{"id":36866,"date":"2025-01-20T04:00:52","date_gmt":"2025-01-19T20:00:52","guid":{"rendered":"https:\/\/17aitech.com\/?p=36866"},"modified":"2025-01-20T04:00:52","modified_gmt":"2025-01-19T20:00:52","slug":"%e9%81%97%e6%86%be%e4%b8%8d%ef%bc%9f%e5%8e%9f%e6%9d%a5%e7%99%be%e5%ba%a62017%e5%b9%b4%e5%b0%b1%e7%a0%94%e7%a9%b6%e8%bf%87scaling-law%ef%bc%8c%e8%bf%9eanthropic-ceo%e7%81%b5%e6%84%9f%e9%83%bd%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36866","title":{"rendered":"\u9057\u61be\u4e0d\uff1f\u539f\u6765\u767e\u5ea62017\u5e74\u5c31\u7814\u7a76\u8fc7Scaling Law\uff0c\u8fdeAnthropic CEO\u7075\u611f\u90fd\u6765\u81ea\u767e\u5ea6"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-27-4\" target=\"_blank\">\u9057\u61be\u4e0d\uff1f\u539f\u6765\u767e\u5ea62017\u5e74\u5c31\u7814\u7a76\u8fc7Scaling Law\uff0c\u8fdeAnthropic CEO\u7075\u611f\u90fd\u6765\u81ea\u767e\u5ea6<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"143\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u539f\u6765\u65e9\u5728 2017 \u5e74\uff0c\u767e\u5ea6\u5c31\u8fdb\u884c\u8fc7 Scaling Law \u7684\u76f8\u5173\u7814\u7a76\uff0c\u5e76\u4e14\u901a\u8fc7\u5b9e\u8bc1\u7814\u7a76\u9a8c\u8bc1\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6cdb\u5316\u8bef\u5dee\u548c\u6a21\u578b\u5927\u5c0f\u968f\u7740\u8bad\u7ec3\u96c6\u89c4\u6a21\u7684\u589e\u957f\u800c\u5448\u73b0\u51fa\u53ef\u9884\u6d4b\u7684\u5e42\u5f8b scaling \u5173\u7cfb\u3002\u53ea\u662f\uff0c\u4ed6\u4eec\u5f53\u65f6\u7528\u7684\u662f LSTM\uff0c\u800c\u975e Transformer\uff0c\u4e5f\u6ca1\u6709\u5c06\u76f8\u5173\u53d1\u73b0\u547d\u540d\u4e3a\u300cScaling Law\u300d\u3002<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u5728\u8ffd\u6c42 AGI \u7684\u9053\u8def\u4e0a\uff0cScaling Law \u662f\u7ed5\u4e0d\u5f00\u7684\u4e00\u73af\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c Scaling Law \u649e\u5230\u4e86\u5929\u82b1\u677f\uff0c\u6269\u5927\u6a21\u578b\u89c4\u6a21\uff0c\u589e\u52a0\u7b97\u529b\u4e0d\u80fd\u5927\u5e45\u63d0\u5347\u6a21\u578b\u7684\u80fd\u529b\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u63a2\u7d22\u65b0\u7684\u67b6\u6784\u521b\u65b0\u3001\u7b97\u6cd5\u4f18\u5316\u6216\u8de8\u9886\u57df\u7684\u6280\u672f\u7a81\u7834\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u4e3a\u4e00\u4e2a\u5b66\u672f\u6982\u5ff5\uff0cScaling Law \u4e3a\u4eba\u6240\u719f\u77e5\uff0c\u901a\u5e38\u5f52\u529f\u4e8e OpenAI \u5728 2020 \u5e74\u53d1\u7684\u8fd9\u7bc7\u8bba\u6587\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-dd9ed4667f3caef3daab32a61503b9b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-dd9ed4667f3caef3daab32a61503b9b4.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aScaling Laws for Neural Language Models<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2001.08361<\/p>\n<\/li>\n<\/ul>\n<section>\u8bba\u6587\u4e2d\u8be6\u7ec6\u5730\u8bba\u8bc1\u4e86\u6a21\u578b\u7684\u6027\u80fd\u4f1a\u968f\u6a21\u578b\u53c2\u6570\u91cf\u3001\u6570\u636e\u91cf\u3001\u8ba1\u7b97\u8d44\u6e90\u589e\u52a0\u800c\u6307\u6570\u63d0\u5347\u3002\u540e\u6765\u7684\u51e0\u5e74\u91cc\uff0cOpenAI \u4f5c\u4e3a\u6574\u4e2a\u5927\u6a21\u578b\u9886\u57df\u7684\u6280\u672f\u5f15\u9886\u8005\uff0c\u4e5f\u5c06 Scaling Law \u5145\u5206\u5730\u53d1\u626c\u5149\u5927\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u5173\u4e8e\u6211\u4eec\u4eca\u5929\u6240\u8c08\u8bba\u7684 Scaling law\uff0c\u5b83\u662f\u600e\u4e48\u88ab\u53d1\u73b0\u7684\uff0c\u8c01\u6700\u65e9\u53d1\u73b0\u7684\uff0c\u53c8\u662f\u54ea\u4e2a\u56e2\u961f\u6700\u65e9\u9a8c\u8bc1\u7684\uff0c\u4f3c\u4e4e\u5f88\u5c11\u6709\u4eba\u53bb\u8003\u636e\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0cAnthropic \u7684 CEO Dario Amodei \u5728\u64ad\u5ba2\u4e2d\u8bb2\u8ff0\u4e86\u4e00\u4e2a\u51fa\u4eba\u610f\u6599\u7684\u7248\u672c\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8023f343d21fc5b76712a9ecd663d31f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8023f343d21fc5b76712a9ecd663d31f.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe\u6e90\uff1ahttps:\/\/xueqiu.com\/8973695164\/312384612\u3002\u53d1\u5e03\u8005\uff1a@pacificwater<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6211\u4eec\u53ef\u80fd\u66f4\u4e86\u89e3 Dario \u5728 2016 \u5e74\u4e4b\u540e\u7684\u7ecf\u5386\u3002\u4ed6\u52a0\u5165\u4e86 OpenAI\uff0c\u62c5\u4efb\u7814\u7a76\u526f\u603b\u88c1\uff0c\u8d1f\u8d23\u516c\u53f8\u7684\u5b89\u5168\u5de5\u4f5c\uff0c\u5e76\u9886\u5bfc\u56e2\u961f\u5f00\u53d1\u4e86 GPT-2 \u548c GPT-3\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c2020 \u5e74\u5e95\uff0c\u7531\u4e8e\u5bf9 OpenAI \u7684\u53d1\u5c55\u65b9\u5411\u4ea7\u751f\u5206\u6b67\uff0c Dario \u9009\u62e9\u79bb\u5f00\uff0c\u5e76\u4e8e 2021 \u5e74 2 \u6708\u4e0e\u59b9\u59b9\u5171\u540c\u521b\u7acb\u4e86 Anthropic\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4eca\uff0cAnthropic \u63a8\u51fa\u7684 Claude \u5df2\u6210\u4e3a\u6311\u6218 GPT \u7cfb\u5217\u9738\u4e3b\u5730\u4f4d\u7684\u6700\u6709\u529b\u7ade\u4e89\u8005\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0cDario \u539f\u672c\u7684\u7814\u7a76\u65b9\u5411\u662f\u795e\u7ecf\u56de\u8def\uff0c\u4ed6\u7b2c\u4e00\u6b21\u771f\u6b63\u8fdb\u5165 AI \u9886\u57df\u662f\u5728\u767e\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u4ece 2014 \u5e74 11 \u6708\u5230 2015 \u5e74 10 \u6708\uff0cDario \u5728\u767e\u5ea6\u5de5\u4f5c\u4e86\u4e00\u5e74 \u2014\u2014 \u6b63\u597d\u662f\u5434\u6069\u8fbe\u5728\u767e\u5ea6\u62c5\u4efb\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u8d1f\u8d23\u300c\u767e\u5ea6\u5927\u8111\u300d\u8ba1\u5212\u7684\u65f6\u671f\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u5f53\u65f6\u5728\u7814\u53d1\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u3002Dario \u8868\u793a\uff0c\u5c3d\u7ba1\u6df1\u5ea6\u5b66\u4e60\u5c55\u793a\u4e86\u5f88\u5927\u6f5c\u529b\uff0c\u4f46\u5176\u4ed6\u4eba\u4ecd\u7136\u5145\u6ee1\u7591\u8651\uff0c\u8ba4\u4e3a\u6df1\u5ea6\u5b66\u4e60\u8fd8\u4e0d\u8db3\u4ee5\u8fbe\u5230\u9884\u671f\u7684\u6548\u679c\uff0c\u4e14\u8ddd\u79bb\u4ed6\u4eec\u6240\u671f\u5f85\u7684\u4e0e\u4eba\u7c7b\u5927\u8111\u76f8\u5339\u914d\u7684\u6846\u67b6\u8fd8\u6709\u5f88\u957f\u7684\u8ddd\u79bb\u3002<\/section>\n<section><\/section>\n<section>\u4e8e\u662f\uff0cDario \u5f00\u59cb\u601d\u8003\uff0c\u5982\u679c\u628a\u767e\u5ea6\u7528\u4e8e\u8bed\u97f3\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u505a\u5f97\u66f4\u5927\uff0c\u589e\u52a0\u66f4\u591a\u7684\u5c42\u6570\u4f1a\u600e\u6837\uff1f\u540c\u65f6\u6269\u5927\u6570\u636e\u91cf\u53c8\u4f1a\u600e\u6837\u5462\uff1f<\/section>\n<section><\/section>\n<section>\u5728\u4e0d\u65ad\u7684\u5c1d\u8bd5\u4e2d\uff0cDario \u89c2\u5bdf\u5230\u4e86\u968f\u7740\u7ed9\u6a21\u578b\u6295\u5165\u8d8a\u591a\u7684\u6570\u636e\u3001\u8ba1\u7b97\u548c\u8bad\u7ec3\uff0c\u5b83\u4eec\u7684\u8868\u73b0\u5c31\u8d8a\u597d\uff0c\u300c\u90a3\u65f6\u6211\u6ca1\u6709\u7cbe\u786e\u5730\u6d4b\u91cf\uff0c\u4f46\u4e0e\u540c\u4e8b\u4eec\u4e00\u8d77\uff0c\u6211\u4eec\u975e\u5e38\u76f4\u89c2\u5730\u80fd\u611f\u53d7\u5230\u3002\u300d<\/section>\n<section><\/section>\n<section>\u4f46 Dario \u548c\u540c\u4e8b\u4eec\u4e5f\u6ca1\u6df1\u7a76\uff0cDario \u89c9\u5f97\uff1a\u300c\u4e5f\u8bb8\u8fd9\u53ea\u5bf9\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u6709\u6548\uff0c\u4e5f\u8bb8\u8fd9\u53ea\u662f\u4e00\u4e2a\u7279\u5b9a\u9886\u57df\u7684\u7279\u6b8a\u60c5\u51b5\u3002\u300d<\/section>\n<section><\/section>\n<section>\u76f4\u5230 2017 \u5e74\uff0c\u4ed6\u5728 OpenAI \u7b2c\u4e00\u6b21\u770b\u5230 GPT-1 \u7684\u8bad\u7ec3\u7ed3\u679c\u65f6\uff0c\u4ed6\u624d\u610f\u8bc6\u5230\u8fd9\u79cd\u300c\u8d8a\u591a\u8d8a\u597d\u300d\u7684\u89c4\u5219\u540c\u6837\u9002\u7528\u4e8e\u8bed\u8a00\u6570\u636e\u3002\u800c\u8ba1\u7b97\u8d44\u6e90\u7684\u589e\u52a0\uff0c\u6258\u8d77\u4e86 Scaling Law \u751f\u6548\u7684\u5e95\u5c42\u903b\u8f91\u3002<\/section>\n<section><\/section>\n<section>\u771f\u7406\u662f\u4e0d\u4f1a\u53ea\u5c5e\u4e8e\u4e00\u4e2a\u4eba\u7684\uff0c\u6700\u7ec8\u5b83\u4f1a\u88ab\u6bcf\u4e2a\u4eba\u53d1\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u65f6\u6709\u4e00\u6279\u4eba\u90fd\u610f\u8bc6\u5230\u4e86 Scaling Law \u7684\u5b58\u5728\uff0c\u6bd4\u5982 Ilya Sutskever\u3001\u300cRL \u6559\u7236\u300dRich Sutton\u3001Gwern Branwen\u3002<\/section>\n<section><\/section>\n<section>\u767e\u5ea6\u4e5f\u5728 2017 \u5e74\u53d1\u4e86\u4e00\u7bc7\u8bba\u6587\uff1a\u300cDEEP LEARNING SCALING IS PREDICTABLE, EMPIRICALLY\u300d\uff0c\u5c55\u793a\u4e86\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u8a00\u5efa\u6a21\u3001\u56fe\u50cf\u5904\u7406\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u56db\u4e2a\u9886\u57df\u4e2d\uff0c\u968f\u7740\u8bad\u7ec3\u96c6\u89c4\u6a21\u7684\u589e\u957f\uff0cDL \u6cdb\u5316\u8bef\u5dee\u548c\u6a21\u578b\u5927\u5c0f\u5448\u73b0\u51fa\u5e42\u5f8b\u589e\u957f\u6a21\u5f0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2740e2f65d90582f36943eabf561f521.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2740e2f65d90582f36943eabf561f521.png\"><\/a><\/section>\n<section>\u300aNLP with Transformers\u300b\u7684\u4f5c\u8005 Lewis Tunstall \u53d1\u73b0\uff0cOpenAI \u5728 2020 \u53d1\u8868\u7684\u300aScaling Laws for Neural Language Models\u300b\u5f15\u7528\u4e86\u767e\u5ea6\u8bba\u6587\u4e00\u4f5c Joel Hestness \u5728 2019 \u5e74\u7684\u540e\u7eed\u7814\u7a76\uff0c\u5374\u6ca1\u53d1\u73b0 Hestness \u65e9\u5728 2017 \u5e74\u5c31\u7814\u7a76\u8fc7\u540c\u7c7b\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-db8ba12c257fdc623f8facb8a0282ac2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-db8ba12c257fdc623f8facb8a0282ac2.png\"><\/a><\/section>\n<section>DeepMind \u7684\u7814\u7a76\u79d1\u5b66\u5bb6 @SamuelMLSmith \u8868\u793a\uff0c\u539f\u6765\u5728 NeurIPS \u548c Hestness \u7ebf\u4e0b\u4ea4\u6d41\u8fc7\u3002\u4f46\u4e24\u5e74\u540e Scaling Laws \u8bba\u6587\u53d1\u8868\u65f6\uff0c\u4ed6\u5bf9\u5173\u6ce8\u8fc7\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u6ca1\u53d1\u8bba\u6587\u7684\u81ea\u5df1\u5f88\u751f\u6c14\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b6940fa89063d296bcc31edeb5207979.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b6940fa89063d296bcc31edeb5207979.png\"><\/a><\/section>\n<section>\u800c\u540c\u671f\u6ce8\u610f\u5230 Scaling Law \u7684 Gwern Branwen\uff0c\u4e5f\u7ecf\u5e38\u63d0\u8d77\u767e\u5ea6\u7684\u8fd9\u7bc7\u8bba\u6587\u786e\u5b9e\u88ab\u5ffd\u89c6\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aaf8757a51183dbf71e5369293227583.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aaf8757a51183dbf71e5369293227583.png\"><\/a><\/section>\n<section><strong>\u767e\u5ea6 2017 \u5e74\u7684\u8bba\u6587\u5199\u4e86\u5565\uff1f \u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u9898\u4e3a\u300cDEEP LEARNING SCALING IS PREDICTABLE, EMPIRICALLY\uff08\u6df1\u5ea6\u5b66\u4e60\u6269\u5c55\u7684\u53ef\u9884\u6d4b\u6027\uff1a\u7ecf\u9a8c\u6027\u7814\u7a76\uff09\u300d\u53d1\u5e03\u4e8e 2017 \u5e74\u3002\u5f53\u65f6\uff0c\u673a\u5668\u5b66\u4e60\u5148\u9a71 Rich Sutton \u8fd8\u6ca1\u6709\u53d1\u5e03\u4ed6\u7684\u7ecf\u5178\u6587\u7ae0\u300a\u82e6\u6da9\u7684\u6559\u8bad\u300b\uff08\u53d1\u5e03\u65f6\u95f4\u662f 2019 \u5e74\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a2a73a48ee3a85bc9ae5792b6cf1c3b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a2a73a48ee3a85bc9ae5792b6cf1c3b6.png\"><\/a><\/section>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/1712.00409<\/section>\n<section><\/section>\n<section>\u8bba\u6587\u63d0\u5230\uff0c\u5f53\u65f6\uff0c\u6df1\u5ea6\u5b66\u4e60\u793e\u533a\u5df2\u7ecf\u901a\u8fc7\u9075\u5faa\u4e00\u4e2a\u7b80\u5355\u7684\u300c\u914d\u65b9\u300d\u5728\u4e0d\u540c\u7684\u5e94\u7528\u9886\u57df\u53d6\u5f97\u4e86\u5177\u6709\u5f71\u54cd\u529b\u7684\u8fdb\u5c55\u3002\u8fd9\u4e2a\u300c\u914d\u65b9\u300d\u5982\u4eca\u5927\u5bb6\u5df2\u975e\u5e38\u719f\u6089\uff0c\u5373\u5bfb\u627e\u66f4\u597d\u7684\u6a21\u578b\u67b6\u6784\u3001\u521b\u5efa\u5927\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u4ee5\u53ca\u6269\u5c55\u8ba1\u7b97\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5206\u89e3\u300c\u914d\u65b9\u300d\uff0c\u767e\u5ea6\u7684\u7814\u7a76\u8005\u6ce8\u610f\u5230\uff0c\u5bfb\u627e\u66f4\u597d\u7684\u6a21\u578b\u67b6\u6784\u56f0\u96be\u91cd\u91cd\uff0c\u56e0\u4e3a\u4f60\u8981\u5bf9\u5efa\u6a21\u95ee\u9898\u8fdb\u884c\u590d\u6742\u6216\u521b\u9020\u6027\u7684\u91cd\u6784\uff0c\u8fd9\u5c31\u6d89\u53ca\u5927\u89c4\u6a21\u7684\u8d85\u53c2\u6570\u641c\u7d22\u3002\u6240\u4ee5\uff0c\u67b6\u6784\u65b9\u9762\u7684\u521b\u65b0\u5f88\u591a\u65f6\u5019\u8981\u4f9d\u8d56\u300c\u987f\u609f\u300d\uff0c\u5177\u6709\u6781\u5927\u7684\u5076\u7136\u6027\u3002\u5982\u679c\u53ea\u628a\u7cbe\u529b\u653e\u5728\u8fd9\u4e0a\u9762\uff0c\u98ce\u9669\u52bf\u5fc5\u5f88\u9ad8\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u964d\u4f4e\u98ce\u9669\uff0c\u767e\u5ea6\u7684\u7814\u7a76\u8005\u63d0\u5230\uff0c\u300c\u914d\u65b9\u300d\u7684\u53e6\u5916\u4e24\u4e2a\u90e8\u5206 \u2014\u2014 \u521b\u5efa\u5927\u578b\u8bad\u7ec3\u96c6\u548c\u6269\u5c55\u8ba1\u7b97 \u2014\u2014 \u662f\u975e\u5e38\u503c\u5f97\u53bb\u7814\u7a76\u7684\uff0c\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u65b9\u9762\u7684\u8fdb\u5c55\u660e\u663e\u66f4\u52a0\u53ef\u63a7\u3002\u800c\u4e14\uff0c\u300c\u53ea\u9700\u4f7f\u7528\u66f4\u591a\u6570\u636e\u6765\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5c31\u80fd\u63d0\u9ad8\u51c6\u786e\u7387\u300d\u5df2\u7ecf\u6210\u4e3a\u4e00\u4e2a\u5171\u8bc6\u3002\u4e0d\u8fc7\uff0c\u767e\u5ea6\u60f3\u66f4\u8fdb\u4e00\u6b65\uff0c\u5206\u6790\u8bad\u7ec3\u96c6\u89c4\u6a21\u3001\u8ba1\u7b97\u89c4\u6a21\u548c\u6a21\u578b\u51c6\u786e\u6027\u63d0\u9ad8\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u4ed6\u4eec\u8ba4\u4e3a\uff0c\u51c6\u786e\u9884\u6d4b\u6cdb\u5316\u8bef\u5dee\u968f\u8bad\u7ec3\u96c6\u89c4\u6a21\u6269\u5927\u7684\u53d8\u5316\u89c4\u5f8b\uff0c\u5c06\u63d0\u4f9b\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4ee5\u4f30\u8ba1\u63a8\u8fdb SOTA \u6280\u672f\u6240\u9700\u7684\u6210\u672c\uff0c\u5305\u62ec\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6b64\u4e4b\u524d\uff0c\u4e5f\u6709\u4e0d\u5c11\u7814\u7a76\u8005\u8fdb\u884c\u4e86\u7c7b\u4f3c\u7814\u7a76\uff0c\u5206\u6790\u4e86\u8fbe\u5230\u671f\u671b\u6cdb\u5316\u8bef\u5dee\u6240\u9700\u7684\u6837\u672c\u590d\u6742\u5ea6\uff0c\u4f46\u8bba\u6587\u4e2d\u63d0\u5230\uff0c\u8fd9\u4e9b\u7ed3\u679c\u4f3c\u4e4e\u4e0d\u8db3\u4ee5\u51c6\u786e\u9884\u6d4b\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u8bef\u5dee scaling \u89c4\u5f8b\u3002\u8fd8\u6709\u4e00\u4e9b\u7814\u7a76\u4ece\u7406\u8bba\u4e0a\u9884\u6d4b\u6cdb\u5316\u8bef\u5dee\u300c\u5b66\u4e60\u66f2\u7ebf\u300d\u5448\u5e42\u5f8b\u5f62\u5f0f\uff0c\u5373 \u03b5(m) \u221d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f64aa15c8978404e8bdcd48dba45dcb1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f64aa15c8978404e8bdcd48dba45dcb1.png\"><\/a>\u3002\u5728\u8fd9\u91cc\uff0c\u03b5 \u662f\u6cdb\u5316\u8bef\u5dee\uff0cm \u662f\u8bad\u7ec3\u96c6\u4e2d\u7684\u6837\u672c\u6570\u91cf\uff0c\u03b1 \u662f\u95ee\u9898\u7684\u4e00\u4e2a\u5e38\u6570\u5c5e\u6027\u3002\u03b2_g= \u22120.5 \u6216\u22121 \u662f\u5b9a\u4e49\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\u5ea6\u7684 scaling \u6307\u6570 \u2014\u2014 \u5373\u901a\u8fc7\u589e\u52a0\u66f4\u591a\u7684\u8bad\u7ec3\u6837\u672c\uff0c\u4e00\u4e2a\u6a21\u578b\u5bb6\u65cf\u53ef\u4ee5\u591a\u5feb\u5730\u5b66\u4e60\u3002\u4e0d\u8fc7\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u03b2_g \u901a\u5e38\u5728\u22120.07 \u548c\u22120.35 \u4e4b\u95f4\uff0c\u8fd9\u4e9b\u6307\u6570\u662f\u5148\u524d\u7406\u8bba\u5de5\u4f5c\u672a\u80fd\u89e3\u91ca\u7684\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u767e\u5ea6\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u5f53\u65f6\u6700\u5927\u89c4\u6a21\u7684\u57fa\u4e8e\u5b9e\u8bc1\u7684\u5b66\u4e60\u66f2\u7ebf\u7279\u5f81\u63cf\u8ff0\uff0c\u63ed\u793a\u4e86\u6df1\u5ea6\u5b66\u4e60\u6cdb\u5316\u8bef\u5dee\u786e\u5b9e\u663e\u793a\u51fa\u5e42\u5f8b\u6539\u8fdb\uff0c\u4f46\u5176\u6307\u6570\u5fc5\u987b\u901a\u8fc7\u5b9e\u8bc1\u8fdb\u884c\u9884\u6d4b\u3002\u4f5c\u8005\u5f15\u5165\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c\u80fd\u591f\u51c6\u786e\u9884\u6d4b\u968f\u7740\u8bad\u7ec3\u96c6\u89c4\u6a21\u589e\u52a0\u800c\u53d8\u5316\u7684\u6cdb\u5316\u8bef\u5dee\u548c\u6a21\u578b\u5927\u5c0f\u3002\u4ed6\u4eec\u4f7f\u7528\u8fd9\u79cd\u65b9\u6cd5\u6765\u4f30\u8ba1\u56db\u4e2a\u5e94\u7528\u9886\u57df\uff08\u673a\u5668\u7ffb\u8bd1\u3001\u8bed\u8a00\u5efa\u6a21\u3001\u56fe\u50cf\u5206\u7c7b\u548c\u8bed\u97f3\u8bc6\u522b\uff09\u4e2d\u7684\u516d\u4e2a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684 scaling \u5173\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u7684\u7ed3\u679c\u663e\u793a\uff0c\u5728\u6240\u6709\u6d4b\u8bd5\u7684\u9886\u57df\u4e2d\u90fd\u5b58\u5728\u5e42\u5f8b\u5b66\u4e60\u66f2\u7ebf\u3002\u5c3d\u7ba1\u4e0d\u540c\u7684\u5e94\u7528\u4ea7\u751f\u4e86\u4e0d\u540c\u7684\u5e42\u5f8b\u6307\u6570\u548c\u622a\u8ddd\uff0c\u4f46\u8fd9\u4e9b\u5b66\u4e60\u66f2\u7ebf\u8de8\u8d8a\u4e86\u5e7f\u6cdb\u7684\u6a21\u578b\u3001\u4f18\u5316\u5668\u3001\u6b63\u5219\u5316\u5668\u548c\u635f\u5931\u51fd\u6570\u3002\u6539\u8fdb\u7684\u6a21\u578b\u67b6\u6784\u548c\u4f18\u5316\u5668\u53ef\u4ee5\u6539\u5584\u5e42\u5f8b\u622a\u8ddd\uff0c\u4f46\u4e0d\u5f71\u54cd\u6307\u6570\uff1b\u5355\u4e00\u9886\u57df\u7684\u6a21\u578b\u663e\u793a\u51fa\u76f8\u540c\u7684\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\u5ea6\u3002\u6700\u540e\uff0c\u4ed6\u4eec\u53d1\u73b0\u6a21\u578b\u4ece\u5c0f\u8bad\u7ec3\u96c6\u533a\u57df\uff08\u4e3b\u8981\u7531\u6700\u4f73\u731c\u6d4b\u4e3b\u5bfc\uff09\u8fc7\u6e21\u5230\u7531\u5e42\u5f8b scaling \u4e3b\u5bfc\u7684\u533a\u57df\u3002\u6709\u4e86\u8db3\u591f\u5927\u7684\u8bad\u7ec3\u96c6\uff0c\u6a21\u578b\u5c06\u5728\u4e3b\u8981\u7531\u4e0d\u53ef\u7ea6\u8bef\u5dee\uff08\u4f8b\u5982\u8d1d\u53f6\u65af\u8bef\u5dee\uff09\u4e3b\u5bfc\u7684\u533a\u57df\u8fbe\u5230\u9971\u548c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9da6966285e1afae8d0cf05154a6fd5a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9da6966285e1afae8d0cf05154a6fd5a.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u63cf\u8ff0\u4e86\u53ef\u9884\u6d4b\u7684\u51c6\u786e\u5ea6\u548c\u6a21\u578b\u5927\u5c0f scaling \u7684\u91cd\u8981\u610f\u4e49\u3002\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u4ece\u4e1a\u4eba\u5458\u548c\u7814\u7a76\u4eba\u5458\u6765\u8bf4\uff0c\u5b66\u4e60\u66f2\u7ebf\u53ef\u4ee5\u5e2e\u52a9\u8c03\u8bd5\u6a21\u578b\uff0c\u5e76\u4e3a\u6539\u8fdb\u7684\u6a21\u578b\u67b6\u6784\u9884\u6d4b\u51c6\u786e\u6027\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section>\u767e\u5ea6\u7684\u7814\u7a76\u8005\u5728\u8bba\u6587\u4e2d\u8868\u793a\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u6709\u673a\u4f1a\u52a0\u500d\u52aa\u529b\uff0c\u4ece\u7406\u8bba\u4e0a\u9884\u6d4b\u6216\u89e3\u91ca\u5b66\u4e60\u66f2\u7ebf\u6307\u6570\u3002\u5728\u64cd\u4f5c\u4e0a\uff0c\u53ef\u9884\u6d4b\u7684\u5b66\u4e60\u66f2\u7ebf\u53ef\u4ee5\u6307\u5bfc\u4e00\u4e9b\u51b3\u7b56\uff0c\u5982\u662f\u5426\u6216\u5982\u4f55\u589e\u52a0\u6570\u636e\u96c6\u3002\u6700\u540e\uff0c\u5b66\u4e60\u66f2\u7ebf\u548c\u6a21\u578b\u5927\u5c0f\u66f2\u7ebf\u53ef\u7528\u4e8e\u6307\u5bfc\u7cfb\u7edf\u8bbe\u8ba1\u548c\u6269\u5c55\uff0c\u5b83\u4eec\u5f3a\u8c03\u4e86\u6301\u7eed\u6269\u5c55\u8ba1\u7b97\u7684\u91cd\u8981\u6027\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5bf43ca9453b8435a06ae6f4dc8feb01.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5bf43ca9453b8435a06ae6f4dc8feb01.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u5b66\u4e60\u66f2\u7ebf\u3002<\/sup><\/em><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df3719476465854cd9daccbafd2cd1f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-df3719476465854cd9daccbafd2cd1f8.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5355\u8bcd\u8bed\u8a00\u6a21\u578b\u7684\u5b66\u4e60\u66f2\u7ebf\u548c\u6a21\u578b\u5927\u5c0f\u7ed3\u679c\u548c\u8d8b\u52bf\u3002<\/sup><\/em><\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-96cfbc15399fc2f6054050ffa0d91421.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-96cfbc15399fc2f6054050ffa0d91421.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5b57\u7b26\u8bed\u8a00\u6a21\u578b\u7684\u5b66\u4e60\u66f2\u7ebf\u548c\u6a21\u578b\u5927\u5c0f\u7ed3\u679c\u548c\u8d8b\u52bf\u3002<\/sup><\/em><\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c3f567305027c6c3bb126efb40bc9792.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c3f567305027c6c3bb126efb40bc9792.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0ResNet \u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e0a\u7684\u5b66\u4e60\u66f2\u7ebf\u548c\u6a21\u578b\u5927\u5c0f\u7ed3\u679c\u548c\u8d8b\u52bf\u3002<\/sup><\/em><\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-17ea9c3fa02653a98953431ac55f35a7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-17ea9c3fa02653a98953431ac55f35a7.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0DS2 \u548c\u6ce8\u610f\u529b\u8bed\u97f3\u6a21\u578b\u7684\u5b66\u4e60\u66f2\u7ebf\uff08\u5de6\uff09\uff0c\u4ee5\u53ca\u4e0d\u540c DS2 \u6a21\u578b\u5c3a\u5bf8\uff081.7M ~ 87M 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[&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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 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