{"id":107084,"date":"2026-09-18T23:40:30","date_gmt":"2026-09-18T15:40:30","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/107084.html"},"modified":"2026-09-18T23:40:30","modified_gmt":"2026-09-18T15:40:30","slug":"%e3%80%90%e8%ae%a4%e8%af%86%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e3%80%91%e3%80%90%e4%b8%80%e5%a0%82%e8%af%be%e6%91%b8%e6%87%82%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%ef%bc%9a%e4%bb%8e%e5%8f%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/107084.html","title":{"rendered":"\u3010\u8ba4\u8bc6\u673a\u5668\u5b66\u4e60\u3011\u3010\u4e00\u5802\u8bfe\u6478\u61c2\u673a\u5668\u5b66\u4e60\uff1a\u4ece\u201c\u53cd\u9988\u4fe1\u53f7\u201d\u5230\u201c\u5b66\u4e60\u4efb\u52a1\u201d\u7684\u5b8c\u6574\u5750\u6807\u7cfb\u3011\u6d41\u98df\u822c\u6295\u5582"},"content":{"rendered":"

\u4e00\u5802\u8bfe\u6478\u61c2\u673a\u5668\u5b66\u4e60：\u4ece\u201c\u53cd\u9988\u4fe1\u53f7\u201d\u5230\u201c\u5b66\u4e60\u4efb\u52a1\u201d\u7684\u5b8c\u6574\u5750\u6807\u7cfb<\/h2>\n

\u4e0a\u5b8c\u8fd9\u5802\u673a\u5668\u5b66\u4e60\u7684\u4f53\u7cfb\u68b3\u7406\u8bfe，\u6700\u5927\u7684\u611f\u53d7\u662f：\u9762\u5bf9\u7eb7\u7e41\u590d\u6742\u7684 AI \u672f\u8bed，\u5176\u5b9e\u53ea\u8981\u6293\u51c6**\u201c\u6570\u636e\u4ece\u54ea\u6765\u201d\u548c\u201c\u6a21\u578b\u5e72\u4ec0\u4e48\u201d**\u8fd9\u4e24\u4e2a\u95ee\u9898，\u5c31\u80fd\u628a\u6240\u6709\u6280\u672f\u5bf9\u53f7\u5165\u5ea7\u3002<\/p>\n

\u8001\u5e08\u8bfe\u4e0a\u53cd\u590d\u5f3a\u8c03，\u673a\u5668\u5b66\u4e60\u7684\u5206\u7c7b\u6709\u4e24\u5927\u7ef4\u5ea6：<\/p>\n

  • \u6309\u53cd\u9988\u4fe1\u53f7\u5206\u7c7b：\u5173\u6ce8\u6570\u636e\u7684\u6765\u6e90\u65b9\u5f0f，\u4ee5\u53ca\u6a21\u578b\u5728\u5b8c\u6210\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\u5f97\u5230\u4e86\u600e\u6837\u7684\u201c\u6307\u5f15\u201d；<\/li>\n
  • \u6309\u5b66\u4e60\u4efb\u52a1\u5206\u7c7b：\u5173\u6ce8\u6a21\u578b\u6700\u7ec8\u7684\u8f93\u51fa\u5f62\u6001，\u4e5f\u5c31\u662f\u5b83\u5230\u5e95\u5728\u4e3a\u6211\u4eec\u5b8c\u6210\u4e00\u4ef6\u4ec0\u4e48\u6d3b\u513f\u3002<\/li>\n

    \u6574\u5802\u8bfe\u7684\u91cd\u5fc3\u653e\u5728\u4e86\u7b2c\u4e00\u7ef4\u5ea6\u2014\u2014\u76d1\u7763\u3001\u65e0\u76d1\u7763\u3001\u534a\u76d1\u7763\u3001\u81ea\u76d1\u7763\u3001\u5f3a\u5316\u5b66\u4e60\u4e94\u5927\u53cd\u9988\u673a\u5236\u4e0a；\u7b2c\u4e8c\u90e8\u5206\u5219\u5feb\u901f\u800c\u7cbe\u8981\u5730\u4e32\u8d77\u4e86\u4e94\u5927\u5e38\u89c1\u4efb\u52a1：\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u3001\u5173\u8054\u89c4\u5219\u3001\u5e8f\u5217\u9884\u6d4b\u3002<\/p>\n

    \n

    \u4e00\u3001\u6309\u53cd\u9988\u4fe1\u53f7\u5206\u7c7b：\u6a21\u578b\u662f\u600e\u4e48\u201c\u5b66\u201d\u7684？<\/h3>\n

    \u5982\u679c\u628a\u673a\u5668\u5b66\u4e60\u6bd4\u4f5c\u5b66\u751f，\u53cd\u9988\u4fe1\u53f7\u5c31\u662f\u5b83\u624b\u8fb9\u6709\u6ca1\u6709\u201c\u53c2\u8003\u7b54\u6848\u201d\u3001\u53c2\u8003\u7b54\u6848\u4ece\u54ea\u6765\u3002<\/p>\n

    1. \u76d1\u7763\u5b66\u4e60（Supervised Learning）\u2014\u2014\u505a\u6709\u6807\u51c6\u7b54\u6848\u7684\u4e60\u9898<\/h4>\n

    \u6838\u5fc3\u5b9a\u4e49：\u6a21\u578b\u901a\u8fc7\u5e26\u6709\u6807\u8bb0\u7684\u8bad\u7ec3\u6570\u636e\u8fdb\u884c\u5b66\u4e60，\u76ee\u6807\u662f\u5efa\u7acb\u8f93\u5165 X \u5230\u8f93\u51fa Y \u7684\u6620\u5c04\u5173\u7cfb\u3002\u5b83\u6781\u5ea6\u4f9d\u8d56\u5916\u90e8\u6807\u51c6\u7b54\u6848，\u4e5f\u5c31\u662f\u4eba\u5de5\u6807\u6ce8\u7684\u6807\u7b7e\u3002<\/p>\n

    \u8bfe\u4e0a\u6700\u7ecf\u5178\u7684\u4f8b\u5b50，\u83ab\u8fc7\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u201cHello World\u201d\u2014\u2014\u9e22\u5c3e\u82b1\u5206\u7c7b\u3002\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u8001\u5e08\u6253\u5f00\u6570\u636e\u8ba9\u6211\u4eec\u770b：\u4e00\u5171 150 \u884c\u6570\u636e，\u524d 4 \u5217\u5206\u522b\u662f\u82b1\u843c\u957f\u5ea6\u3001\u82b1\u843c\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6，\u6700\u540e\u4e00\u5217\u662f\u4eba\u5de5\u6807\u8bb0\u597d\u7684\u54c1\u79cd\u6807\u7b7e（\u5c71\u9e22\u5c3e\u3001\u53d8\u8272\u9e22\u5c3e\u3001\u7ef4\u5409\u5c3c\u4e9a\u9e22\u5c3e）\u3002\u6a21\u578b\u7684\u4efb\u52a1\u5f88\u7b80\u5355：\u4f60\u7ed9\u6211\u4e00\u6735\u65b0\u82b1\u7684\u82b1\u843c\u548c\u82b1\u74e3\u5c3a\u5bf8，\u6211\u5e2e\u4f60\u5224\u65ad\u5b83\u5c5e\u4e8e\u54ea\u4e2a\u54c1\u79cd\u3002<\/p>\n

    \u53e6\u4e00\u4e2a\u66f4\u76f4\u767d\u7684\u4f8b\u5b50\u662f\u732b\u72d7\u56fe\u50cf\u8bc6\u522b\u3002\u8001\u5e08\u6253\u4e86\u4e2a\u6bd4\u65b9：\u8fd9\u5c31\u50cf\u6559\u79d1\u4e66\u4e0a\u7684\u4e60\u9898，\u6bcf\u9053\u9898\u540e\u9762\u90fd\u5370\u597d\u4e86\u6b63\u786e\u7b54\u6848（Yes\/No）\u3002\u4e3a\u4e86\u8ba9\u6a21\u578b\u5206\u6e05\u732b\u548c\u72d7，\u4eba\u4eec\u9700\u8981\u5148\u62ff\u51fa\u51e0\u767e\u4e0a\u5343\u5f20\u56fe\u7247，\u4e00\u5e45\u4e00\u5e45\u5730\u4eba\u5de5\u6807\u6ce8\u201c\u8fd9\u662f\u732b\u201d\u201c\u8fd9\u662f\u72d7\u201d\u3002\u8fd9\u91cc\u8bfe\u4e0a\u8865\u4e86\u4e00\u4e2a\u5f88\u5b9e\u5728\u7684\u77e5\u8bc6\u70b9：\u4e0d\u8981\u5c0f\u770b\u6253\u6807\u7b7e\u7684\u6210\u672c\u3002\u8001\u5e08\u63d0\u5230，\u4e1a\u754c\u6807\u4e00\u5f20\u56fe\u53ef\u80fd\u5c31\u8981\u4e00\u6bdb\u94b1，\u5982\u679c\u6807 10 \u4e07\u5f20\u3001100 \u4e07\u5f20，\u6210\u672c\u662f\u6781\u9ad8\u7684；\u5f88\u591a\u77e5\u540d\u6570\u636e\u96c6\u6700\u521d\u90fd\u662f\u9760\u51e0\u767e\u4e07\u7f8e\u91d1\u786c\u7838\u51fa\u6765，\u4e00\u5e45\u4e00\u5e45\u6807，\u518d\u7531\u4eba\u5de5\u5ba1\u6838\u3002<\/p>\n

    \u6240\u4ee5\u76d1\u7763\u5b66\u4e60\u867d\u7136\u7b80\u5355\u76f4\u89c2，\u4f46\u5b83\u7684\u547d\u95e8\u5728\u4e8e\u9ad8\u8d28\u91cf\u4eba\u5de5\u6807\u6ce8\u3002<\/p>\n

    2. \u65e0\u76d1\u7763\u5b66\u4e60（Unsupervised Learning）\u2014\u2014\u6ca1\u6709\u53c2\u8003\u7b54\u6848，\u81ea\u5df1\u627e\u89c4\u5f8b<\/h4>\n

    \u6838\u5fc3\u5b9a\u4e49：\u7b97\u6cd5\u81ea\u884c\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u9690\u85cf\u7684\u7ed3\u6784\u3001\u89c4\u5f8b\u6216\u6a21\u5f0f，\u5b8c\u5168\u4e0d\u9700\u8981\u4eba\u5de5\u6807\u6ce8\u6807\u7b7e\u3002\u5b83\u6ca1\u6709\u5bf9\u9519\u4e4b\u5206，\u53ea\u4f9d\u9760\u6570\u636e\u5185\u5728\u7684\u7ed3\u6784\u8fdb\u884c\u53cd\u9988\u3002<\/p>\n

    \u8bfe\u4e0a\u4e3e\u4e86\u975e\u5e38\u63a5\u5730\u6c14\u7684\u7535\u5546\u7528\u6237\u5206\u7fa4\u6848\u4f8b\u3002<\/p>\n

    \u5e73\u53f0\u62ff\u5230\u4e86\u7528\u6237\u7684\u5e74\u9f84\u3001\u6536\u5165\u3001\u8d2d\u4e70\u9891\u6b21\u3001\u5ba2\u5355\u4ef7\u7b49\u4fe1\u606f，\u60f3\u56de\u7b54\u4e00\u4e2a\u95ee\u9898：\u54ea\u4e9b\u7528\u6237\u5728\u6211\u8fd9\u513f\u6d88\u8d39\u8f83\u9ad8？\u6211\u9700\u8981\u9488\u5bf9\u6027\u6295\u5e7f\u544a\u3002<\/p>\n

    \u6a21\u578b\u542f\u52a8\u540e，\u81ea\u5df1\u628a\u7528\u6237\u5212\u6210\u4e86 8 \u4e2a\u7c7b\u522b（\u4f8b\u5982\u4e3b\u529b\u519b\u3001\u65b0\u52bf\u529b\u7b49）\u3002\u8fd9\u91cc\u8001\u5e08\u7279\u610f\u505c\u4e0b\u6765\u6f84\u6e05\u4e86\u4e00\u4e2a\u5e38\u89c1\u8bef\u89e3：\u6a21\u578b\u5e76\u4e0d\u4f1a\u5728\u8bad\u7ec3\u524d\u5c31\u7ed9\u4f60\u4e00\u4e2a\u53eb\u201c\u7cbe\u81f4\u5988\u5988\u201d\u7684\u6807\u7b7e\u3002\u6a21\u578b\u53ea\u8d1f\u8d23\u628a\u4eba\u7fa4\u805a\u6210\u51e0\u5806（\u6bd4\u5982\u7c7b\u522b 1\u3001\u7c7b\u522b 2\u2026\u2026\u7c7b\u522b 8）\u3002\u6807\u7b7e\u662f\u4e1a\u52a1\u90e8\u95e8\u540e\u7eed\u5206\u6790\u624d\u8d4b\u4e88\u7684\u2014\u2014\u4ed6\u4eec\u53d1\u73b0\u67d0\u4e00\u7c7b\u7528\u6237\u5927\u6982\u7387\u662f\u5973\u6027\u3001\u6700\u8fd1\u4e70\u4e86\u6bcd\u5a74\u7528\u54c1\u3001\u5ba2\u5355\u4ef7\u52a8\u8f84 299\u3001599 \u751a\u81f3 1599 \u5143\u3001\u590d\u8d2d\u7387\u5f88\u9ad8，\u8fd9\u624d\u4eba\u4e3a\u8d34\u4e0a\u4e86\u201c\u7cbe\u81f4\u5988\u5988\u201d\u7684\u6807\u7b7e\u3002<\/p>\n

    \u8fd9\u4e2a\u8865\u5145\u5f88\u91cd\u8981：\u65e0\u76d1\u7763\u5b66\u4e60\u53ea\u8d1f\u8d23\u53d1\u73b0\u9690\u542b\u89c4\u5f8b，\u4e0d\u8d1f\u8d23\u89e3\u91ca\u4e1a\u52a1\u6807\u7b7e\u3002<\/p>\n

    3. \u534a\u76d1\u7763\u5b66\u4e60（Semi-supervised Learning）\u2014\u2014\u5c11\u91cf\u53c2\u8003\u4e66 + \u5927\u91cf\u7ec3\u4e60\u5377<\/h4>\n

    \u6838\u5fc3\u5b9a\u4e49：\u7ed3\u5408\u5c11\u91cf\u6709\u6807\u7b7e\u6570\u636e\u548c\u5927\u91cf\u65e0\u6807\u7b7e\u6570\u636e\u5171\u540c\u8bad\u7ec3，\u4ee5\u63d0\u5347\u6a21\u578b\u7cbe\u5ea6\u3002<\/p>\n

    \u4e3a\u4ec0\u4e48\u8981\u641e\u8fd9\u4e48\u201c hybrid（\u6df7\u8840）\u201d？\u8bfe\u4e0a\u8001\u5e08\u628a\u75db\u70b9\u8bb2\u5f97\u5f88\u900f：\u4eba\u5de5\u6807\u6ce8\u4e0d\u4ec5\u8d35，\u800c\u4e14\u8017\u65f6\u3002\u6709\u4e9b\u9886\u57df\u8fd8\u5fc5\u987b\u9760\u8d44\u6df1\u4e13\u5bb6\u624d\u80fd\u6807\u6ce8\u51c6\u786e，\u6bd4\u5982\u533b\u7597\u5f71\u50cf\u3002<\/p>\n

    \u5178\u578b\u6848\u4f8b\u662f\u4e09\u7532\u533b\u9662\u7684\u80ba\u708e\u5f71\u50cf\u8bca\u65ad\u3002\u533b\u9662\u6709 1 \u4e07\u5f20\u80ba\u90e8\u7247\u5b50，\u5982\u679c\u5168\u6807，\u4e13\u5bb6\u5f97\u6392\u534a\u5e74\u961f，\u4eba\u529b\u6210\u672c\u6781\u9ad8\u3002\u4e8e\u662f\u91c7\u7528\u534a\u76d1\u7763\u601d\u8def：<\/p>\n

      \n
    • \u5148\u8bf7\u4e13\u5bb6\u6807500 \u5f20\u9ad8\u8d28\u91cf\u7247\u5b50（\u4e24\u5468\u5c31\u80fd\u5b8c\u6210）；<\/li>\n
    • \u7528\u8fd9 500 \u5f20\u8bad\u7ec3\u4e00\u4e2a\u521d\u6b65\u6a21\u578b；<\/li>\n
    • \u8ba9\u521d\u6b65\u6a21\u578b\u53bb\u7ed9\u5269\u4f59\u672a\u6807\u6ce8\u7684\u7247\u5b50\u751f\u6210\u4f2a\u6807\u7b7e；<\/li>\n
    • \u628a\u5e26\u4f2a\u6807\u7b7e\u7684\u6570\u636e\u548c\u539f\u672c\u7684 500 \u5f20\u771f\u6807\u7b7e\u6df7\u5408，\u91cd\u65b0\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n

      \u6548\u679c\u975e\u5e38\u663e\u8457：\u5982\u679c\u53ea\u7528 500 \u5f20\u771f\u6807\u7b7e，\u51c6\u786e\u7387\u53ef\u80fd\u53ea\u6709 75%；\u5168\u6807 1 \u5f20\u4e07\u5f20\u867d\u7136\u80fd\u4e0a 90%，\u4f46\u6210\u672c\u4e0d\u53ef\u63a5\u53d7；\u534a\u76d1\u7763\u6df7\u5408\u540e，\u51c6\u786e\u7387\u80fd\u63d0\u5347\u5230 88%\u3002\u8fd9\u662f\u4e00\u4e2a\u517c\u987e\u6210\u672c\u4e0e\u7cbe\u5ea6\u7684\u73b0\u5b9e\u89e3\u6cd5\u3002<\/p>\n

      4. \u81ea\u76d1\u7763\u5b66\u4e60（Self-supervised Learning）\u2014\u2014\u81ea\u5df1\u51fa\u9898，\u81ea\u5df1\u7b54<\/h4>\n

      \u6838\u5fc3\u5b9a\u4e49：\u5229\u7528\u6570\u636e\u672c\u8eab\u7684\u7ed3\u6784\u81ea\u52a8\u751f\u6210\u76d1\u7763\u4fe1\u53f7（\u4f2a\u6807\u7b7e），\u5b8c\u5168\u65e0\u9700\u4eba\u5de5\u6807\u6ce8\u3002<\/p>\n

      \u8bfe\u4e0a\u8001\u5e08\u4e13\u95e8\u5bf9\u6bd4\u4e86\u534a\u76d1\u7763\u4e0e\u81ea\u76d1\u7763\u7684\u6838\u5fc3\u533a\u522b：\u534a\u76d1\u7763\u5b66\u4e60\u91cc\u4ecd\u6709\u771f\u5b9e\u6807\u7b7e，\u800c\u81ea\u76d1\u7763\u5b66\u4e60\u5f7b\u5e95\u4e0d\u4f9d\u8d56\u771f\u5b9e\u6807\u7b7e，\u5b83\u81ea\u5df1\u4ece\u6570\u636e\u5185\u90e8\u6784\u9020\u4efb\u52a1\u3002<\/p>\n

      \u7b2c\u4e00\u4e2a\u4f8b\u5b50\u662f NLP（Natural Language Processing（\u81ea\u7136\u8bed\u8a00\u5904\u7406）） \u5b8c\u5f62\u586b\u7a7a\u3002<\/p>\n

      \u9762\u5bf9\u6d77\u91cf\u9ad8\u8d28\u91cf\u6587\u672c（\u6bd4\u5982\u6559\u6750\u3001\u4e66\u7c4d），\u6a21\u578b\u4f1a\u968f\u673a\u628a\u67d0\u4e9b\u8bcd\u201c\u6316\u7a7a\u201d，\u4f8b\u5982\u628a \u201cI am a boy\u201d \u53d8\u6210 \u201cI _m a boy\u201d，\u7136\u540e\u8ba9\u6a21\u578b\u53bb\u731c\u88ab\u906e\u76d6\u7684\u662f\u4ec0\u4e48\u3002\u56e0\u4e3a\u539f\u6587\u672c\u91cc\u672c\u6765\u5c31\u6709\u5b8c\u6574\u7b54\u6848，\u6240\u4ee5\u6a21\u578b\u5929\u7136\u77e5\u9053\u8be5\u586b \u201ca\u201d \u8fd8\u662f \u201cam\u201d\u3002\u76d1\u7763\u4fe1\u53f7\u5b8c\u5168\u6765\u81ea\u6570\u636e\u81ea\u8eab\u3002<\/p>\n

      \u7b2c\u4e8c\u4e2a\u4f8b\u5b50\u662f\u56fe\u50cf\u9886\u57df\u7684\u6269\u6563\u6a21\u578b（Diffusion Model），\u8bfe\u4e0a\u8001\u5e08\u7528\u4e86\u4e00\u4e2a\u975e\u5e38\u5f62\u8c61\u7684\u6bd4\u55bb：<\/p>\n

      \u7ed9\u4f60\u4e00\u5e45\u72d7\u7684\u56fe\u7247，\u5f80\u4e0a\u201c\u6492\u6c99\u5b50\u201d（\u52a0\u566a\u58f0）\u3002\u6492\u4e00\u904d\u4e0d\u591f，\u7ee7\u7eed\u6492，\u76f4\u5230\u72d7\u5b8c\u5168\u770b\u4e0d\u89c1，\u53d8\u6210\u4e00\u5e45\u7eaf\u566a\u58f0\u56fe\u3002\u7136\u540e\u53cd\u8fc7\u6765，\u8bad\u7ec3\u6a21\u578b\u5b66\u4e60\u5982\u4f55\u4ece\u566a\u58f0\u4e2d\u628a\u539f\u56fe\u201c\u8fd8\u539f\u201d\u56de\u6765\u3002\u8fd9\u4e2a\u201c\u53bb\u566a\/\u8fd8\u539f\u201d\u7684\u80fd\u529b，\u5c31\u662f\u6570\u636e\u672c\u8eab\u7684\u7ed3\u6784\u751f\u6210\u7684\u81ea\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n

      \u8001\u5e08\u8fd8\u8865\u4e86\u4e00\u4e2a\u5173\u952e\u77e5\u8bc6\u70b9：\u5f53\u524d\u4e3b\u6d41\u7684\u5927\u6a21\u578b，\u4e3b\u8981\u90fd\u5c5e\u4e8e\u81ea\u76d1\u7763\u5b66\u4e60\u8303\u7574\u3002 \u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u5927\u6a21\u578b\u80fd\u5229\u7528\u6d77\u91cf\u65e0\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n

      5. \u5f3a\u5316\u5b66\u4e60（Reinforcement Learning）\u2014\u2014\u5728\u8bd5\u9519\u4e2d\u8ffd\u6c42\u957f\u671f\u6536\u76ca<\/h4>\n

      \u6838\u5fc3\u5b9a\u4e49：\u667a\u80fd\u4f53\u5728\u8bd5\u9519\u4e2d\u79ef\u7d2f\u7ecf\u9a8c，\u901a\u8fc7\u5916\u90e8\u73af\u5883\u7684\u5956\u52b1\u6216\u60e9\u7f5a\u4fe1\u53f7，\u8ffd\u6c42\u957f\u671f\u6548\u76ca\u6700\u5927\u5316\u3002<\/p>\n

      \u4e3a\u4e86\u8ba9\u5927\u5bb6\u79d2\u61c2，\u8001\u5e08\u5148\u4e3e\u4e86\u6700\u751f\u6d3b\u5316\u7684\u4f8b\u5b50\u2014\u2014\u8bad\u72d7\u6216\u8bad\u6d77\u8c5a\u3002\u72d7\u628a\u7403\u6361\u56de\u6765，\u5c31\u5582\u72d7\u7cae（\u5956\u52b1）；\u4e0d\u53bb\u6361，\u5c31\u62cd\u5934（\u60e9\u7f5a）\u3002\u901a\u8fc7\u5916\u90e8\u73af\u5883\u7684\u660e\u786e\u53cd\u9988，\u6a21\u578b\u81ea\u5df1\u8c03\u6574\u7b56\u7565，\u6700\u7ec8\u627e\u5230\u6700\u4f18\u89e3\u3002<\/p>\n

      \u4f46\u6574\u5802\u8bfe\u6700\u91cd\u78c5\u7684\u6848\u4f8b，\u65e0\u7591\u662f AlphaGo \u7684\u4e09\u9636\u6bb5\u6f14\u8fdb\u3002<\/p>\n

        \n
      • \n

        \u9636\u6bb5\u4e00：\u76d1\u7763\u5b66\u4e60（\u6253\u8c31）
        \nAlphaGo \u5148\u5b66\u4e60\u5927\u91cf\u4eba\u7c7b\u9ad8\u624b\u7684\u68cb\u8c31，\u6a21\u4eff\u4eba\u7c7b\u4e0b\u6cd5\u3002\u8fd9\u4e00\u6b65\u6709\u660e\u786e\u7b54\u6848：\u9ad8\u624b\u4e0b\u54ea，\u673a\u5668\u5c31\u5b66\u54ea\u3002\u5b66\u5b8c\u8fd9\u4e00\u6b65，AlphaGo \u5df2\u7ecf\u5f88\u5389\u5bb3\u4e86，\u7edd\u5927\u591a\u6570\u666e\u901a\u4eba\u5df2\u7ecf\u4e0b\u4e0d\u8fc7\u5b83\u3002<\/p>\n<\/li>\n

      • \n

        \u9636\u6bb5\u4e8c：\u5f3a\u5316\u5b66\u4e60（\u5de6\u53f3\u4e92\u640f）
        \n\u505a\u4e00\u5806\u4e0d\u540c\u7248\u672c\u7684 AlphaGo \u4e92\u76f8 PK\u3002\u56f4\u68cb\u7684\u597d\u5904\u662f\u8f93\u8d62\u4fe1\u53f7\u6781\u5176\u660e\u786e：\u8d62\u4e86\u5c31\u662f\u5956\u52b1，\u8f93\u4e86\u5c31\u662f\u60e9\u7f5a\u3002\u901a\u8fc7\u81ea\u6211\u5bf9\u5f08，AlphaGo \u5f00\u59cb\u7a81\u7834\u4eba\u7c7b\u7ecf\u9a8c\u7684\u5c40\u9650，\u8d70\u51fa\u4e86\u4eba\u7c7b\u68cb\u624b\u4ece\u672a\u60f3\u8fc7\u7684\u68cb\u8def\u3002<\/p>\n<\/li>\n

      • \n

        \u9636\u6bb5\u4e09：\u7eaf\u5f3a\u5316\u5b66\u4e60（\u4ece\u96f6\u5f00\u59cb）
        \n\u66f4\u6fc0\u8fdb\u7684\u7248\u672c\u76f4\u63a5\u629b\u6389\u4eba\u7c7b\u68cb\u8c31，\u53ea\u544a\u8bc9 AI \u56f4\u68cb\u89c4\u5219，\u8ba9\u5b83\u81ea\u5df1\u4ece\u5934\u5f00\u59cb\u5bf9\u5f08\u300240 \u5929\u540e，\u8fd9\u4e2a\u7248\u672c\u8fbe\u5230\u4e86\u5bf9\u4eba\u7c7b 100:0 \u7684\u6218\u7ee9\u3002\u8001\u5e08\u5f53\u65f6\u7684\u539f\u8bdd\u662f\u201c\u975e\u5e38\u6050\u6016\u201d\u3002<\/p>\n<\/li>\n<\/ul>\n

        \u8fd9\u4e2a\u6848\u4f8b\u6781\u5176\u751f\u52a8\u5730\u8bf4\u660e\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u5a01\u529b：\u5b83\u4e0d\u4f9d\u8d56\u4eba\u7c7b\u6807\u6ce8\u7684\u201c\u6807\u51c6\u7b54\u6848\u201d，\u800c\u662f\u5728\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u548c\u8bd5\u9519\u4e2d，\u901a\u8fc7\u5956\u60e9\u4fe1\u53f7\u81ea\u6211\u8fdb\u5316\u3002<\/p>\n

        \u3010\u8bfe\u5802\u901f\u8bb0\u3011\u4e00\u5f20\u8868\u7406\u6e05\u4e94\u79cd\u53cd\u9988\u4fe1\u53f7<\/h4>\n\n\u5b66\u4e60\u7c7b\u578b\u53cd\u9988\u4fe1\u53f7\u6765\u6e90\u6838\u5fc3\u7279\u5f81\u901f\u8bb0<\/tr>\n\n\n\n\n\n\n
        \u76d1\u7763\u5b66\u4e60<\/td>\n\u660e\u786e\u7684\u6807\u51c6\u7b54\u6848 (Yes\/No)<\/td>\n\u6709\u53c2\u8003\u7b54\u6848，\u5982\u6559\u79d1\u4e66\u4e60\u9898<\/td>\n<\/tr>\n
        \u65e0\u76d1\u7763\u5b66\u4e60<\/td>\n\u65e0\u6807\u51c6\u7b54\u6848<\/td>\n\u65e0\u53c2\u8003\u7b54\u6848，\u81ea\u884c\u53d1\u73b0\u5185\u90e8\u9690\u542b\u89c4\u5f8b<\/td>\n<\/tr>\n
        \u534a\u76d1\u7763\u5b66\u4e60<\/td>\n\u5c11\u91cf\u6807\u51c6\u7b54\u6848 + \u5927\u91cf\u65e0\u7b54\u6848<\/td>\n\u6df7\u5408\u6a21\u5f0f，\u90e8\u5206\u6709\u53c2\u8003，\u90e8\u5206\u9700\u81ea\u6d4b<\/td>\n<\/tr>\n
        \u81ea\u76d1\u7763\u5b66\u4e60<\/td>\n\u6570\u636e\u81ea\u8eab\u6784\u9020\u7684\u4f2a\u6807\u7b7e<\/td>\n\u81ea\u6211\u751f\u6210\u4fe1\u53f7，\u5982\u6316\u7a7a\u586b\u7a7a<\/td>\n<\/tr>\n
        \u5f3a\u5316\u5b66\u4e60<\/td>\n\u5916\u90e8\u73af\u5883\u7684\u5956\u52b1\/\u60e9\u7f5a<\/td>\n\u4f9d\u636e\u5916\u90e8\u53cd\u9988\u5224\u65ad\u597d\u574f，\u8ffd\u6c42\u957f\u671f\u6700\u5927\u6536\u76ca<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \n

        \u4e8c\u3001\u6309\u5b66\u4e60\u4efb\u52a1\u5206\u7c7b：\u6a21\u578b\u5230\u5e95\u5728\u201c\u5e72\u201d\u4ec0\u4e48？<\/h3>\n

        \u8bf4\u5b8c\u4e86\u201c\u600e\u4e48\u5b66\u201d，\u518d\u6765\u770b\u201c\u5b66\u4ec0\u4e48\u201d\u3002<\/p>\n

        1. \u5206\u7c7b（Classification）\u2014\u2014\u628a\u4e8b\u7269\u88c5\u8fdb\u8d34\u597d\u6807\u7b7e\u7684\u6846\u91cc<\/h4>\n

        \u5206\u7c7b\u5c5e\u4e8e\u76d1\u7763\u5b66\u4e60\u3002\u6838\u5fc3\u5c31\u662f\u628a\u8f93\u5165\u6570\u636e\u6620\u5c04\u5230\u9884\u5148\u5b9a\u4e49\u597d\u7684\u79bb\u6563\u7c7b\u522b\u6807\u7b7e\u3002<\/p>\n

          \n
        • \u4e8c\u5206\u7c7b：\u5224\u65ad\u90ae\u4ef6\u662f\u4e0d\u662f\u5783\u573e\u90ae\u4ef6，\u8f93\u51fa\u201c\u662f\u201d\u6216\u201c\u5426\u201d\u3002<\/li>\n
        • \u591a\u5206\u7c7b：\u7ed9\u4f60\u4e00\u5e45\u52a8\u7269\u56fe\u7247，\u6a21\u578b\u8f93\u51fa\u5b83\u662f\u8001\u864e\u3001\u72ee\u5b50\u8fd8\u662f\u5927\u8c61\u2014\u2014\u7c7b\u522b\u8fdc\u8d85\u4e24\u79cd，\u4f46\u6bcf\u4e00\u4e2a\u90fd\u662f\u660e\u786e\u7684\u79bb\u6563\u6807\u7b7e\u3002<\/li>\n<\/ul>\n

          2. \u56de\u5f52（Regression）\u2014\u2014\u9884\u6d4b\u4e00\u4e2a\u8fde\u7eed\u7684\u6570\u503c<\/h4>\n

          \u56de\u5f52\u4e0d\u662f\u9884\u6d4b\u201c\u7c7b\u522b\u201d，\u800c\u662f\u9884\u6d4b\u4e00\u4e2a\u5177\u4f53\u7684\u3001\u8fde\u7eed\u7684\u6570\u503c\u3002<\/p>\n

          \u8001\u5e08\u82b1\u4e86\u70b9\u65f6\u95f4\u89e3\u91ca\u79bb\u6563 vs \u8fde\u7eed\u8fd9\u4e2a\u8865\u5145\u77e5\u8bc6\u70b9：<\/p>\n

          \u4eba\u6570\u662f\u79bb\u6563\u7684，\u4e0d\u80fd\u6709 5.5 \u4e2a\u4eba；\u4f46\u80a1\u7968\u4ef7\u683c\u662f\u8fde\u7eed\u7684，\u53ef\u4ee5\u662f 10 \u5143，\u4e5f\u53ef\u4ee5\u662f 10.5 \u5143\u3002<\/p>\n

          \u56de\u5f52\u7684\u4efb\u52a1，\u5c31\u662f\u5229\u7528\u5386\u53f2\u6570\u636e\u62df\u5408\u51fa\u4e00\u6761\u5c3d\u53ef\u80fd\u8d34\u8fd1\u771f\u5b9e\u503c\u7684\u66f2\u7ebf，\u7136\u540e\u7528\u8fd9\u6761\u66f2\u7ebf\u53bb\u63a8\u6d4b\u65b0\u6570\u636e\u70b9\u3002\u6bd4\u5982\u6839\u636e\u5386\u53f2\u80a1\u4ef7，\u9884\u6d4b\u660e\u5929\u80a1\u7968\u7684\u5177\u4f53\u4ef7\u683c\u3002\u8bc4\u4f30\u6807\u51c6\u5c31\u662f\u9884\u6d4b\u503c\u548c\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u8bef\u5dee\u8d8a\u5c0f\u8d8a\u597d，\u5b8c\u5168\u91cd\u5408\u4f60\u5c31\u201c\u66b4\u5bcc\u201d\u4e86\u3002<\/p>\n

          3. \u805a\u7c7b（Clustering）\u2014\u2014\u7269\u4ee5\u7c7b\u805a，\u4eba\u4ee5\u7fa4\u5206<\/h4>\n

          \u805a\u7c7b\u5c5e\u4e8e\u65e0\u76d1\u7763\u5b66\u4e60\u3002\u5b83\u4e0d\u9700\u8981\u9884\u5148\u7ed9\u5b9a\u6807\u7b7e，\u800c\u662f\u6839\u636e\u6570\u636e\u5185\u5728\u76f8\u4f3c\u6027\u81ea\u52a8\u5206\u7ec4\u3002<\/p>\n

          \u8bfe\u4e0a\u4f8b\u5b50\u5f88\u9c9c\u6d3b：\u5173\u4e8e**\u300a\u738b\u8005\u8363\u8000\u300b\u548c\u300a\u539f\u795e\u300b**\u7684\u65b0\u95fb，\u6a21\u578b\u81ea\u52a8\u628a\u5b83\u4eec\u5f52\u4e3a\u4e00\u7c7b，\u56e0\u4e3a\u5b83\u4eec\u7684\u5411\u91cf\u7a7a\u95f4\u8ddd\u79bb\u5f88\u8fd1，\u90fd\u5c5e\u4e8e\u201c\u6e38\u620f\u201d\u7c7b；\u800c\u201c\u5929\u6c14\u201d\u7c7b\u7684\u8ddd\u79bb\u5c31\u5f88\u8fdc\u3002<\/p>\n

          \u8001\u5e08\u7279\u522b\u8865\u5145\u4e86\u4e00\u53e5：\u76f8\u4f3c\u6027\u901a\u5e38\u9760\u5411\u91cf\u7a7a\u95f4\u4e2d\u7684\u8ddd\u79bb\u6765\u8861\u91cf\u3002 \u800c\u4e14\u5982\u679c\u5728\u8fd9\u4e00\u6b65\u4eba\u5de5\u9884\u5148\u6253\u4e0a\u6807\u7b7e，\u5b83\u5c31\u4e0d\u662f\u805a\u7c7b\u4e86，\u800c\u53d8\u6210\u524d\u9762\u8bf4\u7684\u5206\u7c7b\u4efb\u52a1\u3002\u805a\u7c7b\u7684\u7cbe\u9ad3\u5728\u4e8e\u81ea\u52a8\u53d1\u73b0\u7ed3\u6784\u3002<\/p>\n

          4. \u5173\u8054\u89c4\u5219（Association Rules）\u2014\u2014\u53d1\u73b0\u201c\u4e70\u4e86 A \u7684\u4eba\u5927\u6982\u7387\u4e70 B\u201d<\/h4>\n

          \u5173\u8054\u89c4\u5219\u662f\u4ece\u5927\u89c4\u6a21\u6570\u636e\u4e2d\u53d1\u73b0\u53d8\u91cf\u4e4b\u95f4\u9690\u542b\u7684\u4f9d\u8d56\u5173\u7cfb\u6216\u5171\u751f\u6a21\u5f0f\u3002<\/p>\n

          \u6700\u7ecf\u5178\u7684\u4f8b\u5b50\u83ab\u8fc7\u4e8e\u6c83\u5c14\u739b\u201c\u5564\u9152\u4e0e\u5c3f\u5e03\u201d\u3002\u6545\u4e8b\u80cc\u666f：\u4e0a\u4e16\u7eaa 90 \u5e74\u4ee3\u7684\u7f8e\u56fd，\u5988\u5988\u5728\u5bb6\u7167\u987e\u5b9d\u5b9d，\u7238\u7238\u53bb\u8d85\u5e02\u4e70\u5c3f\u5e03，\u987a\u624b\u5c31\u4f1a\u5e26\u74f6\u5564\u9152\u3002\u6c83\u5c14\u739b\u628a\u5564\u9152\u548c\u5c3f\u5e03\u6446\u5728\u4e00\u8d77，\u4e24\u8005\u9500\u91cf\u663e\u8457\u63d0\u5347\u3002\u8fd9\u5c31\u662f\u5178\u578b\u7684\u9690\u542b\u4f9d\u8d56\u3002\u73b0\u5728\u7684\u5546\u54c1\u63a8\u8350\u7cfb\u7edf\u4e5f\u5728\u7528\u540c\u6837\u7684\u903b\u8f91：\u4f60\u4e70\u4e86\u5564\u9152，\u7cfb\u7edf\u5c31\u7ed9\u4f60\u63a8\u5c3f\u5e03（\u6216\u53cd\u4e4b）\u3002<\/p>\n

          5. \u5e8f\u5217\u9884\u6d4b（Sequence Prediction）\u2014\u2014\u5229\u7528\u987a\u5e8f\u4f9d\u8d56，\u9884\u6d4b\u672a\u6765<\/h4>\n

          \u5e8f\u5217\u9884\u6d4b\u7684\u6838\u5fc3\u662f：\u6570\u636e\u4e4b\u95f4\u5b58\u5728\u5f3a\u70c8\u7684\u987a\u5e8f\u4f9d\u8d56\u6027\u3002\u5982\u679c\u6253\u4e71\u987a\u5e8f， predictions \u5c31\u5168\u4e71\u4e86\u3002<\/p>\n

            \n
          • \u6587\u672c\u9884\u6d4b：\u5b66\u4e86\u201c\u5e8a\u524d\u201d，\u9884\u6d4b\u4e0b\u4e00\u4e2a\u662f\u201c\u660e\u6708\u5149\u201d\u3002\u5982\u679c\u4f60\u8bed\u5e8f\u6253\u4e71\u6210\u201c\u5e8a\u524d \u5730\u4e0a\u971c \u7591\u662f \u660e\u6708\u5149\u201d，\u6a21\u578b\u5c31\u4f1a\u201c\u4e71\u62fc\u201d\u3002<\/li>\n
          • \u65f6\u95f4\u5e8f\u5217：\u8bfe\u4e0a\u4e3e\u4e86\u822a\u7a7a\u516c\u53f8\u7684\u7ecf\u5178\u6848\u4f8b\u3002\u6536\u96c6\u4e86 12 \u5e74\u5171 144 \u4e2a\u89c2\u6d4b\u503c\u7684\u4e58\u5ba2\u603b\u6570，\u6570\u636e\u5448\u73b0\u660e\u663e\u7684\u5b63\u8282\u6027（\u590f\u5b63\u9ad8\u3001\u51ac\u5b63\u4f4e）\u548c\u5468\u671f\u6027\u3002\u57fa\u4e8e\u8fd9\u6bb5\u6709\u987a\u5e8f\u7684\u5386\u53f2，\u6a21\u578b\u53ef\u4ee5\u9884\u6d4b\u660e\u5e74 6 \u6708\u4efd\u7684\u4e58\u5ba2\u6570\u91cf\u3002<\/li>\n<\/ul>\n

            \u6700\u540e\u8001\u5e08\u629b\u51fa\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u201c\u6253\u901a\u5f0f\u201d\u77e5\u8bc6\u70b9：\u5927\u8bed\u8a00\u6a21\u578b（LLM）\u7684\u672c\u8d28，\u4e5f\u662f\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u3002\u5b83\u57fa\u4e8e\u4e0a\u4e0b\u6587\u5e8f\u5217，\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u3002\u5b66\u5b8c\u5927\u6a21\u578b\u518d\u56de\u5934\u770b，\u4f1a\u53d1\u73b0\u6240\u6709\u70ab\u6280\u80cc\u540e，\u9075\u5faa\u7684\u90fd\u662f\u8fd9\u4e2a\u57fa\u672c\u903b\u8f91\u3002<\/p>\n

            \n

            \u4e09\u3001\u5199\u5728\u6700\u540e：\u4e24\u4e2a\u7ef4\u5ea6，\u4e00\u5f20\u5730\u56fe<\/h3>\n

            \u56de\u987e\u6574\u5802\u8bfe，\u8001\u5e08\u7684\u903b\u8f91\u975e\u5e38\u6e05\u6670：<\/p>\n

              \n
            • \u6309\u53cd\u9988\u4fe1\u53f7\u5206\u7c7b，\u662f\u5728\u56de\u7b54\u201c\u6a21\u578b\u7684\u5b66\u4e60\u8d44\u6599\u957f\u4ec0\u4e48\u6837\u201d\u2014\u2014\u662f\u6709\u7b54\u6848\u7684\u4e60\u9898\u3001\u6ca1\u7b54\u6848\u7684\u89c2\u5bdf\u3001\u4e00\u534a\u6709\u7b54\u6848\u7684\u5377\u5b50，\u8fd8\u662f\u81ea\u5df1\u7ed9\u81ea\u5df1\u51fa\u9898，\u53c8\u6216\u8005\u662f\u5728\u5b9e\u6218\u5956\u60e9\u4e2d\u81ea\u6211\u8fdb\u5316？<\/li>\n
            • \u6309\u5b66\u4e60\u4efb\u52a1\u5206\u7c7b，\u662f\u5728\u56de\u7b54\u201c\u6a21\u578b\u4ea4\u4e0a\u6765\u7684\u4f5c\u4e1a\u662f\u4ec0\u4e48\u5f62\u6001\u201d\u2014\u2014\u662f\u79bb\u6563\u6807\u7b7e\u3001\u8fde\u7eed\u6570\u503c\u3001\u81ea\u52a8\u5206\u7fa4\u3001\u9690\u542b\u5173\u8054，\u8fd8\u662f\u57fa\u4e8e\u65f6\u95f4\u6216\u6587\u672c\u7684\u987a\u5e8f\u63a8\u6f14？<\/li>\n<\/ul>\n

              \u8fd9\u4e24\u4e2a\u7ef4\u5ea6\u4ea4\u53c9\u5728\u4e00\u8d77，\u5c31\u6784\u6210\u4e86\u7406\u89e3\u673a\u5668\u5b66\u4e60\u4e43\u81f3\u5f53\u4e0b\u5927\u6a21\u578b\u7684\u57fa\u672c\u5750\u6807\u7cfb\u3002\u6bd4\u5982\u5f53\u524d\u706b\u7206\u7684\u5927\u8bed\u8a00\u6a21\u578b，\u653e\u5728\u8fd9\u4e2a\u5750\u6807\u7cfb\u91cc\u770b，\u5b83\u7684\u5e95\u5c42\u5c42\u903b\u8f91\u662f\u81ea\u76d1\u7763\u5b66\u4e60（\u53cd\u9988\u4fe1\u53f7\u7ef4\u5ea6），\u5e72\u7684\u4e8b\u60c5\u662f\u5e8f\u5217\u9884\u6d4b（\u5b66\u4e60\u4efb\u52a1\u7ef4\u5ea6）\u3002\u628a\u8fd9\u4e24\u4e2a\u8eab\u4efd\u540c\u65f6\u770b\u6e05\u695a\u4e86，\u5f88\u591a\u5173\u4e8e\u201c\u5927\u6a21\u578b\u4e3a\u4ec0\u4e48\u80fd\u5b66\u3001\u5728\u5b66\u4ec0\u4e48\u201d\u7684\u56f0\u60d1，\u4e5f\u5c31\u8fce\u5203\u800c\u89e3\u4e86\u3002<\/p>\n

              \n","protected":false},"excerpt":{"rendered":"

              \u4e00\u5802\u8bfe\u6478\u61c2\u673a\u5668\u5b66\u4e60：\u4ece\u201c\u53cd\u9988\u4fe1\u53f7\u201d\u5230\u201c\u5b66\u4e60\u4efb\u52a1\u201d\u7684\u5b8c\u6574\u5750\u6807\u7cfb
              \n\u4e0a\u5b8c\u8fd9\u5802\u673a\u5668\u5b66\u4e60\u7684\u4f53\u7cfb\u68b3\u7406\u8bfe，\u6700\u5927\u7684\u611f\u53d7\u662f：\u9762\u5bf9\u7eb7\u7e41\u590d\u6742\u7684 AI \u672f\u8bed，\u5176\u5b9e\u53ea\u8981\u6293\u51c6**\u201c\u6570\u636e\u4ece\u54ea\u6765\u201d\u548c\u201c\u6a21\u578b\u5e72\u4ec0\u4e48\u201d**\u8fd9\u4e24\u4e2a\u95ee\u9898，\u5c31\u80fd\u628a\u6240\u6709\u6280\u672f\u5bf9\u53f7\u5165\u5ea7\u3002
              \n\u8001\u5e08\u8bfe\u4e0a\u53cd\u590d\u5f3a\u8c03，\u673a\u5668\u5b66\u4e60\u7684\u5206\u7c7b\u6709\u4e24\u5927\u7ef4\u5ea6：
              \n\u6309\u53cd\u9988\u4fe1\u53f7\u5206\u7c7b：\u5173\u6ce8\u6570\u636e\u7684\u6765\u6e90\u65b9\u5f0f，\u4ee5\u53ca\u6a21\u578b\u5728\u5b8c\u6210\u5b66\u4e60\u7684\u8fc7\u7a0b\u4e2d\u5f97\u5230\u4e86\u600e\u6837\u7684\u201c\u6307\u5f15\u201d&#<\/p>\n","protected":false},"author":2,"featured_media":107083,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,50,2395,3684,207,305],"topic":[],"class_list":["post-107084","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-11653","tag-50","tag-2395","tag-3684","tag-207","tag-305"],"yoast_head":"\n\u3010\u8ba4\u8bc6\u673a\u5668\u5b66\u4e60\u3011\u3010\u4e00\u5802\u8bfe\u6478\u61c2\u673a\u5668\u5b66\u4e60\uff1a\u4ece\u201c\u53cd\u9988\u4fe1\u53f7\u201d\u5230\u201c\u5b66\u4e60\u4efb\u52a1\u201d\u7684\u5b8c\u6574\u5750\u6807\u7cfb\u3011\u6d41\u98df\u822c\u6295\u5582 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/107084.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010\u8ba4\u8bc6\u673a\u5668\u5b66\u4e60\u3011\u3010\u4e00\u5802\u8bfe\u6478\u61c2\u673a\u5668\u5b66\u4e60\uff1a\u4ece\u201c\u53cd\u9988\u4fe1\u53f7\u201d\u5230\u201c\u5b66\u4e60\u4efb\u52a1\u201d\u7684\u5b8c\u6574\u5750\u6807\u7cfb\u3011\u6d41\u98df\u822c\u6295\u5582 - 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