e0\u8bba\u662f sql\u3001pandas \u8fd8\u662f pyspark \u7b49\u3002\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u65e9\u671f\u8fd9\u6837\u505a\u53ef\u4ee5\u8282\u7701\u5927\u91cf\u7684\u8fed\u4ee3\u65f6\u95f4\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u4ee3\u7801\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u00a0\u4e0d\u5c11<\/em>.<\/p>\n

\u578b\u53f7\u00a0<\/strong>\u590d\u6742\u7684\u6a21\u578b\u67b6\u6784\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6f2b\u957f\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002\u6b64\u5916\uff0c\u5f53 data \u79d1\u5b66\u5bb6\u63d0\u5230 \u201c\u6a21\u578b \u201d\u65f6\uff0c\u4ed6\u4eec\u5b9e\u9645\u4e0a\u6307\u7684\u53ef\u80fd\u662f\u5728 data \u4e0d\u540c\u5207\u7247\u4e0a\u8bad\u7ec3\u7684 100 \u4e2a\u6a21\u578b\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u6709\u4e00\u4e2a SHAP \u89e3\u91ca\u5668\uff0c\u7528\u4e8e\u63a8\u5bfc\u7279\u5f81\u91cd\u8981\u6027\u3002ML \u5de5\u7a0b\u5e08\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u5982\u4f55\u5e76\u884c\u5316\u8bad\u7ec3\u7ba1\u9053\uff0c\u65e0\u8bba\u662f\u5728\u4f7f\u7528 python \u591a\u5904\u7406\u7684\u865a\u62df\u673a\u4e0a\uff0c\u8fd8\u662f\u5728 cloud \u4e0a\u7684\u591a\u4e2a\u8282\u70b9\u4e0a\u5206\u914d\u60a8\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002\u8fd9\u672c\u8eab\u53ef\u4ee5\u53cd\u590d\u8fdb\u884c\uff0c\u4f46\u53ea\u9700\u82b1\u5f88\u5c11\u7684\u7cbe\u529b\u5c31\u80fd\u53d6\u5f97\u91cd\u5927\u6210\u679c\u3002\u4f7f\u7528\u00a0CI\/CD\/CT<\/a>\u00a0\u7ba1\u9053\u8fd8\u80fd\u5927\u5927\u52a0\u5feb\u8fed\u4ee3\u901f\u5ea6\uff0c\u786e\u4fdd\u53ef\u91cd\u590d\u6027\u3002.<\/p>\n<\/div>

\u7406\u7531 3\uff1a\u964d\u4f4e\u6bcf\u6b21\u8fed\u4ee3\u7684\u6210\u672c<\/h2><\/div>
\"Reason<\/span><\/div>

\u914d\u5907\u4e00\u540d\u5de5\u7a0b\u5e08\u6765\u76d1\u63a7\u9879\u76ee\u7684 cloud \u9884\u7b97\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e data \u5bc6\u96c6\u578b\u5e94\u7528\u800c\u8a00\u3002.<\/p>\n

\u57fa\u7840\u8bbe\u65bd\u00a0<\/strong>\u6210\u672c\u662f\u57fa\u7840\u8bbe\u65bd\u9009\u62e9\u7b49\u5f0f\u4e2d\u7684\u4e00\u4e2a\u4e3b\u8981\u53d8\u91cf\u3002\u4e00\u65e6\u9009\u62e9\u4e86\u57fa\u7840\u8bbe\u65bd\uff0c\u5c31\u53ef\u4ee5\u5b9e\u65bd\u9884\u7b97\u9884\u8b66\uff0c\u4ee5\u786e\u4fdd\u5bf9\u6210\u672c\u9ad8\u6602\u7684\u7ec4\u4ef6\u8fdb\u884c\u5bc6\u5207\u76d1\u63a7\u3002.<\/p>\n

Data\uff1a\u00a0<\/strong>\u667a\u80fd\u67e5\u8be2\u548c data \u5b58\u50a8\u4e5f\u80fd\u663e\u8457\u964d\u4f4e\u6bcf\u6b21\u8fed\u4ee3\u7684\u6210\u672c\u3002\u4f8b\u5982\uff0c\u5728\u6a21\u578b\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\uff0c\u5e94\u5c3d\u91cf\u51cf\u5c11 data \u7684\u805a\u5408\u3002.<\/p>\n

\u578b\u53f7\u00a0<\/strong>\u5e76\u884c\u5316\u8bad\u7ec3\u6d41\u6c34\u7ebf\u8fd8\u53ef\u4ee5\u8282\u7701\u6602\u8d35\u673a\u5668\u7684\u8fd0\u884c\u65f6\u95f4\u6216\u65e0\u670d\u52a1\u5668\u7ec4\u4ef6\u7684\u8fd0\u884c\u65f6\u95f4\u3002.<\/p>\n<\/div>

\u7406\u7531 4\uff1a\u786e\u4fdd\u6bcf\u6b21\u8fed\u4ee3\u7684\u53ef\u91cd\u590d\u6027\u548c\u53ef\u89e3\u91ca\u6027<\/h1><\/div>
\"Reason<\/span><\/div>

\u5728\u9879\u76ee\u4e2d\u5b9e\u73b0\u5feb\u901f\u8fed\u4ee3\u548c\u9ad8\u8d28\u91cf\u7684\u53cd\u9988\u5faa\u73af\u56fa\u7136\u5f88\u597d\uff0c\u4f46\u5982\u679c\u60a8\u65e0\u6cd5 replay \u8fd9\u4e9b\u573a\u666f\u4e2d\u7684\u6bcf\u4e00\u79cd\uff0c\u90a3\u5c31\u6ca1\u4ec0\u4e48\u7528\u4e86\u3002\u62e5\u6709\u4e00\u4e2a\u53ef\u91cd\u590d\u7684\u6d41\u6c34\u7ebf\u9690\u542b\u7684\u610f\u601d\u662f\uff0c\u4f60\u5e94\u8be5\u6709\u67d0\u79cd\u65b9\u6cd5\u6765\u76d1\u63a7\u6d41\u6c34\u7ebf\u7684\u8fd0\u884c\uff0c\u6839\u636e\u7279\u5b9a\u7684\u53c2\u6570\u6216\u6027\u80fd\u6307\u6807\u6765\u8bc6\u522b\u8fd0\u884c\uff0c\u4ee5\u4fbf\u5728\u5fc5\u8981\u65f6\u8fdb\u884c\u56de\u6eda\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u7a33\u5065\u5730\u8bbe\u7f6e\u8fd9\u4e00\u70b9\u6709\u52a9\u4e8e data \u79d1\u5b66\u5bb6\u81ea\u7531\u5730\u8fdb\u884c\u5b9e\u9a8c\uff08\u65e0\u9700\u4f7f\u7528\u81ed\u540d\u662d\u8457\u7684 Untitled12.ipynb\uff09\uff0c\u5e76\u4e3a\u751f\u4ea7\u76d1\u63a7\u7ba1\u9053\u505a\u597d\u51c6\u5907\u3002.<\/p>\n<\/div>

\u57fa\u7840\u8bbe\u65bd\u00a0<\/strong>\u5c06\u8bad\u7ec3\u4ee3\u7801\u7248\u672c\u4e0e\u57fa\u7840\u67b6\u6784\u4ee3\u7801\u7248\u672c\u8054\u7cfb\u8d77\u6765\u662f \u201c\u989d\u5916\u7684\u4e00\u82f1\u91cc\u201d\uff0c\u4f46\u5bf9\u4e8e\u63d0\u4f9b\u5b8c\u5168\u56de\u6eda\u529f\u80fd\u5230\u4e4b\u524d\u7684\u8fd0\u884c\u662f\u5fc5\u8981\u7684\u3002\u5bf9\u6211\u6765\u8bf4\uff0c\u786e\u4fdd\u7ba1\u9053\u8fd0\u884c\u7684\u53ef\u91cd\u590d\u6027\u548c\u76d1\u63a7\u662f\u56e2\u961f\u5e94\u52aa\u529b\u5b9e\u73b0\u7684 ML Ops \u7684\u7b2c\u4e00\u7ea7\u57fa\u672c\u76ee\u6807\u3002\u4e91\u5e73\u53f0\u670d\u52a1\uff08GCP \u7684\u00a0Vertex AI<\/a>\u00a0\u4f46\u60a8\u4e5f\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u5f00\u6e90\u5de5\u5177\uff0c\u91c7\u53d6 \u201c\u540c\u7c7b\u6700\u4f73 \u201d\u7684\u65b9\u6cd5\u3002\u8fd9\u91cc\u9700\u8981\u6743\u8861\u7684\u662f\uff0c\u7279\u5b9a\u5f00\u6e90\u5de5\u5177\u7684\u66f4\u591a\u529f\u80fd\u4e0e\u7cfb\u7edf\u6574\u4f53\u57fa\u7840\u8bbe\u65bd\u590d\u6742\u6027\u7684\u589e\u52a0\u3002.<\/p>\n

Data\uff1a\u00a0<\/strong>\u4fdd\u5b58\u7ba1\u9053\u4e2d\u6bcf\u4e2a\u9636\u6bb5\u7684\u6240\u6709 data \u5bf9\u8c61\u3002\u6839\u636e\u6570\u91cf\uff0c\u4f18\u5148\u4fdd\u5b58\u6bcf\u6b21\u8fd0\u884c\u7684\u8bad\u7ec3\u96c6\/\u6d4b\u8bd5\u96c6\u3002.<\/p>\n

\u578b\u53f7\u00a0<\/strong>\u5982\u4e0a\u6240\u8ff0\uff0c\u4fdd\u5b58\u6bcf\u6b21\u8fd0\u884c\u7684\u6240\u6709\u6a21\u578b\u4ee5\u53ca\u6240\u6709\u5fc5\u8981\u7684\u53c2\u6570\u548c\u6307\u6807\u3002\u53e6\u4e00\u4e2a\u6280\u5de7\u662f\u5728\u6bcf\u6b21\u8fd0\u884c\u65f6\u8bb0\u5f55\u6ce8\u91ca\uff0c\u8bf4\u660e\u8be5\u7279\u5b9a\u8fd0\u884c\u7684\u66f4\u6539\u5185\u5bb9\uff0c\u4ee5\u4fbf\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u8bb0\u5f55\u6240\u6709\u5b9e\u9a8c\uff0c\u5c31\u50cf\u4f7f\u7528\u00a0git commit<\/em>\u00a0\u7559\u8a00.<\/p>\n<\/div>

\u7406\u7531 5\uff1a\u4e0d\u60dc\u4e00\u5207\u4ee3\u4ef7\u907f\u514d\u7d27\u5f20\u7684 \u201c\u5de5\u4e1a\u5316 \u201d\u8fed\u4ee3<\/h1><\/div>
\"Reason<\/span><\/div>

\u5f53 data \u79d1\u5b66\u51fa\u73b0\u65f6\uff0c\u5b83\u662f\u975e\u5e38\u63a2\u7d22\u6027\u7684\uff0c\u9700\u8981\u4e00\u7ec4\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u5927\u91cf\u52aa\u529b\uff0c\u624d\u80fd\u5728\u5386\u53f2 data \u4e0a\u663e\u793a\u51fa\u826f\u597d\u6027\u80fd\u540e\u90e8\u7f72\u4efb\u4f55\u6a21\u578b\u3002\u8fd9\u4e2a \u201c\u5de5\u4e1a\u5316 \u201d\u9636\u6bb5\u662f\u975e\u5e38\u75db\u82e6\u7684\u7ecf\u5386\uff0c\u56e0\u4e3a\u5f00\u53d1\u73af\u5883\uff08\u5e73\u9762\u6587\u4ef6\u548c python \u7b14\u8bb0\u672c\uff09\u4e0e\u751f\u4ea7\u73af\u5883\uff08\u4f7f\u7528\u751f\u4ea7 data \u7684\u81ea\u52a8\u5316 data \u6d41\u7a0b\u548c\u751f\u4ea7\u7f16\u7801\u73af\u5883\uff09\u622a\u7136\u4e0d\u540c\u3002\u6211\u6240\u53c2\u4e0e\u8fc7\u7684\u6700\u6210\u529f\u7684\u9879\u76ee\u90fd\u662f\u5728\u5f00\u53d1\u521d\u671f\u5c31\u5c3d\u53ef\u80fd\u5730\u590d\u5236\u751f\u4ea7\u73af\u5883\u7684\u9879\u76ee\u3002\u8fd9\u5c06\u7f29\u77ed\u6295\u5165\u751f\u4ea7\u7684\u65f6\u95f4\uff0c\u5e76\u5141\u8bb8\u60a8\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u5b89\u5168\u5730\u8fdb\u884c\u8fed\u4ee3\uff0c\u5728\u5bf9\u8fed\u4ee3\u611f\u5230\u6ee1\u610f\u65f6\u518d\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002.<\/p>\n

\u57fa\u7840\u8bbe\u65bd\u00a0<\/strong>\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u6a21\u62df\u5fc5\u8981\u7684\u751f\u4ea7\u57fa\u7840\u67b6\u6784\u5e76\u975e\u6613\u4e8b\uff0c\u800c\u4e14\u6210\u672c\u9ad8\u6602\u3002\u8fd9\u5c31\u662f\u57fa\u7840\u67b6\u6784\u5373\u4ee3\u7801\u7684\u7528\u5904\uff0c\u5b83\u80fd\u8ba9\u4f60\u5728\u4e0d\u540c\u73af\u5883\u95f4\u8f7b\u677e\u5207\u6362\u3002.<\/p>\n<\/div>

Data\uff1a <\/strong>\u5c06 data \u79d1\u5b66\u5f00\u53d1\u4e0e\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u751a\u81f3 data \u5de5\u7a0b\u533a\u5206\u5f00\u6765\u7684\u4e00\u70b9\u662f\uff0cdata \u79d1\u5b66\u5bb6\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u9700\u8981\u751f\u4ea7 data\u3002\u7528\u4e8e\u5e38\u89c4 data \u5de5\u7a0b\u7684\u6c99\u76d2 data\uff08\u4e0d\u5305\u62ec\u67d0\u4e9b data \u6216\u5305\u62ec\u67d0\u4e9b\u5408\u6210\u6d4b\u8bd5 data\uff09\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u662f\u4e00\u79cd\u5f88\u597d\u7684\u505a\u6cd5\uff0c\u4f46\u5bf9\u4e8e data \u79d1\u5b66\u6765\u8bf4\u53ef\u80fd\u4f1a\u6d6a\u8d39\u5927\u91cf\u65f6\u95f4\uff0c\u5e76\u5bf9\u6574\u4e2a data \u79d1\u5b66\u6d41\u6c34\u7ebf\u4ea7\u751f\u5de8\u5927\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u4ece\u7b2c\u4e00\u5929\u5f00\u59cb\uff0c\u5c31\u5e94\u8be5\u4e0e data \u56e2\u961f\u534f\u5546\u5bf9\u751f\u4ea7\u8868\u7684\u53ea\u8bfb\u8bbf\u95ee\u6743\u9650\u3002.<\/p>\n

\u578b\u53f7\u00a0<\/strong>\u4ece\u9879\u76ee\u4e00\u5f00\u59cb\uff0c\u751f\u4ea7\u4ee3\u7801\u4e2d\u5c31\u53ea\u80fd\u6709\u4e00\u4e2a\u6a21\u578b\uff08\u6216\u5efa\u6a21\u65b9\u6cd5\uff09\u3002\u6240\u6709\u5b9e\u9a8c\u90fd\u5e94\u4fdd\u5b58\u5728\u7b14\u8bb0\u672c\u4e2d\u6216\u53e6\u4e00\u4e2a\u6587\u4ef6\u5939\u4e2d\u7684\u5355\u72ec\u4e34\u65f6\u811a\u672c\u4e2d\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u5728\u751f\u4ea7\u4ee3\u7801\u5e93\u4e2d\u79ef\u7d2f\u6b7b\u4ee3\u7801\uff0c\u800c\u4e14\u66f4\u6613\u4e8e\u7ef4\u62a4\u6216\u8ba9\u5176\u4ed6\u5f00\u53d1\u4eba\u5458\u52a0\u5165\u3002.<\/p>\n<\/div>

\u7ed3\u8bba<\/h2><\/div>

\u603b\u4e4b\uff0c\u4ece\u6bcf\u4e2a\u9879\u76ee\u4e00\u5f00\u59cb\uff0c\u5efa\u7acb\u6a21\u578b\u548c\u5efa\u7acb\u56f4\u7ed5\u8fd9\u4e9b\u6a21\u578b\u7684\u8f6f\u4ef6\u5c31\u5e94\u8be5\u662f\u4e24\u4e2a\u4f18\u5148\u4e8b\u9879\u3002\u56e0\u6b64\uff0c\u62e5\u6709\u4e0d\u540c\u804c\u8d23\u7684\u72ec\u7acb\u6d41\u7a0b\u53ef\u4ee5\u5e2e\u52a9\u56e2\u961f\u540c\u65f6\u4e13\u6ce8\u4e8e\u8fd9\u4e24\u65b9\u9762\u7684\u5de5\u4f5c\u3002ML \u5de5\u7a0b\u5e08\u7684\u89d2\u8272\u6b63\u5728\u65e5\u65b0\u6708\u5f02\u5730\u6f14\u53d8\uff0c\u6211\u5f88\u4e50\u610f\u542c\u542c\u60a8\u5bf9\u6211\u9057\u6f0f\u7684\u4efb\u4f55\u5185\u5bb9\u7684\u770b\u6cd5\uff01<\/p>\n<\/div><\/div><\/div><\/div><\/article>

<\/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":"

Data \u9ad8\u7ea7\u79d1\u5b66\u5bb6\u6770\u5f17\u91cc-\u51ef\u6069\uff08Jeffrey Kane\uff09\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 ML \u5de5\u7a0b\u5e08\u5e94\u8be5\u4ece\u4e00\u5f00\u59cb\u5c31\u53c2\u4e0e data \u79d1\u5b66\u9879\u76ee\u3002.<\/p>","protected":false},"featured_media":68674,"parent":0,"template":"","meta":{"_acf_changed":false,"ep_exclude_from_search":false},"blog-category":[21939],"blog-language":[2991],"class_list":["post-67163","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\/67163","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\/68674"}],"wp:attachment":[{"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/media?parent=67163"}],"wp:term":[{"taxonomy":"blog-category","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-category?post=67163"},{"taxonomy":"blog-language","embeddable":true,"href":"https:\/\/www.artefact.com\/zh\/wp-json\/wp\/v2\/blog-language?post=67163"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}