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\u5362\u9e70\u7fd4<\/strong>\uff1a\u7b2c\u4e00\u4e2a\u6311\u6218\u662f\u73af\u5883\u7684\u4e0d\u89c4\u5f8b<\/strong>\u3002\u4e0e\u516c\u8def\u4e0a\u7684\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/mark>\u76f8\u6bd4\uff0c\u6211\u4eec\u673a\u5668\u4eba\u9762\u4e34\u7684\u7269\u7406\u73af\u5883\u662f\u975e\u7ed3\u6784\u5316\u7684\uff0c\u89c4\u5f8b\u6027\u66f4\u5dee\u3002\u6211\u4eec\u77e5\u9053\uff0c\u516c\u8def\u662f\u6309\u7167\u4e25\u683c\u7684\u56fd\u5bb6\u6807\u51c6\u6765\u4fee\u7b51\u7684\uff0c\u4f46\u5f53\u6211\u4eec\u53bb\u89e3\u51b3\u4e00\u4e2a\u5f00\u653e\u7269\u7406\u4e16\u754c\u4e2d\u7684\u81ea\u4e3b\u79fb\u52a8\u95ee\u9898\u7684\u65f6\u5019\uff0c\u8fd9\u4e2a\u6709\u5229\u7684\u6761\u4ef6\u5c31\u4e0d\u5b58\u5728\u4e86\u3002\u6211\u4eec\u73b0\u5728\u7684\u843d\u5730\u73af\u5883\u4e3b\u8981\u662f\u57ce\u5e02\uff0c\u5c1a\u6709\u4e00\u4e9b\u5efa\u7b51\u89c4\u8303\u3002\u4f46\u6211\u4eec\u843d\u5730\u7684\u5176\u4ed6\u573a\u666f\uff0c\u6bd4\u5982\u519c\u6751\uff0c\u89c4\u5f8b\u6027\u8981\u66f4\u5dee\u3002\u672a\u6765\uff0c\u6211\u4eec\u53ef\u80fd\u8fd8\u8981\u6269\u5c55\u5230\u91ce\u5916\u3002<\/p>\n

\u7b2c\u4e8c\u4e2a\u6311\u6218\u662f\u89c4\u5219\u7684\u7f3a\u5931<\/strong>\u3002\u516c\u8def\u4e0a\u6709\u660e\u786e\u7684\u4ea4\u901a\u89c4\u5219\uff0c\u4e5f\u6709\u4ea4\u8b66\u6765\u7ef4\u6301\u79e9\u5e8f\uff0c\u8fd9\u76f8\u5f53\u4e8e\u4eba\u4e3a\u5730\u8ba9\u5927\u5bb6\u7684\u884c\u4e3a\u53d8\u5f97\u6709\u89c4\u5f8b\u3002\u8fd9\u5bf9\u4e8e\u673a\u5668\u4eba\u6765\u8bf4\u662f\u975e\u5e38\u6709\u5229\u7684\u4e00\u4e2a\u5ba2\u89c2\u6761\u4ef6\u3002\u4f46\u5728\u5177\u8eab\u667a\u80fd\u6240\u9762\u5bf9\u7684\u5f00\u653e\u7269\u7406\u4e16\u754c\uff0c\u4ea4\u901a\u53c2\u4e0e\u8005\u53d8\u5f97\u66f4\u52a0\u590d\u6742\uff0c\u5305\u62ec\u9a91\u5404\u79cd\u8f66\u7684\u4eba\u751a\u81f3\u5ba0\u7269\uff0c\u4ed6\u4eec\u7684\u884c\u4e3a\u8981\u66f4\u52a0\u968f\u673a\u3002<\/p>\n

\u7b2c\u4e09\u4e2a\u6311\u6218\u662f\u8f85\u52a9\u5de5\u5177\u7684\u7f3a\u5931<\/strong>\u3002\u516c\u8def\u4ea4\u901a\u6709\u6210\u719f\u7684\u751f\u6001\uff0c\u6240\u4ee5\u6709\u4e00\u4e9b\u8f85\u52a9\u5de5\u5177\u88ab\u5f00\u53d1\u51fa\u6765\uff0c\u6bd4\u5982\u767e\u5ea6\u5730\u56fe\uff0c\u5b83\u53ef\u4ee5\u544a\u8bc9\u4f60\u524d\u65b9\u5835\u8f66\u6216\u65bd\u5de5\uff0c\u8bf7\u7ed5\u884c\u3002\u4f46\u5f00\u653e\u7684\u7269\u7406\u4e16\u754c\u4e2d\u5c31\u7f3a\u4e4f\u8fd9\u6837\u7684\u5de5\u5177\u3002<\/p>\n

\u8981\u89e3\u51b3\u524d\u4e24\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e<\/strong>\u3002\u4f46\u662f\u8fd9\u7c7b\u6570\u636e\u662f\u975e\u5e38\u7a00\u7f3a\u7684\u3002\u6211\u4eec\u77e5\u9053\uff0cChatGPT \u5229\u7528\u7684\u662f\u4eba\u7c7b\u8fc7\u53bb\u51e0\u5341\u5e74\u79ef\u6512\u4e0b\u6765\u7684\u4e92\u8054\u7f51\u6570\u636e\u3002\u7269\u7406\u4e16\u754c\u7684\u6570\u636e\u53ef\u80fd\u5728\u6709\u4e86\u81ea\u52a8\u9a7e\u9a76\u8fd9\u6837\u7684\u884c\u4e1a\u4e4b\u540e\u624d\u88ab\u7cfb\u7edf\u5730\u6536\u96c6\uff0c\u8fd9\u548c\u4e92\u8054\u7f51\u6570\u636e\u5b8c\u5168\u4e0d\u5728\u4e00\u4e2a\u91cf\u7ea7\u3002\u800c\u6211\u4eec\u60f3\u8981\u7684\u5f00\u653e\u7269\u7406\u4e16\u754c\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u66f4\u7a00\u7f3a\u4e86\u3002\u9488\u5bf9\u8fd9\u4e2a\u6570\u636e\u83b7\u53d6\u96be\u9898\uff0c\u6211\u4eec\u6700\u521d\u7684\u60f3\u6cd5\u662f\u5229\u7528\u4eba\u9a7e\u9a76\u7684\u7535\u52a8\u8f6e\u6905\u6765\u83b7\u53d6\u4f17\u5305\u6570\u636e\u3002\u5728\u63a5\u89e6\u5230\u672b\u7aef\u7269\u6d41\u573a\u666f\u548c\u5ba2\u6237\u4e4b\u540e\uff0c\u6211\u4eec\u9010\u6e10\u8fed\u4ee3\u6210\u73b0\u5728\u8fd9\u79cd\u5229\u7528\u9a91\u624b\u8f7d\u5177\uff0c\u4e5f\u5c31\u662f\u9a91\u624b\u9a7e\u9a76\u7684\u7535\u74f6\u8f66\u6765\u83b7\u53d6\u3002<\/p>\n

\u6253\u7834\u6570\u636e\u9b54\u5492\u6740\u624b\u950f \u2014\u2014\u300c\u91cf\u5927\u7ba1\u9971\u300d\u7684\u9a91\u624b\u5f71\u5b50\u7cfb\u7edf<\/strong><\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u80fd\u5426\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u4eec\u7684\u6570\u636e\u83b7\u53d6\u601d\u8def\uff1f<\/strong><\/p>\n

\u5362\u9e70\u7fd4<\/strong>\uff1a\u5728\u6570\u636e\u83b7\u53d6\u5c42\u9762\uff0c\u5e02\u9762\u4e0a\u6709\u51e0\u79cd\u4e0d\u540c\u7684\u601d\u8def\uff0c\u591a\u6570\u60c5\u51b5\u4e0b\u8fd9\u4e9b\u601d\u8def\u662f\u5e76\u5b58\u7684\u3002\u5404\u5bb6\u516c\u53f8\u53ef\u80fd\u4f1a\u4ee5\u4e0d\u540c\u7684\u6bd4\u4f8b\u53bb\u9009\u62e9\u4e00\u79cd\u7ec4\u5408\u65b9\u5f0f\u3002<\/p>\n

\u9996\u5148\u8bf4\u4eff\u771f\u6570\u636e\u3002\u6709\u4e00\u90e8\u5206\u516c\u53f8\u4f1a\u6bd4\u8f83\u8ba4\u540c\u4eff\u771f\u6570\u636e\u7684\u4ef7\u503c\uff0c\u6bd4\u5982\u53bb\u5e74 Hinton \u4ee5\u987e\u95ee\u8eab\u4efd\u52a0\u5165\u7684 Vayu Robotics \u673a\u5668\u4eba\u516c\u53f8\u3002\u6211\u4eec\u4e5f\u7528\u4eff\u771f\u6570\u636e\uff0c\u6709\u81ea\u5df1\u7684\u4eff\u771f\u6a21\u62df\u5668\u3002\u4f46\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6211\u4eec\u66f4\u770b\u91cd\u771f\u5b9e\u6570\u636e\uff0c\u6211\u4eec\u8ba4\u4e3a\u771f\u5b9e\u6570\u636e\u7684\u4ef7\u503c\u662f\u65e0\u53ef\u66ff\u4ee3\u7684<\/strong>\u3002\u4eff\u771f\u6570\u636e\u5bf9\u4e8e\u6211\u4eec\u6765\u8bf4\u4e3b\u8981\u662f\u5728\u771f\u5b9e\u6570\u636e\u7684\u57fa\u7840\u4e0a\u964d\u672c\u589e\u6548\u3002<\/p>\n

\u771f\u5b9e\u6570\u636e\u7684\u83b7\u53d6\u4e5f\u5206\u4e3a\u4e24\u79cd\uff0c\u4e00\u79cd\u662f on policy \u7684\uff0c\u4e00\u79cd\u662f off policy \u7684\u3002on policy \u6570\u636e\u5c31\u662f\u90e8\u7f72\u7684\u673a\u5668\u4eba\u5728\u6bcf\u5929\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u6570\u636e\u3002\u8fd9\u79cd\u6570\u636e\u76ee\u524d\u662f\u975e\u5e38\u7a00\u7f3a\u4e14\u6602\u8d35\u7684\uff0c\u56e0\u4e3a\u5b83\u8981\u5728\u673a\u5668\u4eba\u843d\u5730\u4e4b\u540e\u624d\u4f1a\u6709\uff0c\u8fd9\u5c31\u4f1a\u53d8\u6210\u4e00\u4e2a\u300c\u5148\u6709\u9e21\u8fd8\u662f\u5148\u6709\u86cb\u300d\u7684\u95ee\u9898\u3002\u6240\u4ee5\u6211\u4eec\u5c31\u8981\u7a81\u7834\u8fd9\u4e2a\u6280\u672f\u74f6\u9888\uff0c\u5b9e\u73b0\u5bf9 off policy \u7684\u6570\u636e\u7684\u5229\u7528\u80fd\u529b\u3002<\/p>\n

\u7b80\u5355\u6765\u8bf4\u5c31\u662f\uff0c\u5982\u679c\u53ea\u662f\u5229\u7528\u6211\u4eec\u90e8\u7f72\u5728\u5c71\u59c6\u7684\u4e00\u4e9b\u673a\u5668\u4eba\u6765\u83b7\u53d6\u6570\u636e\uff0c\u5b83\u7684\u6548\u7387\u975e\u5e38\u4f4e\uff0c\u6210\u672c\u4e5f\u5f88\u9ad8\u3002\u4f46\u662f\uff0c\u5982\u679c\u80fd\u5229\u7528\u9a91\u624b\u9a7e\u9a76\u7535\u74f6\u8f66\u4ea7\u751f\u7684\u6570\u636e\uff0c\u8fd8\u6709\u4e00\u4e9b\u7535\u52a8\u8f6e\u6905\u4ea7\u751f\u7684\u6570\u636e\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u5c31\u80fd\u591f\u5728\u77ed\u65f6\u95f4\u5185\u83b7\u53d6\u5927\u91cf\u6570\u636e\uff0c\u800c\u4e14\u8fd9\u4e9b\u6570\u636e\u7684\u8425\u517b\u4e5f\u5f88\u4e30\u5bcc\u3002<\/p>\n

\u4f5c\u4e3a\u4e00\u5bb6\u770b\u91cd\u4eff\u771f\u6570\u636e\u7684\u516c\u53f8\uff0cVayu Robotics \u4e5f\u662f\u8ba4\u540c\u771f\u5b9e\u6570\u636e\u7684\u4ef7\u503c\u7684\u3002\u4ed6\u4eec\u4f1a\u5728\u7845\u8c37\u96c7\u4f63\u4e00\u4e9b\u9a91\u624b\uff0c\u4ea7\u751f\u4e00\u4e9b\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\uff0c\u7136\u540e\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u5229\u7528\u4eff\u771f\u6a21\u62df\u5668\u53bb\u8bad\u7ec3\u3002<\/p>\n

\u4f46\u8fd9\u65b9\u9762\u6211\u4eec\u5b58\u5728\u4e00\u4e9b\u56fd\u60c5\u4f18\u52bf<\/strong>\u3002\u6211\u56fd\u662f\u4e00\u4e2a\u975e\u673a\u52a8\u8f66\u5927\u56fd\uff0c\u4e00\u65b9\u9762\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u673a\u5668\u4eba\u7684\u5e94\u7528\u573a\u666f\u4f1a\u6bd4\u8f83\u5927\u3001\u6bd4\u8f83\u4e30\u5bcc\uff0c\u8986\u76d6\u5404\u4e2a\u57ce\u5e02\u7684\u5927\u8857\u5c0f\u5df7\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u6211\u4eec\u7684\u9a91\u624b\u4ea7\u751f\u7684\u6570\u636e\u662f\u91cf\u5927\u7ba1\u9971\u7684\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7f8e\u56fd\u7684\u4e00\u4e9b\u516c\u53f8\u5c31\u4e0d\u592a\u5bb9\u6613\u5927\u91cf\u83b7\u53d6\u8fd9\u7c7b\u6570\u636e\uff0c\u9700\u8981\u8bf7\u4e00\u4e9b\u4e13\u4e1a\u7684\u4eba\uff0c\u4ee5\u9ad8\u6602\u7684\u6210\u672c\u53bb\u91c7\u96c6\u3002<\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u60a8\u8bf4\u7684\u300c\u91cf\u5927\u7ba1\u9971\u300d\u662f\u600e\u6837\u4e00\u4e2a\u6982\u5ff5\uff1f<\/strong><\/p>\n

\u5362\u9e70\u7fd4<\/strong>\uff1a\u6211\u8fd9\u91cc\u6709\u4e00\u4e9b\u6570\u636e\u3002\u4e2d\u56fd\u9a91\u624b\u5e73\u5747\u6bcf\u4eba\u6bcf\u5929\u4f1a\u8dd1 100 \u5230 200 \u516c\u91cc\u3002\u6211\u4eec\u5728\u82cf\u5dde\u4e00\u4e2a\u666e\u901a\u8d85\u5e02\u843d\u5730\u7684\u524d\u7f6e\u4ed3\uff0c\u4e00\u822c\u914d\u5907 15 \u5230 20 \u4e2a\u9a91\u624b\u3002\u8fd9\u4e9b\u9a91\u624b\u4e00\u4e2a\u6708\u4ea7\u751f\u7684\u6570\u636e\u8f7b\u8f7b\u677e\u677e\u5c31\u4f1a\u8d85\u8fc7 10 \u4e07\u516c\u91cc\uff0c\u4e00\u5e74\u80af\u5b9a\u53ef\u4ee5\u8d85\u8fc7\u767e\u4e07\u516c\u91cc\uff0c\u901a\u5e38\u53ef\u4ee5\u63a5\u8fd1 200 \u4e07\u516c\u91cc\u3002<\/p>\n

\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u56fd\u5185\u6700\u5934\u90e8\u7684\u505a Robotaxi \u7684 L4 \u516c\u53f8\uff0c\u81ea\u6210\u7acb\u4ee5\u6765\u79ef\u7d2f\u7684\u6570\u636e\u57fa\u672c\u4e0a\u4e5f\u53ea\u6709\u51e0\u767e\u4e07\u516c\u91cc\uff0c\u50cf Waymo<\/mark> \u8fd9\u6837\u7684\u5168\u7403\u5934\u90e8\u516c\u53f8\u4e5f\u5c31\u4e24\u5343\u4e07\u516c\u91cc\u3002\u5f53\u7136\uff0c\u91cc\u7a0b\u6570\u662f\u4e00\u4e2a\u6bd4\u8f83\u7b80\u5355\u7684\u7ef4\u5ea6\u3002\u4f46\u5728\u8fd9\u4e2a\u7b80\u5355\u7684\u7ef4\u5ea6\u4e0a\uff0c\u6211\u4eec\u5229\u7528\u9a91\u624b\u5f71\u5b50\u7cfb\u7edf\u4ec5\u5728\u5355\u4e00\u524d\u7f6e\u4ed3\u843d\u5730\u4e0d\u5230\u4e24\u5e74\u6240\u4ea7\u751f\u7684\u6570\u636e\u91cf\uff0c\u5c31\u76f8\u5f53\u4e8e\u4e00\u5bb6\u56fd\u5185\u5934\u90e8\u81ea\u52a8\u9a7e\u9a76\u516c\u53f8\u81ea\u6210\u7acb\u4ee5\u6765\u7684\u8def\u6d4b\u79ef\u7d2f\u603b\u548c<\/strong>\u3002<\/p>\n

\u6211\u4eec\u8fd8\u6709\u4e00\u4e2a\u5bf9\u6bd4\u5bf9\u8c61\uff0c\u5c31\u662f\u7279\u65af\u62c9\u3002\u4ed6\u4eec\u5728 2014 \u5e74\u5c31\u63a8\u51fa\u4e86\u7b2c\u4e00\u6b3e\u642d\u8f7d Autopilot \u8f6f\u786c\u4ef6\u7684\u8f66\u578b\uff0c\u5f00\u59cb\u6536\u96c6\u9a7e\u9a76\u6570\u636e\u3002\u622a\u81f3\u4eca\u5e74\u521d\u7279\u65af\u62c9\u63a8\u51faV12.3\uff0c\u4ed6\u4eec\u5728\u8fc7\u53bb\u5341\u5e74\u95f4\u4e00\u5171\u79ef\u7d2f\u4e86\u5c06\u8fd120\u4ebf\u516c\u91cc\u4eba\u7c7b\u9a7e\u9a76\u6570\u636e\u7528\u4e8e\u667a\u80fd\u9a7e\u9a76\u7cfb\u7edf\u7684\u8bad\u7ec3\uff0c\u5728\u5168\u7403\u8303\u56f4\u5185\u4e5f\u79f0\u5f97\u4e0a\u9065\u9065\u9886\u5148\u3002\u800c\u5bf9\u4e8e\u4e2d\u56fd\u7684600\u4e07\u6d3b\u8dc3\u9a91\u624b\u7fa4\u4f53\u800c\u8a00\uff0c20\u4ebf\u516c\u91cc\u53ea\u662f\u4ed6\u4eec\u4e00\u4e24\u5929\u8dd1\u7684\u91cf\uff0c\u6211\u4eec\u53eb\u300c\u4e2d\u56fd\u9a91\u624b\u4e00\u5929\uff0c\u7279\u65af\u62c9\u6c7d\u8f66\u5341\u5e74<\/strong>\u300d\u3002\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u91cf\u5927\u7ba1\u9971\u3002\u53ef\u4ee5\u8bf4\uff0c\u9a91\u624b\u5f71\u5b50\u7cfb\u7edf\u4e3a\u6211\u4eec\u8fed\u4ee3\u4ea7\u54c1\u63d0\u4f9b\u4e86\u975e\u5e38\u53ef\u9760\u7684\u6570\u636e\u4fdd\u969c\u3002<\/p>\n

\u4f46\u9664\u4e86\u91cf\u5927\u7ba1\u9971\uff0c\u9a91\u624b\u5f71\u5b50\u7cfb\u7edf\u4ea7\u751f\u7684\u6570\u636e\u8fd8\u6709\u4e00\u4e9b\u4f18\u52bf\u3002\u7b2c\u4e00\u662f\u6210\u672c\u3002\u6211\u4eec\u662f\u8ba9\u9a91\u624b\u5728\u9001\u5355\u7684\u8fc7\u7a0b\u4e2d\u79ef\u7d2f\u6570\u636e\uff0c\u8fd9\u5bf9\u4e8e\u4ed6\u4eec\u6765\u8bf4\u6ca1\u6709\u8fb9\u9645\u6210\u672c\uff0c\u6211\u4eec\u7684\u6210\u672c\u4e5f\u975e\u5e38\u4f4e\u3002\u7b2c\u4e8c\u662f\u6570\u636e\u7684\u4e30\u5bcc\u5ea6\u3002\u9a91\u624b\u7684\u6570\u636e\u662f\u5728\u771f\u5b9e\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u4ea7\u751f\u7684\uff0c\u800c\u4e14\u8d8a\u662f\u7ecf\u6d4e\u53d1\u8fbe\u3001\u4eba\u53e3\u5bc6\u96c6\u3001\u63a5\u8fd1\u57ce\u5e02\u4e2d\u5fc3\u7684\u5730\u65b9\uff0c\u5b83\u4ea7\u751f\u7684\u6570\u636e\u5c31\u8d8a\u591a\u3002\u8fd9\u4e9b\u6570\u636e\u5305\u542b\u4e00\u5e74\u56db\u5b63\u3001\u5404\u79cd\u5929\u6c14\u72b6\u51b5\u3002\u5b83\u672c\u8eab\u7684\u590d\u6742\u5ea6\u3001\u4ee3\u8868\u5ea6\u90fd\u5f88\u597d\uff0c\u907f\u514d\u4e86\u9ad8\u5ea6\u540c\u8d28\u5316\u7684\u60c5\u51b5\u3002<\/p>\n

\u6240\u4ee5\uff0c\u65e0\u8bba\u662f\u4ece\u6570\u91cf\u3001\u8d28\u91cf\u8fd8\u662f\u6210\u672c\u6765\u8bf4\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u4ea7\u751f\u7684\u6570\u636e\u90fd\u7b26\u5408\u300c\u597d\u6570\u636e\u300d\u7684\u6807\u51c6<\/strong>\u3002\u76ee\u524d\uff0c\u6211\u4eec\u5df2\u7ecf\u5f00\u59cb\u548c\u4e00\u4e9b\u9500\u552e\u7535\u52a8\u4e24\u8f6e\u8f66\u7684\u4e3b\u673a\u5382\u5408\u4f5c\uff0c\u6253\u7b97\u5728\u5370\u5ea6\u90e8\u7f72\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u91cf\u5927\u7ba1\u9971\u7684\u73af\u5883\u3002<\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u80fd\u5426\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e0b\u300c \u9a91\u624b\u5f71\u5b50\u7cfb\u7edf\u300d\u7684\u6280\u672f\u7ec6\u8282\uff1f<\/strong><\/p>\n

\u5362\u9e70\u7fd4<\/strong>\uff1a\u8fd9\u4e2a\u7cfb\u7edf\u4e3b\u8981\u901a\u8fc7\u4e00\u5957\u8f66\u8f7d\u786c\u4ef6\u91c7\u4e09\u79cd\u6570\u636e\u3002\u4e00\u662f\u73af\u5883\u6570\u636e\uff0c\u5373\u901a\u8fc7\u6444\u50cf\u5934\u91c7\u96c6\u8def\u51b5\u3001\u969c\u788d\u7269\u7b49\u89c6\u89c9\u6570\u636e\u3002\u4e8c\u662f\u5b9a\u4f4d\u6570\u636e\uff0c\u901a\u8fc7\u6bd4\u8f83\u4fbf\u5b9c\u7684 RTK \u6765\u91c7\u96c6\u3002\u4e09\u662f\u64cd\u4f5c\u6570\u636e\uff0c\u5373\u9a91\u624b\u5728\u67d0\u79cd\u7279\u5b9a\u60c5\u51b5\u4e0b\u8fdb\u884c\u4e86\u4ec0\u4e48\u6837\u7684\u64cd\u4f5c\uff0c\u6bd4\u5982\u8e29\u6cb9\u95e8\u3001\u5239\u8f66\u6216\u8005\u5de6\u62d0\u53f3\u62d0\u3002\u5728\u91c7\u5230\u8fd9\u4e9b\u6570\u636e\u540e\uff0c\u6211\u4eec\u5c31\u901a\u8fc7\u6a21\u4eff\u5b66\u4e60<\/mark>\u548c\u5f3a\u5316\u5b66\u4e60<\/mark>\u7684\u65b9\u5f0f\uff0c\u8ba9\u6a21\u578b\u53bb\u5b66\u4e60\u4eba\u7c7b\u7684\u884c\u4e3a\uff0c\u9010\u6e10\u5411\u4eba\u7c7b\u884c\u4e3a\u9760\u62e2\u3002<\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u8fd9\u4e2a\u7cfb\u7edf\u80fd\u8ba9\u673a\u5668\u4eba\u77e5\u9053\u5b9e\u65f6\u8def\u51b5\uff1f<\/strong><\/p>\n

\u5362\u9e70\u7fd4<\/strong>\uff1a\u662f\u7684\uff0c\u56e0\u4e3a\u672b\u7aef\u9053\u8def\u7684\u901a\u884c\u80fd\u529b\u4f1a\u975e\u5e38\u9891\u7e41\u5730\u53d1\u751f\u53d8\u5316\uff0c\u89e3\u51b3\u673a\u5668\u4eba\u672b\u7aef\u79fb\u52a8\u4e0d\u4ec5\u8981\u89e3\u51b3 AI \u95ee\u9898\uff0c\u8fd8\u8981\u89e3\u51b3\u60c5\u62a5\u95ee\u9898<\/strong>\u3002\u5c31\u50cf\u8001\u53f8\u673a\u4e5f\u9700\u8981\u767e\u5ea6\u5730\u56fe\u6765\u63d0\u793a\u524d\u65b9\u9053\u8def\u6709\u5835\u8f66\u4e00\u6837\u3002\u6bd4\u5982\u8bf4\uff0c\u5728\u975e\u673a\u52a8\u8f66\u9053\u4e0a\uff0c\u6211\u4eec\u7ecf\u5e38\u4f1a\u9047\u5230\u4e24\u4e2a\u62e6\u8def\u6869\uff0c\u5b83\u4eec\u5c06\u9053\u8def\u5206\u6210\u4e09\u6761\u3002\u901a\u5e38\u4e2d\u95f4\u7684\u90a3\u6761\u6700\u597d\u8d70\u3002\u4f46\u5982\u679c\u4e34\u65f6\u51fa\u73b0\u4e00\u4e2a\u5546\u8d29\u5360\u636e\u4e86\u4e2d\u95f4\u8fd9\u6761\u8def\uff0c\u5f00\u59cb\u5728\u90a3\u91cc\u5356\u7ea2\u85af\uff0c\u8fd9\u6761\u8def\u5c31\u8d70\u4e0d\u901a\u4e86\u3002\u8fd9\u4e2a\u65f6\u5019\uff0c\u673a\u5668\u4eba\u9700\u8981\u63d0\u524d\u77e5\u9053\u600e\u4e48\u9009\u62e9\u6700\u4f73\u8def\u7ebf\u3002\u800c\u7ecf\u8fc7\u8fd9\u91cc\u7684\u9a91\u624b\u81ea\u7136\u4f1a\u505a\u51fa\u5e94\u53d8\uff0c\u6bd4\u5982\u4ed6\u53ef\u80fd\u8bf4\u300c\u5e08\u5085\u80fd\u4e0d\u80fd\u8ba9\u4e00\u8ba9\u300d\uff0c\u5982\u679c\u5546\u8d29\u8ba9\u5f00\u4e86\uff0c\u673a\u5668\u4eba\u5c31\u80fd\u77e5\u9053\u8fd9\u6761\u8def\u662f\u53ef\u4ee5\u901a\u884c\u7684\u3002\u5982\u679c\u4e0d\u8ba9\uff0c\u9a91\u624b\u5c31\u4f1a\u9009\u62e9\u4e00\u6761\u6b21\u4f18\u8def\u7ebf\uff0c\u673a\u5668\u4eba\u4e5f\u80fd\u77e5\u9053\u3002\u5b8c\u6210\u8fd9\u4e9b\u53ea\u9700\u8981\u9a91\u624b\u5b9e\u65f6\u56de\u4f20 RTK \u5b9a\u4f4d\u6570\u636e\u3002\u8fd9\u548c\u767e\u5ea6\u5730\u56fe\u5b9e\u65f6\u63d0\u9192\u524d\u65b9\u5835\u8f66\u7684\u539f\u7406\u662f\u76f8\u4f3c\u7684\u3002<\/p>\n

\u4e0d\u4ec5\u5df2\u843d\u5730\uff0c\u8fd8\u80fd\u76c8\u4e8f\u5e73\u8861<\/strong><\/p>\n

\u673a\u5668\u4e4b\u5fc3<\/mark>\uff1a\u521a\u624d\u63d0\u5230\uff0c\u53bb\u5e74\uff0c\u56fe\u7075\u5956\u5f97\u4e3b Hinton \u52a0\u5165\u4e86\u4e00\u5bb6\u540d\u53eb Vayu Robotics \u7684\u673a\u5668\u4eba\u516c\u53f8\u3002\u5728\u60a8\u770b\u6765\uff0c\u8fd9\u5bb6\u516c\u53f8\u6709\u54ea\u4e9b\u5438\u5f15 Hinton \u7684\u7279\u70b9\uff1f<\/strong><\/p>\n

\u5362\u9e70\u7fd4<\/strong>\uff1a\u5f53\u65f6 Hinton \u81ea\u5df1\u53d1\u4e86\u4e00\u4e2a\u5e16\u5b50\u6765\u9610\u8ff0\u4ed6\u52a0\u5165 Vayu \u7684\u539f\u56e0\uff0c\u5c31\u662f\u770b\u4e2d\u4e86\u672b\u7aef\u7269\u6d41\u8fd9\u4e2a\u573a\u666f\u7684\u9ad8\u5b89\u5168\u6027\u548c\u53ef\u843d\u5730\u6027\u3002<\/p>\n

\u6211\u4eec\u77e5\u9053\uff0cHinton \u975e\u5e38\u5173\u6ce8 AI \u5b89\u5168\u3002\u4ed6\u5728\u5e16\u5b50\u91cc\u63d0\u5230\uff0c\u8fd9\u4e2a\u9001\u8d27\u673a\u5668\u4eba\u7684\u52a8\u80fd\u53ea\u6709\u6c7d\u8f66\u7684 1%\u3002\u62ff\u6211\u4eec\u8fd9\u4e2a\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u5b83\u7684\u6781\u9650\u52a8\u80fd\u4e5f\u5c31 500 \u7126\u8033\uff0c\u8fd9\u76f8\u5f53\u4e8e\u4e00\u4e2a 70 \u516c\u65a4\u7684\u4eba\u4ece\u4e00\u628a\u6905\u5b50\u9ad8\u7684\u5730\u65b9\u8dcc\u843d\u4ea7\u751f\u7684\u80fd\u91cf\u3002\u6240\u4ee5\u5982\u679c\u8fd9\u4e2a\u673a\u5668\u4eba\u4e0d\u5c0f\u5fc3\u649e\u5230\u4eba\uff0c\u5b83\u81f3\u591a\u628a\u4eba\u649e\u75bc\uff0c\u4e0d\u4f1a\u649e\u4f24\uff0c\u5bb9\u9519\u7387\u5f88\u9ad8\u3002<\/p>\n

<\/a><\/p>\n

<\/a><\/p>\n

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