{"id":36705,"date":"2025-01-16T23:00:13","date_gmt":"2025-01-16T15:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=36705"},"modified":"2025-01-16T23:00:13","modified_gmt":"2025-01-16T15:00:13","slug":"%e9%a6%96%e4%b8%aa%e8%87%aa%e4%b8%bb%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0ai%e5%b7%a5%e7%a8%8b%e5%b8%88%ef%bc%8c%e5%88%9a%e9%97%ae%e4%b8%96%e5%b0%b1%e7%a7%92%e4%ba%86openai-o1%ef%bc%8ckaggle","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36705","title":{"rendered":"\u200b\u9996\u4e2a\u81ea\u4e3b\u673a\u5668\u5b66\u4e60AI\u5de5\u7a0b\u5e08\uff0c\u521a\u95ee\u4e16\u5c31\u79d2\u4e86OpenAI o1\uff0cKaggle\u5927\u5e08\u62ff\u5230\u9971"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u200b\u9996\u4e2a\u81ea\u4e3b\u673a\u5668\u5b66\u4e60AI\u5de5\u7a0b\u5e08\uff0c\u521a\u95ee\u4e16\u5c31\u79d2\u4e86OpenAI o1\uff0cKaggle\u5927\u5e08\u62ff\u5230\u9971<\/a><\/p>\n

\u00a0Open AI \u7684\u63a8\u7406\u6a21\u578b o1\uff0c\u8fd9\u4e48\u5feb\u5c31\u88ab\u6bd4\u4e0b\u53bb\u4e86\uff1f<\/p>\n

\u672c\u5468\u4e94\uff0cAI \u793e\u533a\u89c1\u8bc1\u4e86\u53c8\u4e00\u9879\u7a81\u7834\uff1a\u4e00\u4e2a\u5b8c\u5168\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\u6d41\u7a0b\u7684 AI \u5de5\u7a0b\u5e08\uff0c\u80fd\u8f7b\u677e\u83b7\u5f97 Kaggle \u5927\u5e08\u6c34\u5e73\uff0c\u5728\u53c2\u4e0e\u7684 50 \u4e2a Kaggle \u7ade\u8d5b\u4e0a\u83b7\u5f97\u4e86\u5176\u4e2d 26% \u7684\u5956\u724c\uff0c\u6210\u7ee9\u8fdc\u8fdc\u4f18\u4e8e\u4e4b\u524d Open AI \u7684\u5f3a\u5316\u5b66\u4e60\u52a0\u5f3a\u7248\u7684 o1 \u6a21\u578b\u3002<\/p>\n

\u521b\u9020\u8fd9\u9879\u7eaa\u5f55\u7684 AI\uff0c\u6765\u81ea\u4e00\u5bb6\u540d\u4e3a NEO \u7684\u521b\u4e1a\u516c\u53f8\u3002<\/p>\n

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\u636e\u8be5\u516c\u53f8\u4ecb\u7ecd\uff0cNEO \u53ef\u4ee5\u81ea\u52a8\u5316\u6574\u4e2a\u673a\u5668\u5b66\u4e60\u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4e3a\u5f00\u53d1\u4eba\u5458\u8282\u7701\u6570\u5343\u5c0f\u65f6\u7684\u7e41\u91cd\u5de5\u4f5c\u3002\u5b83\u662f\u4e00\u4e2a\u591a\u667a\u80fd\u4f53\uff08AI Agent\uff09\u7cfb\u7edf\uff0c\u53ef\u7528\u5e76\u884c\u7684\u65b9\u5f0f\u89e3\u51b3\u5355\u4e00\u95ee\u9898\u3002<\/strong><\/p>\n

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\u76ee\u524d\u8fd9\u4e00 AI \u7cfb\u7edf\u8fd8\u5728\u5185\u6d4b\u7533\u8bf7\u9636\u6bb5\uff0c\u9664\u4e86\u89c6\u9891 Demo \u5185\u5bb9\uff0c\u6211\u4eec\u8fd8\u80fd\u627e\u5230\u5b98\u65b9\u7684\u7b80\u5355\u4ecb\u7ecd\uff1a<\/p>\n

\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u6311\u6218<\/strong><\/p>\n

\u9996\u5148\u662f NEO \u5e0c\u671b\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

\u673a\u5668\u5b66\u4e60\u7684\u300c\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u300d\u8fd9\u4e00\u770b\u4f3c\u7b80\u5355\u7684\u524d\u63d0\u63a9\u76d6\u4e86\u5f00\u53d1\u4eba\u5458\u6bcf\u5929\u9762\u4e34\u6311\u6218\u7684\u590d\u6742\u6027\u3002\u867d\u7136\u4f20\u7edf\u7f16\u7a0b\u9075\u5faa\u660e\u786e\u7684\u89c4\u5219\u548c\u903b\u8f91\u8def\u5f84\uff0c\u4f46\u673a\u5668\u5b66\u4e60\u5f15\u5165\u4e86\u4e00\u7cfb\u5217\u65b0\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u5373\u4f7f\u662f\u7ecf\u9a8c\u4e30\u5bcc\u7684\u5f00\u53d1\u4eba\u5458\u4e5f\u96be\u4ee5\u5e94\u5bf9\u3002\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u673a\u5668\u5b66\u4e60\u4e0d\u4ec5\u9700\u8981\u4ee3\u7801\u5f00\u53d1\u7684\u4e13\u4e1a\u77e5\u8bc6\uff0c\u8fd8\u9700\u8981\u5bf9\u7edf\u8ba1\u5b66\u3001\u7ebf\u6027\u4ee3\u6570\u548c\u5fae\u79ef\u5206\u6709\u6df1\u5165\u7684\u7406\u89e3\uff0c\u8fd9\u662f\u8bb8\u591a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u81ea\u5927\u5b66\u6bd5\u4e1a\u540e\u5c31\u4e0d\u518d\u9047\u5230\u7684\u6570\u5b66\u95ee\u9898\u3002<\/p>\n

\u5f00\u53d1\u4eba\u5458\u9762\u4e34\u7684\u7b2c\u4e00\u4e2a\u969c\u788d\u662f\u6570\u636e\u8d28\u91cf\u548c\u51c6\u5907<\/strong>\u3002\u539f\u59cb\u6570\u636e\u5f88\u5c11\u4ee5\u5e72\u51c0\u3001\u76f4\u63a5\u53ef\u7528\u7684\u683c\u5f0f\u51fa\u73b0\u3002\u76f8\u53cd\uff0c\u5f00\u53d1\u4eba\u5458\u5fc5\u987b\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u5904\u7406\u7f3a\u5931\u503c\u3001\u5f02\u5e38\u503c\u548c\u4e0d\u4e00\u81f4\u7684\u683c\u5f0f\uff0c\u540c\u65f6\u505a\u51fa\u6709\u5173\u6570\u636e\u6e05\u7406\u7684\u5173\u952e\u51b3\u7b56\uff0c\u8fd9\u53ef\u80fd\u4f1a\u663e\u8457\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/p>\n

\u6a21\u578b\u7684\u9009\u62e9<\/strong>\u5e26\u6765\u4e86\u53e6\u4e00\u5c42\u590d\u6742\u6027\u3002\u5728\u89e3\u51b3\u67d0\u4e2a\u95ee\u9898\u65f6\u901a\u5e38\u4f1a\u6709\u51e0\u5341\u79cd\u7b97\u6cd5\u53ef\u7528\uff0c\u6bcf\u79cd\u7b97\u6cd5\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\uff0c\u9009\u62e9\u6b63\u786e\u7684\u65b9\u6cd5\u6210\u4e3a\u4e00\u4e2a\u5173\u952e\u7684\u51b3\u7b56\u70b9\u3002\u4ec5\u795e\u7ecf\u7f51\u7edc\u5c31\u63d0\u4f9b\u4e86\u65e0\u6570\u7684\u67b6\u6784\u53ef\u80fd\u6027\uff0c\u4ece\u7b80\u5355\u7684\u524d\u9988\u7f51\u7edc\u5230 Transformer\uff0c\u6bcf\u4e2a\u6a21\u578b\u90fd\u9700\u8981\u4ed4\u7ec6\u8c03\u6574\u8d85\u53c2\u6570\u3002<\/p>\n

\u8ba1\u7b97\u8d44\u6e90<\/strong>\u589e\u52a0\u4e86\u53e6\u4e00\u4e2a\u590d\u6742\u6027\u7ef4\u5ea6\u3002\u867d\u7136\u5c0f\u578b\u6a21\u578b\u53ef\u4ee5\u5728\u7b14\u8bb0\u672c\u7535\u8111\u4e0a\u8fd0\u884c\uff0c\u4f46\u5f88\u591a\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u901a\u5e38\u9700\u8981\u4e91\u57fa\u7840\u8bbe\u65bd\u3001\u5206\u5e03\u5f0f\u8ba1\u7b97\u548c GPU \u4f18\u5316\u3002\u5f00\u53d1\u4eba\u5458\u5fc5\u987b\u719f\u7ec3\u638c\u63e1 Docker\u3001Kubernetes \u548c\u5404\u79cd\u4e91\u5e73\u53f0\u7b49\u5de5\u5177\u3002<\/p>\n

\u90e8\u7f72<\/strong>\u672c\u8eab\u4e5f\u5e26\u6765\u4e86\u4e00\u7cfb\u5217\u6311\u6218\u3002\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u8868\u73b0\u4f18\u79c0\u7684\u6a21\u578b\u53ef\u80fd\u4f1a\u968f\u7740\u6570\u636e\u6f02\u79fb\u800c\u9000\u5316\uff0c\u9700\u8981\u6301\u7eed\u76d1\u63a7\u548c\u91cd\u65b0\u8bad\u7ec3 pipeline\u3002\u5f00\u53d1\u4eba\u5458\u4e0d\u4ec5\u5fc5\u987b\u8ddf\u8e2a\u4ee3\u7801\u66f4\u6539\uff0c\u8fd8\u5fc5\u987b\u8ddf\u8e2a\u6570\u636e\u7248\u672c\u3001\u6a21\u578b\u53c2\u6570\u548c\u8bad\u7ec3\u914d\u7f6e\u3002<\/p>\n

\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u5f00\u53d1\u4eba\u5458\u8981\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\u6295\u5165\u6570\u5468\u6216\u6570\u6708\u7684\u5de5\u65f6\uff0c\u624d\u80fd\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u6709\u6548\u89e3\u51b3\u95ee\u9898\u7684 AI \u6a21\u578b\u3002<\/p>\n

NEO\u2014\u2014 \u5b8c\u5168\u81ea\u4e3b\u7684\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08<\/strong><\/p>\n

NEO \u7684\u51fa\u73b0\u5927\u5e45\u7b80\u5316\u4e86\u8fd9\u6574\u5957\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u6d41\u7a0b\uff0c\u4f7f\u5de5\u7a0b\u5e08\u80fd\u591f\u4ee5 10 \u500d\u7684\u901f\u5ea6\u6784\u5efa\u548c\u90e8\u7f72 pipeline\u3002\u5b83\u7684\u5f00\u53d1\u5145\u5206\u8003\u8651\u4e86\u673a\u5668\u5b66\u4e60\u4e13\u4e1a\u4eba\u58eb\u7684\u9700\u6c42\uff0c\u5e76\u88ab\u8bbe\u8ba1\u4e3a\u50cf\u5b9e\u4e60\u751f\u4e00\u6837\uff0c\u80fd\u591f\u4ece\u4eba\u7c7b\u7684\u53cd\u9988\u4e2d\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n

\u5b83\u662f\u5982\u4f55\u8fd0\u4f5c\u7684\uff1fNEO \u662f\u7531\u591a\u4e2a\u667a\u80fd\u4f53\u9a71\u52a8\u591a\u4e2a\u4e13\u95e8\u6a21\u578b\u5b9e\u73b0\u7684\uff0c\u6bcf\u4e2a\u5fae\u8c03\u6a21\u578b\u4e13\u95e8\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u751f\u547d\u5468\u671f\u7684\u4e0d\u540c\u90e8\u5206\u3002<\/strong><\/p>\n

\u9762\u5bf9\u5177\u4f53\u76ee\u6807\uff0cNEO \u4f1a\u542f\u52a8\u4e00\u5957\u5b8c\u6574\u7684\u5de5\u4f5c\u6d41\u4ee5\u8fbe\u6210\u76ee\u6807\u3002NEO \u901a\u8fc7\u7ed3\u6784\u5316\u7684\u591a\u6b65\u9aa4\u65b9\u6cd5\uff0c\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u6613\u4e8e\u7ba1\u7406\u7684\u7ec4\u4ef6\uff0c\u5316\u7e41\u4e3a\u7b80\uff0c\u4ece\u800c\u5b9e\u73b0\u76ee\u6807\u3002<\/p>\n

\u8fd9\u4e00\u65b9\u6cd5\u5305\u62ec\u8ba1\u5212\u3001\u7f16\u7801\u3001\u6267\u884c\u548c\u8c03\u8bd5\u7684\u6301\u7eed\u5faa\u73af\uff0c\u786e\u4fdd\u5728\u6bcf\u4e2a\u9636\u6bb5\u90fd\u8fdb\u884c\u5145\u5206\u4f18\u5316\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cNEO \u4f1a\u6839\u636e\u8fdb\u5c55\u4e0d\u65ad\u8c03\u6574\u548c\u8fed\u4ee3\uff0c\u76f4\u5230\u83b7\u5f97\u6700\u4f73\u7ed3\u679c\u3002\u4e00\u65e6\u5f00\u53d1\u8005\u6279\u51c6 NEO \u7684\u8f93\u51fa\uff0c\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u5373\u53ef\u5728\u51e0\u79d2\u949f\u5185\u90e8\u7f72\u3002NEO \u4e3a\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u7b80\u5316\u4e86\u4e0a\u8ff0\u6240\u6709\u590d\u6742\u73af\u8282\u3002<\/p>\n

\u5b83\u7684\u76ee\u6807\u4e0d\u662f\u53d6\u4ee3\u6570\u636e\u79d1\u5b66\u5bb6\u6216\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u4e0e\u4eba\u7c7b\u5408\u4f5c\u5e76\u5904\u7406\u6240\u6709\u7e41\u91cd\u4efb\u52a1\u3002\u5728\u4eba\u4e0e AI \u5408\u4f5c\u7684\u5de5\u4f5c\u73af\u5883\u4e2d\uff0c\u4eba\u4eec\u4ec5\u7528\u51e0\u4e2a\u5c0f\u65f6\u5c31\u80fd\u5b8c\u6210\u4e00\u5468\u7684\u5de5\u4f5c\u3002<\/p>\n

\u542c\u8d77\u6765\u6709\u70b9\u50cf\u4eca\u5e74 3 \u6708\u5728 AI \u793e\u533a\u7206\u706b\u7684\u9996\u4e2a AI \u8f6f\u4ef6\u5de5\u7a0b\u5e08 Devin\uff0c\u4e0d\u8fc7\u591a\u667a\u80fd\u4f53\u7684\u65b9\u6cd5\u9752\u51fa\u4e8e\u84dd\u3002<\/p>\n

NEO \u5c55\u793a\u4e86\u4e00\u7cfb\u5217\u5b9e\u9645\u5de5\u4f5c\u7684 demo\uff0c\u5f53\u8981\u6c42 NEO \u6784\u5efa\u4e00\u4e2a\u4fe1\u7528\u5361\u6b3a\u8bc8\u68c0\u6d4b\u7cfb\u7edf\u65f6\uff0c\u5b83\u7ed9\u51fa\u4e86\u6d41\u7545\u7684\u4efb\u52a1\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n<\/p>\n

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\u5f53\u8981\u6c42 NEO \u4f7f\u7528\u534f\u540c\u8fc7\u6ee4\u65b9\u6cd5\u6784\u5efa\u4e00\u672c\u4e66\u7c4d\u63a8\u8350\u6a21\u578b\u65f6\uff0c\u5b83\u81ea\u52a8\u5b8c\u6210\u4e86\u6570\u636e\u96c6\u7684\u51c6\u5907\u5de5\u4f5c\uff0c\u8fd8\u8fdb\u884c\u4e86\u63a2\u7d22\u6027\u5206\u6790\uff0c\u5e76\u5bf9\u6570\u636e\u9884\u5904\u7406\u8fdb\u884c\u4e86\u7ed3\u6784\u6027\u4f18\u5316\uff0c\u4f7f\u6570\u636e\u96c6\u80fd\u591f\u66f4\u597d\u5730\u7528\u4e8e\u8bad\u7ec3\uff1a<\/p>\n

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<\/span><\/section>\n

\u90a3\u4e48\u5b83\u7684\u8dd1\u5206\u5982\u4f55\u5462\uff1f\u7814\u7a76\u56e2\u961f\u5728 MLE \u57fa\u51c6\u6d4b\u8bd5\uff08MLE-bench\uff09\u4e0a\u5bf9 NEO \u8fdb\u884c\u4e86\u5168\u9762\u8bc4\u4f30\u3002MLE-bench \u662f\u4e00\u79cd\u521b\u65b0\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4e13\u6ce8\u4e8e\u5c06 AI \u667a\u80fd\u4f53\u5e94\u7528\u4e8e\u771f\u5b9e\u4e16\u754c\u7684\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u4efb\u52a1\u3002\u4e0e\u5176\u4ed6\u4eba\u5de5\u8bbe\u8ba1\u7684\u6311\u6218\u4e0d\u540c\uff0c\u8fd9\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u901a\u8fc7 75 \u573a\u5b9e\u9645\u7684 Kaggle \u7ade\u8d5b\u6765\u8bc4\u4f30 AI \u667a\u80fd\u4f53\u5728\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u4e2d\u7684\u8868\u73b0\uff0c\u5177\u6709\u6781\u9ad8\u7684\u5b9e\u7528\u6027\u3002<\/p>\n

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

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<\/p>\n

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

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\u53c2\u8003\u94fe\u63a5\uff1a<\/em><\/p>\n

https:\/\/heyneo.so\/blog<\/em><\/p>\n

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