{"id":34567,"date":"2024-12-09T04:56:59","date_gmt":"2024-12-08T20:56:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=34567"},"modified":"2024-12-09T04:56:59","modified_gmt":"2024-12-08T20:56:59","slug":"%e8%b0%b7%e6%ad%8c%e6%9c%ba%e5%99%a8%e4%ba%ba%e4%b8%93%e5%ae%b6%ef%bc%9a%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%9c%a8%e7%8e%b0%e5%ae%9e%e4%b8%ad%e7%a2%b0%e8%bf%87%e7%9a%84%e5%a3%81%ef%bc%8cai%e4%b9%9f%e4%bc%9a","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34567","title":{"rendered":"\u8c37\u6b4c\u673a\u5668\u4eba\u4e13\u5bb6\uff1a\u673a\u5668\u4eba\u5728\u73b0\u5b9e\u4e2d\u78b0\u8fc7\u7684\u58c1\uff0cAI\u4e5f\u4f1a\u78b0"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-07-16-3\" target=\"_blank\">\u8c37\u6b4c\u673a\u5668\u4eba\u4e13\u5bb6\uff1a\u673a\u5668\u4eba\u5728\u73b0\u5b9e\u4e2d\u78b0\u8fc7\u7684\u58c1\uff0cAI\u4e5f\u4f1a\u78b0<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"84\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<p>\u300c\u673a\u5668\u5b66\u4e60\u4e00\u76f4\u751f\u6d3b\u5728\u4e00\u4e2a\u4ee4\u673a\u5668\u4eba\u4e13\u5bb6\u3001\u5316\u5b66\u5bb6\u3001\u751f\u7269\u5b66\u5bb6\u548c\u795e\u7ecf\u79d1\u5b66\u5bb6\u7fa1\u6155\u4e0d\u5df2\u7684\u6ce1\u6cab\u4e2d\uff0c\u968f\u7740\u5b83\u771f\u6b63\u5f00\u59cb\u53d1\u6325\u4f5c\u7528\uff0c\u6211\u4eec\u6240\u6709\u4eba\u90fd\u5c06\u9047\u5230\u5176\u4ed6\u4eba\u591a\u5e74\u6765\u4e00\u76f4\u5728\u5e94\u5bf9\u7684\u540c\u6837\u7684\u73b0\u5b9e\u58c1\u5792\u3002\u300d<\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u6709\u4eba\u8bf4\uff0c\u673a\u5668\u4eba\u9886\u57df\u8fdb\u5c55\u7f13\u6162\uff0c\u751a\u81f3\u548c\u673a\u5668\u5b66\u4e60\u7684\u5176\u4ed6\u5b50\u9886\u57df\u76f8\u6bd4\u663e\u5f97\u6beb\u65e0\u8fdb\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u8c37\u6b4c DeepMind \u673a\u5668\u4eba\u79d1\u5b66\u5bb6\uff0cSayCan\u3001RT-1\u3001RT-2 \u7b49\u5177\u8eab\u667a\u80fd\u9879\u76ee\u53c2\u4e0e\u8005 Alex Irpan \u540c\u610f\u8fd9\u4e00\u8bf4\u6cd5\u3002\u4f46\u4ed6\u8ba4\u4e3a\uff0c\u8fd9\u662f\u56e0\u4e3a\u673a\u5668\u4eba\u5b66\u662f\u4e00\u4e2a\u548c\u73b0\u5b9e\u7d27\u5bc6\u8fde\u63a5\u7684\u9886\u57df\uff0c\u73b0\u5b9e\u7684\u590d\u6742\u6027\u51b3\u5b9a\u4e86\u4ed6\u4eec\u4e0d\u514d\u78b0\u58c1\u3002\u4ed6\u8fd8\u6307\u51fa\uff0c\u8fd9\u4e9b\u95ee\u9898\u4e0d\u662f\u673a\u5668\u4eba\u6280\u672f\u6240\u72ec\u6709\u7684\u3002\u540c\u6837\u7684\u95ee\u9898\u4e5f\u9002\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7b49\u6280\u672f\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u9762\u5bf9\u73b0\u5b9e\u4e16\u754c\u65f6\uff0c\u4f1a\u9047\u5230\u4e0e\u673a\u5668\u4eba\u5b66\u7c7b\u4f3c\u7684\u590d\u6742\u6027\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u4ed6\u5199\u4e86\u4e00\u7bc7\u9898\u4e3a\u300cThe Tragedies of Reality Are Coming for You\uff08\u73b0\u5b9e\u7684\u60b2\u5267\u6b63\u5728\u5411\u4f60\u88ad\u6765\uff09\u300d\u7684\u535a\u5ba2\u6765\u9610\u8ff0\u8fd9\u4e00\u89c2\u70b9\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6aed0ae2b0bdbe2da5fec9b1af7111f6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-6aed0ae2b0bdbe2da5fec9b1af7111f6.png\"><\/a><\/p>\n<section><strong>\u73b0\u5b9e\u7684\u60b2\u5267\u6b63\u5728\u5411\u4f60\u88ad\u6765<\/strong><\/section>\n<section><\/section>\n<section>2023 \u5e74\uff0c\u6211\u53c2\u52a0\u4e86\u4e00\u6b21 ML \u4f1a\u8bae\u3002\u591c\u672a\u592e\uff0c\u9152\u9163\u8033\u70ed\uff0c\u8bdd\u9898\u8f6c\u5230\u4e86\u4e00\u4e2a\u95ee\u9898\u4e0a\uff1a\u300c\u5982\u679c\u4f60\u80fd\u628a\u4efb\u4f55\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u5b50\u9886\u57df\u7684\u8d44\u6e90\u90fd\u7ed9\u53e6\u4e00\u4e2a\u5b50\u9886\u57df\uff0c\u4f60\u4f1a\u780d\u6389\u54ea\u4e2a\uff0c\u628a\u8d44\u6e90\u7ed9\u8c01\uff1f\u300d<\/section>\n<section><\/section>\n<section>\u6211\u4e0d\u8bb0\u5f97\u522b\u4eba\u662f\u600e\u4e48\u8bf4\u7684\uff0c\u4f46\u6709\u4e00\u4e2a\u4eba\u8bf4\u4ed6\u4eec\u4f1a\u780d\u6389\u673a\u5668\u4eba\u3002\u5f53\u6211\u8fdb\u4e00\u6b65\u8ffd\u95ee\u65f6\uff0c\u4ed6\u4eec\u8bf4\u673a\u5668\u4eba\u6280\u672f\u8fdb\u5c55\u592a\u6162\uff0c\u76f8\u5bf9\u4e8e\u5176\u4ed6\u9886\u57df\u6765\u8bf4\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u53d1\u751f\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u8bf4\u673a\u5668\u4eba\u6280\u672f\u6bd4\u7eaf\u8f6f\u4ef6\u7684\u673a\u5668\u5b66\u4e60\u5b50\u9886\u57df\u8fdb\u5c55\u7f13\u6162\uff0c\u6211\u8ba4\u4e3a\u4ed6\u4eec\u8bf4\u5f97\u6ca1\u9519\uff0c\u4f46\u6211\u8fd8\u60f3\u8865\u5145\u4e24\u70b9\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u673a\u5668\u4eba\u5b66\u4e60\u8fdb\u5c55\u8f83\u6162\u7684\u539f\u56e0\u662f\uff1a\u5982\u679c\u4e0d\u89e3\u51b3\u96be\u9898\uff0c\u5c31\u5f88\u96be\u6709\u6240\u4f5c\u4e3a\u3002<\/section>\n<\/li>\n<li>\n<section>\u673a\u5668\u4eba\u6280\u672f\u7684\u96be\u9898\u5e76\u975e\u673a\u5668\u4eba\u72ec\u6709\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u673a\u5668\u4eba\u6280\u672f\u9886\u57df\uff0c\u4eba\u4eec\u5e38\u8bf4\u7684\u4e00\u53e5\u8bdd\u662f\u300c\u73b0\u5b9e\u662f\u6df7\u4e71\u7684\u300d\u3002\u76f8\u5bf9\u4e8e\u4ee3\u7801\u800c\u8a00\uff0c\u6211\u4f1a\u5c06\u5176\u5ef6\u4f38\u4e3a\u300c\u73b0\u5b9e\u662f\u590d\u6742\u7684\u300d\u3002\u5728\u673a\u5668\u4eba\u6280\u672f\u4e2d\uff0c\u4f60\u5f80\u5f80\u8981\u5c06\u6df7\u4e71\u7684\u73b0\u5b9e\u63a8\u5411\u4e00\u4e2a\u8db3\u591f\u597d\u7684\u62bd\u8c61\u5c42\uff0c\u4ee5\u4fbf\u4ee3\u7801\u80fd\u591f\u5728\u5176\u4e0a\u53d1\u6325\u4f5c\u7528\u3002\u4f5c\u4e3a\u4e00\u4e2a\u9886\u57df\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u82b1\u4e86\u6570\u5341\u5e74\u65f6\u95f4\u5728\u786c\u4ef6\u548c\u8f6f\u4ef6\u4e4b\u95f4\u521b\u5efa\u4e86\u826f\u597d\u7684\u62bd\u8c61\u5c42\u3002\u4ee3\u7801\u63cf\u8ff0\u4e86\u5982\u4f55\u5c06\u7535\u529b\u8f93\u9001\u5230\u786c\u76d8\u3001\u5904\u7406\u5668\u548c\u663e\u793a\u5668\uff0c\u5b83\u8db3\u591f\u53ef\u9760\uff0c\u6211\u751a\u81f3\u4e0d\u9700\u8981\u8003\u8651\u5b83\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4a49d96ba8c4d5b9bf47d47ad32283da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-4a49d96ba8c4d5b9bf47d47ad32283da.png\"><\/a><\/p>\n<section>\u8fd9\u6837\u505a\u6709\u5f88\u591a\u597d\u5904\u3002\u4e00\u65e6\u4f60\u5b8c\u6210\u4e86\u8fd9\u9879\u8270\u5de8\u7684\u5de5\u4f5c\uff0c\u5e76\u5c06\u4f60\u7684\u5de5\u4f5c\u8fdb\u5c55\u8f6c\u79fb\u5230\u62bd\u8c61\u7684\u903b\u8f91\u7a7a\u95f4\u4e2d\uff0c\u4e00\u5207\u90fd\u4f1a\u53d8\u5f97\u66f4\u5bb9\u6613\u3002\u4ee3\u7801\u548c\u6570\u636e\u7684\u53ef\u590d\u5236\u6027\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u3002\u6211\u5728 3 \u53f0\u8bbe\u5907\u4e0a\u540c\u6b65\u4e86\u4ee3\u8868\u8fd9\u7bc7\u535a\u6587\u8349\u7a3f\u7684\u6587\u4ef6\u526f\u672c\uff0c\u751a\u81f3\u4e0d\u7528\u82b1\u8d39\u4efb\u4f55\u7cbe\u529b\u601d\u8003\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u5c31\u50cf\u00a0Joel Spolsky \u6240\u8bf4\uff0c\u6240\u6709\u62bd\u8c61\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u90fd\u6709\u6f0f\u6d1e\uff0c\u800c\u6211\u53d1\u73b0\u673a\u5668\u4eba\u6280\u672f\u4e2d\u7684\u6f0f\u6d1e\u5f80\u5f80\u66f4\u5927\u3002\u6709\u5f88\u591a\u51fa\u9519\u7684\u65b9\u5f0f\u4e0e\u4ee3\u7801\u7684\u6b63\u786e\u6027\u65e0\u5173\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u548c\u8fd9\u4e2a\u5b66\u79d1\u7684\u4e00\u4e9b\u57fa\u672c\u539f\u7406\u6709\u5173\u5417\uff1f\u6709\u4e00\u70b9\u3002\u5f88\u591a\u673a\u5668\u4eba\u786c\u4ef6\u6bd4\u7b14\u8bb0\u672c\u7535\u8111\u6216 Linux \u670d\u52a1\u5668\u66f4\u5177\u5b9e\u9a8c\u6027\u3002\u6d88\u8d39\u7c7b\u673a\u5668\u4eba\u8fd8\u4e0d\u662f\u4e00\u5927\u4ea7\u4e1a\u3002\u300c\u5b9e\u9a8c\u6027\u300d\u5f80\u5f80\u610f\u5473\u7740\u300c\u5947\u602a\u7684\u3001\u66f4\u5bb9\u6613\u51fa\u73b0\u6545\u969c\u7684\u72b6\u6001\u300d\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u6211\u4e0d\u8ba4\u4e3a\u786c\u4ef6\u662f\u9020\u6210\u95ee\u9898\u7684\u4e3b\u8981\u539f\u56e0\u3002\u73b0\u5b9e\u624d\u662f\u95ee\u9898\u7684\u6839\u6e90\u3002Benjamin Holson \u5728\u4ed6\u7684\u300cMythical Non-Roboticist\uff08\u795e\u8bdd\u822c\u7684\u975e\u673a\u5668\u4eba\u5b66\u5bb6\uff09\u300d\u4e00\u6587\u4e2d\u8bf4\u5f97\u975e\u5e38\u597d\uff1a<\/section>\n<section><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"119\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u7b2c\u4e00\u4e2a\u96be\u70b9\u5728\u4e8e\uff0c\u673a\u5668\u4eba\u8981\u5904\u7406\u7684\u662f\u73b0\u5b9e\u4e16\u754c\u4e2d\u4e0d\u5b8c\u7f8e\u7684\u611f\u77e5\u548c\u4e0d\u5b8c\u7f8e\u7684\u6267\u884c\u3002\u5168\u5c40\u53ef\u53d8\u72b6\u6001\u662f\u4e00\u79cd\u7cdf\u7cd5\u7684\u7f16\u7a0b\u98ce\u683c\uff0c\u56e0\u4e3a\u5b83\u771f\u7684\u5f88\u96be\u5904\u7406\uff0c\u4f46\u5bf9\u4e8e\u673a\u5668\u4eba\u8f6f\u4ef6\u6765\u8bf4\uff0c\u6574\u4e2a\u7269\u7406\u4e16\u754c\u90fd\u662f\u5168\u5c40\u53ef\u53d8\u72b6\u6001\uff0c\u4f60\u53ea\u80fd\u4e0d\u53ef\u9760\u5730\u89c2\u5bdf\u5b83\uff0c\u5e76\u5e0c\u671b\u4f60\u7684\u884c\u52a8\u80fd\u63a5\u8fd1\u4f60\u60f3\u8981\u5b9e\u73b0\u7684\u76ee\u6807\u3002<\/p>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u673a\u5668\u4eba\u7814\u7a76\u4f9d\u8d56\u4e8e\u5728\u73b0\u5b9e\u4e0e\u8f6f\u4ef6\u4e4b\u95f4\u642d\u5efa\u65b0\u7684\u6865\u6881\uff0c\u4f46\u8fd9\u4e5f\u53d1\u751f\u5728\u673a\u5668\u4eba\u7814\u7a76\u4e4b\u5916\u3002\u4efb\u4f55\u4e0e\u73b0\u5b9e\u5bf9\u63a5\u7684\u8f6f\u4ef6\uff0c\u5bf9\u73b0\u5b9e\u7684\u4e86\u89e3\u90fd\u662f\u4e0d\u5b8c\u7f8e\u7684\u3002\u4efb\u4f55\u8bd5\u56fe\u5f71\u54cd\u73b0\u5b9e\u4e16\u754c\u53d8\u5316\u7684\u8f6f\u4ef6\uff0c\u90fd\u5fc5\u987b\u5e94\u5bf9\u73b0\u5b9e\u7684\u5168\u5c40\u53ef\u53d8\u72b6\u6001\u3002\u4efb\u4f55\u8f6f\u4ef6\uff0c\u5982\u679c\u5176\u884c\u4e3a\u4f9d\u8d56\u4e8e\u73b0\u5b9e\u4e2d\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u5c31\u4f1a\u62db\u81f4\u5bf9\u6297\u6027\u7684\u566a\u58f0\u548c\u590d\u6742\u6027\u3002<\/section>\n<section><\/section>\n<section>\u6e38\u620f AI \u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u3002\u56fd\u9645\u8c61\u68cb AI \u662f\u53ef\u9760\u7684\u8d85\u4eba\u3002\u7136\u800c\uff0c\u5982\u679c\u4f60\u4ee5\u7279\u5b9a\u65b9\u5f0f\u4e0b\u68cb\uff0c\u4e00\u4e9b\u8d85\u4eba\u56f4\u68cb AI \u662f\u53ef\u4ee5\u51fb\u8d25\u7684\uff0c\u6b63\u5982 Tony T. Wang \u7b49\u4eba\u5728 ICML 2023 \u8bba\u6587\u300cAdversarial Policies Beat Superhuman Go AIs\u300d\u4e2d\u53d1\u73b0\u7684\u90a3\u6837\u3002\u5bf9\u6297\u6027\u6280\u672f\u627e\u5230\u4e86\u8db3\u591f\u6e05\u6670\u4ee5\u81f3\u4e8e\u4eba\u7c7b\u53ef\u4ee5\u590d\u5236\u7684\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"123\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u5728\u9644\u5f55 G.2 \u4e2d\uff0c\u6211\u4eec\u7684\u4e00\u4f4d\u4f5c\u8005\uff0c\u4e00\u4f4d\u56f4\u68cb\u4e13\u5bb6\uff0c\u80fd\u591f\u5728\u6ca1\u6709\u4efb\u4f55\u7b97\u6cd5\u5e2e\u52a9\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u5b66\u4e60\u5bf9\u624b\u7684\u5bf9\u5c40\u8bb0\u5f55\u6765\u5b9e\u73b0\u8fd9\u79cd [cyclic] \u653b\u51fb\u3002\u4ed6\u4eec\u5728 KGS \u5728\u7ebf\u56f4\u68cb\u670d\u52a1\u5668\u4e0a\u4ee5\u6807\u51c6\u4eba\u7c7b\u6761\u4ef6\u5bf9\u5c40\uff0c\u5728\u4e0e\u4f5c\u8005\u65e0\u5173\u7684\u9876\u7ea7\u00a0KataGo \u673a\u5668\u4eba\u5bf9\u5c40\u4e2d\u53d6\u5f97\u4e86\u8d85\u8fc7 90% \u7684\u80dc\u7387\u3002<\/p>\n<\/section>\n<\/blockquote>\n<\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\n<p>\u4f5c\u8005\u751a\u81f3\u5728\u7ed9\u673a\u5668\u4eba 9 \u4e2a\u8ba9\u5b50\u7684\u60c5\u51b5\u4e0b\u83b7\u80dc\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u4f18\u52bf\uff1a\u62e5\u6709\u8fd9\u4e9b\u8ba9\u5b50\u7684\u4eba\u7c7b\u804c\u4e1a\u68cb\u624b\u5728\u9762\u5bf9\u4efb\u4f55\u5bf9\u624b\uff08\u65e0\u8bba\u662f\u4eba\u7c7b\u8fd8\u662f\u4eba\u5de5\u667a\u80fd\uff09\u65f6\uff0c\u80dc\u7387\u51e0\u4e4e\u90fd\u662f 100%\u3002\u4ed6\u4eec\u8fd8\u51fb\u8d25\u4e86 KataGo \u548c Leela Zero\uff0c\u4e8c\u8005\u6bcf\u5c40\u68cb\u7684\u641c\u7d22\u6b21\u6570\u90fd\u8fbe\u5230\u4e86 10 \u4e07\u6b21\uff0c\u8fd9\u901a\u5e38\u8fdc\u8fdc\u8d85\u51fa\u4e86\u4eba\u7c7b\u7684\u80fd\u529b\u8303\u56f4\u3002\u6b64\u540e\uff0c\u5176\u4ed6\u4eba\u7c7b\u4e5f\u5229\u7528 cyclic \u653b\u51fb\u51fb\u8d25\u4e86\u5176\u4ed6\u5404\u79cd\u9876\u7ea7\u56f4\u68cb AI\u3002<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u4e0e\u6b64\u540c\u65f6\uff0c\u51e0\u5e74\u524d\uff0cOpenAI \u521b\u5efa\u4e86\u4e00\u4e2a\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u51fb\u8d25\u4e86 Dota 2 \u7684\u536b\u5195\u4e16\u754c\u51a0\u519b\u3002\u5728\u5411\u516c\u4f17\u5f00\u653e\u8be5\u7cfb\u7edf\u4ee5\u6d4b\u8bd5\u5176\u7a33\u5065\u6027\u540e\uff0c\u4e00\u4e2a\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u5957\u7b56\u7565\uff0c\u53d6\u5f97\u4e86 10 \u573a\u8fde\u80dc\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b30e100f7ad97cfca9490b41b030a6f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/07\/frc-b30e100f7ad97cfca9490b41b030a6f1.png\"><\/a><\/p>\n<section>\u57fa\u4e8e\u8fd9\u4e00\u70b9\uff0c\u4f60\u53ef\u80fd\u4f1a\u6301\u4e00\u79cd\u60b2\u89c2\u7684\u89c2\u70b9\uff0c\u8ba4\u4e3a\u5373\u4f7f\u662f\u8fde\u63a5 19 x 19 \u56f4\u68cb\u68cb\u76d8\u6216 Dota 2 \u8fd9\u6837\u4e00\u4e2a\u7b80\u5355\u7684\u300c\u73b0\u5b9e\u300d\uff0c\u5176\u989d\u5916\u590d\u6742\u6027\u5c31\u8db3\u4ee5\u4f7f\u7a33\u5065\u884c\u4e3a\u5177\u6709\u6311\u6218\u6027\u3002\u6211\u8ba4\u4e3a\u8fd9\u79cd\u89c2\u70b9\u6709\u5931\u516c\u5141\uff0c\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u7cfb\u7edf\u90fd\u6ca1\u6709\u5c06\u7a33\u5065\u6027\u4f5c\u4e3a\u6700\u9ad8\u76ee\u6807\uff0c\u4f46\u6211\u786e\u5b9e\u8ba4\u4e3a\u5b83\u4eec\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u6848\u4f8b\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u56f4\u7ed5 LLM \u7684\u7092\u4f5c\u6d6a\u6f6e\u4e00\u6d6a\u9ad8\u8fc7\u4e00\u6d6a \u2014\u2014 \u4ed6\u4eec\u80fd\u505a\u4ec0\u4e48\uff0c\u4ed6\u4eec\u80fd\u5728\u54ea\u91cc\u5e94\u7528\u3002\u8fd9\u5176\u4e2d\u9690\u542b\u7684\u4e00\u4e2a\u4fe1\u5ff5\u662f\uff0cLLM \u53ef\u4ee5\u6781\u5927\u5730\u6539\u53d8\u4eba\u4eec\u5728\u5de5\u4f5c\u548c\u4f11\u95f2\u4e2d\u4e0e\u6280\u672f\u4ea4\u4e92\u7684\u65b9\u5f0f\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cLLM \u5c06\u6539\u53d8\u6211\u4eec\u4e0e\u73b0\u5b9e\u4ea4\u4e92\u7684\u65b9\u5f0f\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u4e5f\u52a0\u5165\u4e86\u8fd9\u80a1\u7092\u4f5c\u6d6a\u6f6e\uff0c\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u6000\u7591\u57fa\u7840\u6a21\u578b\u77ed\u671f\u7092\u4f5c\u8fc7\u5ea6\uff0c\u957f\u671f\u7092\u4f5c\u4e0d\u8db3\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u5386\u6765\u4e0d\u5584\u4e8e\u8003\u8651\u73b0\u5b9e\u7684\u9886\u57df\u6765\u8bf4\uff0c\u73b0\u5b9e\u7684\u4e00\u5207\u6df7\u4e71\u90fd\u5c06\u5230\u6765\u3002<\/section>\n<section><\/section>\n<section>\u5c31\u5728\u8fd9\u4e2a\u4eba\u8bf4\u673a\u5668\u4eba\u6280\u672f\u662f\u6d6a\u8d39\u8d44\u6e90\u7684\u540c\u4e00\u4e2a ML \u4f1a\u8bae\u4e0a\uff0c\u6211\u63d0\u5230\u6211\u4eec\u6b63\u5728\u7528\u771f\u5b9e\u673a\u5668\u4eba\u8fdb\u884c\u57fa\u7840\u6a21\u578b\u5b9e\u9a8c\u3002\u6709\u4eba\u8bf4\u8fd9\u4f3c\u4e4e\u6709\u70b9\u5413\u4eba\uff0c\u6211\u5411\u4ed6\u4eec\u4fdd\u8bc1\u8fd9\u53ea\u662f\u4e00\u4e2a\u7814\u7a76\u539f\u578b\u3002\u4f46\u6211\u4e5f\u89c9\u5f97 LLM \u751f\u6210\u548c\u6267\u884c\u8f6f\u4ef6\u6709\u70b9\u5413\u4eba\uff0c\u6211\u89c9\u5f97\u4ed6\u4eec\u9690\u9690\u62c5\u5fc3\u4e00\u4e2a\u5374\u4e0d\u62c5\u5fc3\u53e6\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u3002\u7845\u8c37\u7684\u4eba\u6709\u70b9\u81ea\u76f8\u77db\u76fe\u3002\u4ed6\u4eec\u65e2\u76f8\u4fe1\u8f6f\u4ef6\u80fd\u63a8\u52a8\u521d\u521b\u4f01\u4e1a\u5b9e\u73b0\u60ca\u4eba\u7684\u53d8\u9769\uff0c\u53c8\u76f8\u4fe1\u4ed6\u4eec\u7684\u8f6f\u4ef6\u4e0d\u503c\u5f97\u6df1\u601d\u6216\u53cd\u7701\u3002\u6211\u8ba4\u4e3a\uff0c\u6bd4\u7279\u4e16\u754c\u4e0e\u539f\u5b50\u4e16\u754c\u4e00\u6837\uff0c\u90fd\u662f\u73b0\u5b9e\u7684\u4e00\u90e8\u5206\u3002\u5b83\u4eec\u5728\u4e0d\u540c\u7684\u5c42\u9762\u4e0a\u8fd0\u884c\uff0c\u4f46\u90fd\u662f\u73b0\u5b9e\u7684\u4e00\u90e8\u5206\u3002<\/section>\n<section><\/section>\n<section>\u6211\u6ce8\u610f\u5230\uff08\u6709\u4e9b\u5e78\u707e\u4e50\u7978\uff09\uff0cLLM \u4ece\u4e1a\u8005\u4e5f\u5f00\u59cb\u906d\u9047\u4e4b\u524d\u673a\u5668\u4eba\u6280\u672f\u78b0\u5230\u8fc7\u7684\u75db\u70b9\u3002\u6bd4\u5982\u300c\u6211\u4eec\u65e0\u6cd5\u590d\u5236\u8fd9\u4e9b\u8bad\u7ec3\uff0c\u56e0\u4e3a\u8fd9\u592a\u8017\u8d39\u8d44\u91d1\u4e86\u300d\u3002\u662f\u554a\uff0c\u8fd9\u4e2a\u95ee\u9898\u5728\u673a\u5668\u4eba\u9886\u57df\u5df2\u7ecf\u8ba8\u8bba\u4e86\u81f3\u5c11\u5341\u5e74\u3002\u518d\u6bd4\u5982\uff0c\u300c\u6211\u6ca1\u6cd5\u8ba9\u5fc5\u5e94\u544a\u8bc9\u6211\u300a\u963f\u51e1\u8fbe 2\u300b\u7684\u4e0a\u6620\u65e5\u671f\uff0c\u56e0\u4e3a\u5b83\u4e00\u76f4\u5728\u8c03\u51fa\u5173\u4e8e\u81ea\u5df1\u7684\u65b0\u95fb\u62a5\u9053\uff0c\u5e76\u5728\u751f\u6210\u524d\u8fdb\u884c\u81ea\u6211\u4fee\u6b63\u3002\u300d<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u73b0\u5728\u6240\u5904\u7684\u4e16\u754c\uff0c\u4efb\u4f55\u516c\u5f00\u7684\u4e92\u8054\u7f51\u6587\u672c\u90fd\u4f1a\u4e0d\u53ef\u9006\u8f6c\u5730\u5f71\u54cd\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002\u6b22\u8fce\u6765\u5230\u5168\u5c40\u53ef\u53d8\u72b6\u6001\u3002\u6bcf\u5f53\u6211\u770b\u5230\u6709\u4eba\u58f0\u79f0 ChatGPT \u7684\u884c\u4e3a\u51fa\u73b0\u4e86\u5012\u9000\uff0c\u6211\u5c31\u4f1a\u60f3\u8d77\u6211\u548c\u5176\u4ed6\u4eba\u4e3a\u4e86\u89e3\u91ca\u673a\u5668\u4eba\u6027\u80fd\u7a81\u7136\u83ab\u540d\u4e0b\u964d\u800c\u60f3\u51fa\u7684\u5404\u79cd\u300c\u9634\u8c0b\u8bba\u300d\uff0c\u4ee5\u53ca\u95ee\u9898\u7a76\u7adf\u662f\u51fa\u5728\u6a21\u578b\u3001\u73af\u5883\uff0c\u8fd8\u662f\u6211\u4eec\u7684\u8fc7\u5ea6\u63a8\u65ad\u3002<\/section>\n<section><\/section>\n<section>\u4fd7\u8bdd\u8bf4\u300c\u6240\u6709\u7684\u673a\u5668\u4eba demo \u90fd\u5728\u6492\u8c0e\u300d\uff0c\u4eba\u4eec\u53d1\u73b0\u6240\u6709\u7684 LLM demo \u4e5f\u90fd\u5728\u6492\u8c0e\u3002\u6211\u8ba4\u4e3a\uff0c\u4ece\u6839\u672c\u4e0a\u8bf4\uff0c\u8fd9\u662f\u65e0\u6cd5\u907f\u514d\u7684\uff0c\u56e0\u4e3a\u4eba\u7c7b\u7684\u6ce8\u610f\u529b\u662f\u6709\u9650\u7684\u3002\u91cd\u8981\u7684\u662f\u8bc4\u4f30\u8c0e\u8a00\u7684\u7c7b\u578b\u3001\u5927\u5c0f\u548c\u91cd\u8981\u6027\u3002\u4ed6\u4eec\u662f\u5426\u5c55\u793a\u4e86\u6a21\u578b \/ 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