{"id":3847,"date":"2026-01-31T14:32:33","date_gmt":"2026-01-31T14:32:33","guid":{"rendered":"https:\/\/umaax.com\/shenmeshijiqixueximachinelearningaibaikezhishi\/"},"modified":"2026-01-31T14:32:33","modified_gmt":"2026-01-31T14:32:33","slug":"shenmeshijiqixueximachinelearningaibaikezhishi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshijiqixueximachinelearningaibaikezhishi\/","title":{"rendered":"\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60\uff08Machine Learning\uff09- AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"

\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60<\/h2>\n

\u673a\u5668\u5b66\u4e60\uff08Machine Learning\uff09\u662f\u4e00\u79cd\u6570\u636e\u5206\u6790\u6280\u672f\uff0c\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u4e13\u6ce8\u4e8e\u4f7f\u7528\u6570\u636e\u548c\u7b97\u6cd5\u6765\u6a21\u4eff\u4eba\u7c7b\u7684\u5b66\u4e60\u65b9\u5f0f\uff0c\u9010\u6b65\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u3002\u5b83\u6559\u4f1a\u8ba1\u7b97\u673a\u505a\u4eba\u7c7b\u548c\u52a8\u7269\u7684\u81ea\u7136\u884c\u4e3a\uff1a\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4f7f\u7528\u8ba1\u7b97\u65b9\u6cd5\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u201c\u5b66\u4e60\u201d\u4fe1\u606f\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8e\u9884\u5148\u786e\u5b9a\u7684\u65b9\u7a0b\u5f0f\u4f5c\u4e3a\u6a21\u578b\u3002<\/p>\n

\u673a\u5668\u5b66\u4e60\u7684\u6280\u672f\u5206\u7c7b<\/h2>\n

\u673a\u5668\u5b66\u4e60\u6280\u672f\u53ef\u5206\u4e3a\u4e09\u5927\u7c7b\uff1a\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n

    \n
  1. \u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u7528\u4e8e\u6839\u636e\u5df2\u77e5\u7684\u8f93\u5165\u548c\u8f93\u51fa\u6570\u636e\u521b\u5efa\u6a21\u578b\u4ee5\u8fdb\u884c\u672a\u6765\u9884\u6d4b\u3002<\/li>\n
  2. \u65e0\u76d1\u7763\u5b66\u4e60\u68c0\u6d4b\u8f93\u5165\u6570\u636e\u4e2d\u7684\u9690\u85cf\u6a21\u5f0f\u4ee5\u8fdb\u884c\u9884\u6d4b\u3002<\/li>\n
  3. \u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\uff0c\u80fd\u591f\u4f7f\u7528\u6765\u81ea\u5176\u81ea\u8eab\u884c\u4e3a\u548c\u7ecf\u9a8c\u7684\u53cd\u9988\uff0c\u901a\u8fc7\u53cd\u590d\u8bd5\u9a8c\u5728\u4ea4\u4e92\u5f0f\u73af\u5883\u4e2d\u5b66\u4e60\u3002<\/li>\n<\/ol>\n

    \u5e38\u89c1\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5<\/h2>\n

    \u76ee\u524d\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6709\u591a\u79cd\u6d41\u884c\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5176\u4e2d\u5305\u62ec\uff1a<\/p>\n

      \n
    • \u795e\u7ecf\u7f51\u7edc\uff08Neural networks\uff09\uff1a\u795e\u7ecf\u7f51\u7edc\u6a21\u62df\u4eba\u7c7b\u5927\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u5177\u6709\u5927\u91cf\u94fe\u63a5\u7684\u5904\u7406\u8282\u70b9\u3002\u795e\u7ecf\u7f51\u7edc\u64c5\u957f\u8bc6\u522b\u6a21\u5f0f\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u7ffb\u8bd1\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u56fe\u50cf\u521b\u5efa\u7b49\u5e94\u7528\u4e2d\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002<\/li>\n
    • \u7ebf\u6027\u56de\u5f52\uff08Logistic regression\uff09\uff1a\u8be5\u7b97\u6cd5\u7528\u4e8e\u9884\u6d4b\u6570\u503c\uff0c\u57fa\u4e8e\u4e0d\u540c\u503c\u4e4b\u95f4\u7684\u7ebf\u6027\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u8be5\u6280\u672f\u53ef\u4ee5\u7528\u4e8e\u6839\u636e\u8be5\u5730\u533a\u7684\u5386\u53f2\u6570\u636e\u9884\u6d4b\u623f\u4ef7\u3002<\/li>\n
    • \u903b\u8f91\u56de\u5f52\uff08Clustering\uff09\uff1a\u8fd9\u79cd\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u5bf9\u5206\u7c7b\u53cd\u5e94\u53d8\u91cf\u8fdb\u884c\u9884\u6d4b\uff0c\u4f8b\u5982\u5bf9\u95ee\u9898\u7684\u201c\u662f\/\u5426\u201d\u56de\u7b54\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u548c\u751f\u4ea7\u7ebf\u4e0a\u7684\u8d28\u91cf\u63a7\u5236\u7b49\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n
    • \u805a\u7c7b\uff08Cluserting\uff09\uff1a\u4f7f\u7528\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u805a\u7c7b\u7b97\u6cd5\u53ef\u4ee5\u8bc6\u522b\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\uff0c\u4ee5\u4fbf\u5bf9\u5176\u8fdb\u884c\u5206\u7ec4\u3002\u8ba1\u7b97\u673a\u53ef\u4ee5\u901a\u8fc7\u8bc6\u522b\u4eba\u7c7b\u5ffd\u89c6\u7684\u6570\u636e\u9879\u4e4b\u95f4\u7684\u5dee\u5f02\u6765\u5e2e\u52a9\u6570\u636e\u79d1\u5b66\u5bb6\u3002<\/li>\n
    • \u51b3\u7b56\u6811\uff08Decision tress\uff09\uff1a\u51b3\u7b56\u6811\u65e2\u53ef\u4ee5\u7528\u4e8e\u9884\u6d4b\u6570\u503c\uff08\u56de\u5f52\uff09\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u5c06\u6570\u636e\u5206\u7c7b\u3002\u51b3\u7b56\u6811\u4f7f\u7528\u53ef\u4ee5\u7528\u6811\u56fe\u8868\u793a\u7684\u94fe\u63a5\u51b3\u7b56\u7684\u5206\u652f\u5e8f\u5217\u3002\u51b3\u7b56\u6811\u7684\u4f18\u70b9\u4e4b\u4e00\u662f\uff0c\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u9ed1\u76d2\u4e0d\u540c\uff0c\u5b83\u4eec\u6613\u4e8e\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u3002<\/li>\n
    • \u968f\u673a\u68ee\u6797\uff08Random forests\uff09\uff1a\u5728\u968f\u673a\u68ee\u6797\u4e2d\uff0c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u51b3\u7b56\u6811\u7684\u7ed3\u679c\u6765\u9884\u6d4b\u4e00\u4e2a\u503c\u6216\u7c7b\u522b\u3002<\/li>\n<\/ul>\n

      \u673a\u5668\u5b66\u4e60\u7684\u5b9e\u9645\u5e94\u7528<\/h2>\n

      \u673a\u5668\u5b66\u4e60\u5728\u5404\u4e2a\u9886\u57df\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\uff0c\u5176\u4e2d\u4e00\u4e9b\u6700\u5e38\u89c1\u7684\u5e94\u7528\u5305\u62ec\uff1a<\/p>\n

        \n
      • \u56fe\u50cf\u8bc6\u522b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u8bc6\u522b\u56fe\u50cf\u548c\u89c6\u9891\u4e2d\u7684\u7269\u4f53\u3001\u4eba\u50cf\u3001\u5730\u70b9\u7b49\u3002<\/li>\n
      • \u8bed\u97f3\u8bc6\u522b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002<\/li>\n
      • \u81ea\u7136\u8bed\u8a00\u5904\u7406\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u7406\u89e3\u548c\u89e3\u91ca\u4eba\u7c7b\u8bed\u8a00\u3002<\/li>\n
      • \u63a8\u8350\u7cfb\u7edf\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u6839\u636e\u7528\u6237\u8fc7\u53bb\u7684\u884c\u4e3a\u5411\u7528\u6237\u63a8\u8350\u4ea7\u54c1\u6216\u670d\u52a1\u3002<\/li>\n
      • \u5f02\u5e38\u68c0\u6d4b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u68c0\u6d4b\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u6a21\u5f0f\u6216\u884c\u4e3a\u3002<\/li>\n
      • \u6b3a\u8bc8\u68c0\u6d4b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u68c0\u6d4b\u91d1\u878d\u4ea4\u6613\u4e2d\u7684\u6b3a\u8bc8\u6d3b\u52a8\u3002<\/li>\n
      • \u9884\u6d4b\u6027\u7ef4\u62a4\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u9884\u6d4b\u673a\u5668\u6216\u8bbe\u5907\u4f55\u65f6\u53ef\u80fd\u53d1\u751f\u6545\u969c\u3002<\/li>\n
      • \u673a\u5668\u4eba\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u6559\u673a\u5668\u4eba\u6267\u884c\u4efb\u52a1\u3002<\/li>\n
      • \u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u4f7f\u6c7d\u8f66\u80fd\u591f\u81ea\u884c\u9a7e\u9a76\uff0c\u5982Google\u7684Waymo\u3001Tesla\u7684FSD\u4ee5\u53ca\u767e\u5ea6\u7684Apollo\u81ea\u52a8\u9a7e\u9a76\u3002<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"

        \u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60 \u673a\u5668\u5b66\u4e60\uff08Machine Learning\uff09\u662f\u4e00\u79cd\u6570\u636e\u5206\u6790\u6280\u672f\uff0c\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u4e13\u6ce8\u4e8e\u4f7f\u7528\u6570\u636e\u548c\u7b97\u6cd5\u6765\u6a21\u4eff\u4eba\u7c7b\u7684\u5b66\u4e60\u65b9\u5f0f\uff0c\u9010\u6b65\u63d0\u9ad8\u5176\u51c6\u786e\u6027\u3002\u5b83\u6559\u4f1a\u8ba1\u7b97\u673a\u505a\u4eba\u7c7b\u548c\u52a8\u7269\u7684\u81ea\u7136\u884c\u4e3a\uff1a\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4f7f\u7528\u8ba1\u7b97\u65b9\u6cd5\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u201c\u5b66\u4e60\u201d\u4fe1\u606f\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8e\u9884\u5148\u786e\u5b9a\u7684\u65b9\u7a0b\u5f0f\u4f5c\u4e3a\u6a21\u578b\u3002 \u673a\u5668\u5b66\u4e60\u7684\u6280\u672f\u5206\u7c7b \u673a\u5668\u5b66\u4e60\u6280\u672f\u53ef\u5206\u4e3a\u4e09\u5927\u7c7b\uff1a\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u3002 \u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u7528\u4e8e\u6839\u636e\u5df2\u77e5\u7684\u8f93\u5165\u548c\u8f93\u51fa\u6570\u636e\u521b\u5efa\u6a21\u578b\u4ee5\u8fdb\u884c\u672a\u6765\u9884\u6d4b\u3002 \u65e0\u76d1\u7763\u5b66\u4e60\u68c0\u6d4b\u8f93\u5165\u6570\u636e\u4e2d\u7684\u9690\u85cf\u6a21\u5f0f\u4ee5\u8fdb\u884c\u9884\u6d4b\u3002 \u5f3a\u5316\u5b66\u4e60\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\uff0c\u80fd\u591f\u4f7f\u7528\u6765\u81ea\u5176\u81ea\u8eab\u884c\u4e3a\u548c\u7ecf\u9a8c\u7684\u53cd\u9988\uff0c\u901a\u8fc7\u53cd\u590d\u8bd5\u9a8c\u5728\u4ea4\u4e92\u5f0f\u73af\u5883\u4e2d\u5b66\u4e60\u3002 \u5e38\u89c1\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5 \u76ee\u524d\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u6709\u591a\u79cd\u6d41\u884c\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5176\u4e2d\u5305\u62ec\uff1a \u795e\u7ecf\u7f51\u7edc\uff08Neural networks\uff09\uff1a\u795e\u7ecf\u7f51\u7edc\u6a21\u62df\u4eba\u7c7b\u5927\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u5177\u6709\u5927\u91cf\u94fe\u63a5\u7684\u5904\u7406\u8282\u70b9\u3002\u795e\u7ecf\u7f51\u7edc\u64c5\u957f\u8bc6\u522b\u6a21\u5f0f\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u7ffb\u8bd1\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u56fe\u50cf\u521b\u5efa\u7b49\u5e94\u7528\u4e2d\u53d1\u6325\u7740\u91cd\u8981\u4f5c\u7528\u3002 \u7ebf\u6027\u56de\u5f52\uff08Logistic regression\uff09\uff1a\u8be5\u7b97\u6cd5\u7528\u4e8e\u9884\u6d4b\u6570\u503c\uff0c\u57fa\u4e8e\u4e0d\u540c\u503c\u4e4b\u95f4\u7684\u7ebf\u6027\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u8be5\u6280\u672f\u53ef\u4ee5\u7528\u4e8e\u6839\u636e\u8be5\u5730\u533a\u7684\u5386\u53f2\u6570\u636e\u9884\u6d4b\u623f\u4ef7\u3002 \u903b\u8f91\u56de\u5f52\uff08Clustering\uff09\uff1a\u8fd9\u79cd\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u5bf9\u5206\u7c7b\u53cd\u5e94\u53d8\u91cf\u8fdb\u884c\u9884\u6d4b\uff0c\u4f8b\u5982\u5bf9\u95ee\u9898\u7684\u201c\u662f\/\u5426\u201d\u56de\u7b54\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u548c\u751f\u4ea7\u7ebf\u4e0a\u7684\u8d28\u91cf\u63a7\u5236\u7b49\u5e94\u7528\u7a0b\u5e8f\u3002 \u805a\u7c7b\uff08Cluserting\uff09\uff1a\u4f7f\u7528\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u805a\u7c7b\u7b97\u6cd5\u53ef\u4ee5\u8bc6\u522b\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\uff0c\u4ee5\u4fbf\u5bf9\u5176\u8fdb\u884c\u5206\u7ec4\u3002\u8ba1\u7b97\u673a\u53ef\u4ee5\u901a\u8fc7\u8bc6\u522b\u4eba\u7c7b\u5ffd\u89c6\u7684\u6570\u636e\u9879\u4e4b\u95f4\u7684\u5dee\u5f02\u6765\u5e2e\u52a9\u6570\u636e\u79d1\u5b66\u5bb6\u3002 \u51b3\u7b56\u6811\uff08Decision tress\uff09\uff1a\u51b3\u7b56\u6811\u65e2\u53ef\u4ee5\u7528\u4e8e\u9884\u6d4b\u6570\u503c\uff08\u56de\u5f52\uff09\uff0c\u4e5f\u53ef\u4ee5\u7528\u4e8e\u5c06\u6570\u636e\u5206\u7c7b\u3002\u51b3\u7b56\u6811\u4f7f\u7528\u53ef\u4ee5\u7528\u6811\u56fe\u8868\u793a\u7684\u94fe\u63a5\u51b3\u7b56\u7684\u5206\u652f\u5e8f\u5217\u3002\u51b3\u7b56\u6811\u7684\u4f18\u70b9\u4e4b\u4e00\u662f\uff0c\u4e0e\u795e\u7ecf\u7f51\u7edc\u7684\u9ed1\u76d2\u4e0d\u540c\uff0c\u5b83\u4eec\u6613\u4e8e\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u3002 \u968f\u673a\u68ee\u6797\uff08Random forests\uff09\uff1a\u5728\u968f\u673a\u68ee\u6797\u4e2d\uff0c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u51b3\u7b56\u6811\u7684\u7ed3\u679c\u6765\u9884\u6d4b\u4e00\u4e2a\u503c\u6216\u7c7b\u522b\u3002 \u673a\u5668\u5b66\u4e60\u7684\u5b9e\u9645\u5e94\u7528 \u673a\u5668\u5b66\u4e60\u5728\u5404\u4e2a\u9886\u57df\u90fd\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\uff0c\u5176\u4e2d\u4e00\u4e9b\u6700\u5e38\u89c1\u7684\u5e94\u7528\u5305\u62ec\uff1a \u56fe\u50cf\u8bc6\u522b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u8bc6\u522b\u56fe\u50cf\u548c\u89c6\u9891\u4e2d\u7684\u7269\u4f53\u3001\u4eba\u50cf\u3001\u5730\u70b9\u7b49\u3002 \u8bed\u97f3\u8bc6\u522b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002 \u81ea\u7136\u8bed\u8a00\u5904\u7406\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u7406\u89e3\u548c\u89e3\u91ca\u4eba\u7c7b\u8bed\u8a00\u3002 \u63a8\u8350\u7cfb\u7edf\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u6839\u636e\u7528\u6237\u8fc7\u53bb\u7684\u884c\u4e3a\u5411\u7528\u6237\u63a8\u8350\u4ea7\u54c1\u6216\u670d\u52a1\u3002 \u5f02\u5e38\u68c0\u6d4b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u68c0\u6d4b\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u6a21\u5f0f\u6216\u884c\u4e3a\u3002 \u6b3a\u8bc8\u68c0\u6d4b\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u68c0\u6d4b\u91d1\u878d\u4ea4\u6613\u4e2d\u7684\u6b3a\u8bc8\u6d3b\u52a8\u3002 \u9884\u6d4b\u6027\u7ef4\u62a4\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u9884\u6d4b\u673a\u5668\u6216\u8bbe\u5907\u4f55\u65f6\u53ef\u80fd\u53d1\u751f\u6545\u969c\u3002 \u673a\u5668\u4eba\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u6559\u673a\u5668\u4eba\u6267\u884c\u4efb\u52a1\u3002 \u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff1a\u673a\u5668\u5b66\u4e60\u7528\u4e8e\u4f7f\u6c7d\u8f66\u80fd\u591f\u81ea\u884c\u9a7e\u9a76\uff0c\u5982Google\u7684Waymo\u3001Tesla\u7684FSD\u4ee5\u53ca\u767e\u5ea6\u7684Apollo\u81ea\u52a8\u9a7e\u9a76\u3002<\/p>","protected":false},"author":1,"featured_media":3848,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-3847","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3847","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3847"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3847\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3848"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3847"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3847"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3847"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}