{"id":27759,"date":"2023-07-05T02:43:43","date_gmt":"2023-02-10T02:45:16","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%86%99%e4%ba%86%e4%b8%80%e6%9c%ac%e5%85%b3%e4%ba%8e%e4%bb%8e%e6%b8%b8%e6%88%8f%e4%b8%ad%e5%ad%a6%e4%b9%a0%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e4%b9%a6%e7%b1%8d%e3%80%82\/"},"modified":"2025-08-12T04:29:11","modified_gmt":"2025-08-11T20:29:11","slug":"%e6%88%91%e5%86%99%e4%ba%86%e4%b8%80%e6%9c%ac%e5%85%b3%e4%ba%8e%e4%bb%8e%e6%b8%b8%e6%88%8f%e4%b8%ad%e5%ad%a6%e4%b9%a0%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e4%b9%a6%e7%b1%8d%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%86%99%e4%ba%86%e4%b8%80%e6%9c%ac%e5%85%b3%e4%ba%8e%e4%bb%8e%e6%b8%b8%e6%88%8f%e4%b8%ad%e5%ad%a6%e4%b9%a0%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e4%b9%a6%e7%b1%8d%e3%80%82\/","title":{"rendered":"\u6211\u5199\u4e86\u4e00\u672c\u5173\u4e8e\u4ece\u6e38\u620f\u4e2d\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u7684\u4e66\u7c4d"},"content":{"rendered":"<p>\u6211\u5199\u4e86\u4e00\u672c\u65b0\u4e66\u3002<\/p>\n<p>&nbsp;<\/p>\n<blockquote><p>\u79d1\u6280 \u00d7 \u56fe\u4e66 \u52a0\u4e0a \u30b7\u30ea\u30fc\u30ba<br \/>\n\u4ece\u6e38\u620f\u4e2d\u5b66\u4e60 AI<br \/>\n\u2014\u2014 \u901a\u8fc7\u73af\u5883\u6a21\u62df\u5668 \u00d7 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u62d3\u5bbd\u4e16\u754c<br \/>\nhttps:\/\/gihyo.jp\/book\/2022\/978-4-297-12972-9<\/p><\/blockquote>\n<p>\u8fd9\u6b21\u7684\u5185\u5bb9\u662f\u5173\u4e8eDeepMind\u8bba\u6587\u7684\u89e3\u91ca\u3002\u5176\u4e2d\u5305\u62ec\u56f4\u68cbAI\u201cAlphaGo\u201d\u4ee5\u53ca\u80fd\u591f\u73a9Atari 2600\u89c6\u9891\u6e38\u620f\u7684\u201cDQN\u201d\u7b49\uff0c\u4ee5\u56fe\u8868\u7684\u5f62\u5f0f\u89e3\u91ca\u4e8610\u7bc7\u4ee5\u4e0a\u7684\u8bba\u6587\u3002<\/p>\n<p>\u6700\u521d\u6211\u51b3\u5b9a\u5199\u8fd9\u672c\u4e66\u7684\u5951\u673a\u662f\u6211\u6ce8\u610f\u5230\u73a9Minecraft\u7684\u4eba\u5de5\u667a\u80fd\u5f00\u59cb\u53d8\u5f97\u6d41\u884c\u3002\u57282019\u5e74\u53d1\u5e03\u7684\u201cMineRL\u201d\u4e2d\uff0c\u901a\u8fc7\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6280\u672f\u6784\u5efa\u4e86\u5b66\u4e60Minecraft\u7684\u73af\u5883\uff0c\u5e76\u4e14\u4ece\u90a3\u65f6\u8d77\uff0c\u6bcf\u5e74\u90fd\u4f1a\u4e3e\u529e\u6bd4\u8d5b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>2022\u5e74\uff0cOpenAI\u63d0\u51fa\u4e86\u540d\u4e3a&#8221;VPT&#8221;\u7684\u6280\u672f\u65b9\u6848\uff0c\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u81ea\u4e3b\u6316\u6398\u94bb\u77f3\u5e76\u5236\u4f5c\u94bb\u77f3\u5de5\u5177\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u57282022\u5e74\uff0c\u8fd8\u5f00\u59cb\u4e86\u4e00\u4e2a\u540d\u4e3aMineDojo\u7684\u65b0\u9879\u76ee\uff0c\u65e8\u5728\u5f00\u53d1\u4e00\u4e2a\u9ad8\u7ea7\u4eba\u5de5\u667a\u80fd\uff0c\u4f7f\u73a9\u5bb6\u80fd\u591f\u5728Minecraft\u7684\u4e16\u754c\u4e0a\u81ea\u7531\u79ef\u7d2f\u77e5\u8bc6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5f53\u6211\u4eec\u9605\u8bfb\u4e86MineRL\u9879\u76ee\u5f00\u59cb\u7684\u539f\u56e0\uff0c\u4e86\u89e3\u5230AI\u6b63\u5728\u79ef\u6781\u5730\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\u8fdb\u884c\u5b66\u4e60\uff0c\u4e5f\u5c31\u662f\u6240\u8c13\u7684\u6a21\u4eff\u5b66\u4e60\uff0c\u8fd9\u80cc\u540e\u662f\u4e00\u7cfb\u5217\u7814\u7a76\u7684\u80cc\u666f\u3002\u5bf9\u4e8e\u5b66\u4e60\u73b0\u4ee3\u590d\u6742\u6e38\u620f\u73af\u5883\u6765\u8bf4\uff0c\u4ec5\u4ec5\u901a\u8fc7\u968f\u673a\u884c\u52a8\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u5df2\u7ecf\u8fbe\u5230\u4e86\u6781\u9650\uff0c\u9700\u8981AI\u901a\u8fc7\u89c2\u770b\u89c6\u9891\u7b49\u65b9\u5f0f\u83b7\u53d6\u77e5\u8bc6\u3002<\/p>\n<h2>\u6a21\u4eff\u5b66\u4e60\u662f\u6307<\/h2>\n<p>&#8220;\u6a21\u4eff\u5b66\u4e60&#8221;\u662f\u4e00\u79cd\u5f3a\u5316\u5b66\u4e60\u7684\u5f62\u5f0f\uff0c\u901a\u8fc7\u7ed9\u4e88\u5956\u52b1\u6765\u9f13\u52b1AI\u5728\u884c\u4e3a\u4e0a\u8fdb\u884c\u6210\u529f\u7684\u6a21\u4eff\uff0c\u4ee5\u4f7f\u5176\u5b66\u4f1a\u66f4\u52a0\u4eba\u7c7b\u5316\u7684\u884c\u4e3a\u6280\u5de7\u3002<\/p>\n<p>\u5728MineRL\u7684\u9875\u9762\u4e0a\uff0c\u4ee5\u6a21\u4eff\u5b66\u4e60\u6210\u529f\u6848\u4f8b\u4e4b\u4e00\uff0c\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u540d\u4e3a&#8221;AlphaStar&#8221;\u7684AI\uff0c\u80fd\u591f\u73a9StarCraft II\u3002AlphaStar\u901a\u8fc7\u4f7f\u7528\u4eba\u7c7b\u4e4b\u95f4\u7684\u5bf9\u6218\u8bb0\u5f55\uff08\u56de\u653e\uff09\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\uff0c\u4ee5\u53caAI\u4e4b\u95f4\u7684\u81ea\u6211\u5bf9\u6218\u6765\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u6a21\u4eff\u5b66\u4e60\uff0c\u5e76\u8868\u73b0\u51fa\u7c7b\u4f3c\u4eba\u7c7b\u7684\u884c\u4e3a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6240\u4ee5\uff0c\u6211\u958b\u59cb\u95b1\u8b80\u4e86AlphaStar\u7684\u8ad6\u6587\uff0c\u4f46\u5b83\u76f8\u7576\u96e3\u61c2\u3002AlphaStar\u4f7f\u7528\u4e86\u7531DeepMind\u958b\u767c\u7684Actor-Critic\u985e\u578b\u7684\u6df1\u5ea6\u5f37\u5316\u5b78\u7fd2\u6a21\u578b\u300cV-Trace\u300d\uff0c\u5b83\u7684\u8d77\u6e90\u53ef\u4ee5\u8ffd\u6eaf\u52302016\u5e74\u7684\u300cA3C\u300d\u548c2013\u5e74\u7684\u300cDQN\u300d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>AlphaStar\u7684\u67b6\u6784\u975e\u5e38\u590d\u6742\uff0c\u5185\u90e8\u4f7f\u7528\u4e86&#8221;Transformer&#8221;\u3001&#8221;Attention&#8221;\u548c&#8221;Deep LSTM&#8221;\u7b49\u590d\u6742\u7684\u7ec4\u4ef6\u4ea4\u7ec7\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u8fd9\u672c\u4e66\u603b\u7ed3\u4e86DeepMind\u57282020\u5e74\u4e4b\u524d\u53d1\u8868\u7684\u4e3b\u8981\u8bba\u6587\uff0c\u5982\u679c\u4e0d\u8ba4\u771f\u9605\u8bfb\uff0c\u53ef\u80fd\u4e0d\u592a\u5bb9\u6613\u7406\u89e3\u3002\u6240\u4ee5\uff0c\u501f\u6b64\u673a\u4f1a\uff0c\u6211\u9605\u8bfb\u4e86\u8fd9\u4e9b\u8bba\u6587\uff0c\u5e76\u603b\u7ed3\u4e86\u6211\u5bf9\u5176\u7406\u89e3\u7684\u5185\u5bb9\u3002<\/p>\n<h2>\u76ee\u5f55<\/h2>\n<pre class=\"post-pre\"><code>1\u7ae0\u3000\u30b2\u30fc\u30e0AI\u306e\u6b74\u53f2\r\n - \u30dc\u30fc\u30c9\u30b2\u30fc\u30e0\u3001\u6c4e\u7528\u30d3\u30c7\u30aa\u30b2\u30fc\u30e0\u3001\u6df1\u5c64\u5f37\u5316\u5b66\u7fd2\u3001RTS\r\n2\u7ae0\u3000\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u77e5\u8b58\r\n - \u6df1\u5c64\u5b66\u7fd2\u3001RNN\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u5f37\u5316\u5b66\u7fd2\r\n3\u7ae0\u3000\u56f2\u7881\u3092\u5b66\u3076AI\r\n - AlphaGo\u3001AlphaGo Zero\u3001AlphaZero\u3001MuZero\r\n4\u7ae0\u3000Atari-57\u3092\u5b66\u3076AI\r\n - DQN\u3001Rainbow\u3001Ape-X\u3001R2D2\u3001NGU\u3001Agent57\r\n5\u7ae0\u3000StarCraft II\u3092\u5b66\u3076AI\r\n - SC2LE\u3001AlphaStar\r\n6\u7ae0\u3000Minecraft\u3092\u5b66\u3076AI\r\n - Malmo\u3001MineRL\u3001\u4eca\u5f8c\u306e\u5c55\u671b\r\n<\/code><\/pre>\n<p>1\u301c2\u7ae0\u662f\u9884\u5907\u77e5\u8bc6\uff0c3\u301c5\u7ae0\u662f\u5bf9DeepMind\u8bba\u6587\u7684\u89e3\u91ca\u3002\u7b2c6\u7ae0\u4f8b\u5916\u5730\u6db5\u76d6\u4e86Minecraft\u76f8\u5173\u8bba\u6587\uff0c\u5e76\u603b\u7ed3\u4e862021\u5e74\u4ee5\u540e\u7684\u6e38\u620fAI\u7814\u7a76\u52a8\u6001\u3002<\/p>\n<p>\u7531\u65bc\u9019\u672c\u66f8\u662f\u70ba\u521d\u5b78\u8005\u800c\u5beb\u7684\uff0c\u6240\u4ee5\u5b83\u88ab\u8a2d\u8a08\u6210\u5373\u4f7f\u4f60\u6c92\u6709\u9810\u5099\u77e5\u8b58\u4e5f\u80fd\u8f15\u9b06\u95b1\u8b80\u3002\u672c\u66f8\u5305\u542b\u4e86\u8a31\u591a\u65e9\u65bc2020\u5e74\u7684\u8ad6\u6587\uff0c\u5c0d\u65bc\u5e38\u5e38\u8ffd\u8e64\u6700\u65b0\u8ad6\u6587\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u4e9b\u5167\u5bb9\u53ef\u80fd\u5df2\u7d93\u904e\u6642\u3002\u7136\u800c\u5c0d\u65bc\u5373\u5c07\u958b\u59cb\u5b78\u7fd2\u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u4e9b\u5167\u5bb9\u6703\u8b93\u4ed6\u5011\u80fd\u5920\u7c97\u7565\u56de\u9867\u904e\u53bb\u7684\u6b77\u53f2\u3002<\/p>\n<h2>\u63d0\u4f9b\u7684\u4fe1\u606f<\/h2>\n<p>\u60a8\u53ef\u4ee5\u5728\u4e0b\u4e00\u9875\u4e2d\u67e5\u770b\u76ee\u5f55\u548c\u524d\u8a00\u4ee5\u83b7\u53d6\u66f4\u8be6\u7ec6\u7684\u4fe1\u606f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u987a\u4fbf\u8bf4\u4e00\u4e0b\uff0c\u7eb8\u8d28\u7248\u662f\u9ed1\u767d\u7684\uff0c\u4f46\u7535\u5b50\u7248\uff08PDF\/EPUB\u683c\u5f0f\uff09\u5305\u62ec\u5c4f\u5e55\u622a\u56fe\u7b49\u90fd\u662f\u5f69\u8272\u7684\uff0c\u9605\u8bfb\u8d77\u6765\u66f4\u65b9\u4fbf\u3002<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u5199\u4e86\u4e00\u672c\u65b0\u4e66\u3002 &nbsp; \u79d1\u6280 \u00d7 \u56fe\u4e66 \u52a0\u4e0a \u30b7\u30ea\u30fc\u30ba \u4ece\u6e38\u620f\u4e2d\u5b66\u4e60 AI \u2014\u2014 \u901a\u8fc7\u73af\u5883\u6a21\u62df\u5668 \u00d7  [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[227],"class_list":["post-27759","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-227"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6211\u5199\u4e86\u4e00\u672c\u5173\u4e8e\u4ece\u6e38\u620f\u4e2d\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u7684\u4e66\u7c4d - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" 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