{"id":3678,"date":"2026-01-30T06:32:45","date_gmt":"2026-01-30T06:32:45","guid":{"rendered":"https:\/\/umaax.com\/shenmeshishenduqianghuaxuexideepreinforcementlearningaibaike\/"},"modified":"2026-01-30T06:32:45","modified_gmt":"2026-01-30T06:32:45","slug":"shenmeshishenduqianghuaxuexideepreinforcementlearningaibaike","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshishenduqianghuaxuexideepreinforcementlearningaibaike\/","title":{"rendered":"\u4ec0\u4e48\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e2d\u4e00\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u4ea4\u53c9\u5b66\u79d1\uff0c\u878d\u5408\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u611f\u77e5\u80fd\u529b\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u51b3\u7b56\u5236\u5b9a\u80fd\u529b\u3002\u901a\u8fc7\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\uff0c\u4e0d\u65ad\u5b66\u4e60\u5982\u4f55\u505a\u51fa\u6700\u4f18\u9009\u62e9\uff0c\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u3002\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u6e38\u620f\u3001\u673a\u5668\u4eba\u63a7\u5236\u548c\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u6b63\u9010\u6b65\u63a8\u52a8\u7740\u667a\u80fd\u7cfb\u7edf\u5411\u66f4\u9ad8\u7ea7\u522b\u7684\u81ea\u4e3b\u6027\u548c\u9002\u5e94\u6027\u53d1\u5c55\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60<\/h2>\n<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u662f\u4e00\u79cd\u7ed3\u5408\u4e86\u6df1\u5ea6\u5b66\u4e60\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u6280\u672f\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u5728\u590d\u6742\u73af\u5883\u4e2d\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u9ad8\u7ef4\u611f\u77e5\u6570\u636e\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u80fd\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\u5e76\u5b66\u4e60\u51b3\u7b56\u7b56\u7565\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6e38\u620f\u3001\u673a\u5668\u4eba\u63a7\u5236\u548c\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u3002\u901a\u8fc7\u503c\u51fd\u6570\u6216\u7b56\u7565\u51fd\u6570\u7684\u4f18\u5316\uff0c\u5b9e\u73b0\u5728\u8fde\u7eed\u6216\u79bb\u6563\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u7684\u9ad8\u6548\u5b66\u4e60\u3002<\/p>\n<h2>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u8fc7\u7a0b\u3002\u5728\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u89c2\u5bdf\u73af\u5883\u72b6\u6001\uff0c\u9009\u62e9\u5e76\u6267\u884c\u52a8\u4f5c\uff0c\u73af\u5883\u968f\u4e4b\u53d8\u5316\u5e76\u7ed9\u4e88\u667a\u80fd\u4f53\u76f8\u5e94\u7684\u5956\u52b1\u3002\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u5b66\u4e60\u4e00\u4e2a\u7b56\u7565\uff0c\u7528\u4ee5\u6700\u5927\u5316\u957f\u671f\u7d2f\u79ef\u5956\u52b1\u3002\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u6765\u8fd1\u4f3c\u503c\u51fd\u6570\u6216\u7b56\u7565\u51fd\u6570\uff0c\u4e0d\u65ad\u4f18\u5316\u8fd9\u4e9b\u51fd\u6570\u4ee5\u66f4\u597d\u5730\u9884\u6d4b\u6bcf\u4e2a\u72b6\u6001\u6216\u72b6\u6001-\u52a8\u4f5c\u5bf9\u7684\u4ef7\u503c\uff0c\u6307\u5bfc\u667a\u80fd\u4f53\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3002<\/p>\n<p class=\"last-node\">\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u5e38\u5305\u62ec\u63a2\u7d22\u548c\u5229\u7528\u4e24\u4e2a\u65b9\u9762\u3002\u63a2\u7d22\u662f\u6307\u667a\u80fd\u4f53\u5c1d\u8bd5\u65b0\u7684\u3001\u672a\u77e5\u7684\u52a8\u4f5c\u4ee5\u53d1\u73b0\u66f4\u4f18\u7b56\u7565\uff1b\u5229\u7528\u5219\u662f\u6839\u636e\u5f53\u524d\u5b66\u4e60\u7684\u77e5\u8bc6\u9009\u62e9\u6700\u4f73\u52a8\u4f5c\u4ee5\u83b7\u5f97\u6700\u5927\u5956\u52b1\u3002\u7b97\u6cd5\u9700\u8981\u5728\u8fd9\u4e24\u8005\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u786e\u4fdd\u65e2\u80fd\u6709\u6548\u5b66\u4e60\u65b0\u4fe1\u606f\uff0c\u53c8\u80fd\u5229\u7528\u73b0\u6709\u77e5\u8bc6\u83b7\u5f97\u5373\u65f6\u5956\u52b1\u3002\u901a\u8fc7\u5927\u91cf\u4ea4\u4e92\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u9010\u6e10\u5b66\u4f1a\u5728\u590d\u6742\u73af\u5883\u4e2d\u505a\u51fa\u667a\u80fd\u51b3\u7b56\u3002<\/p>\n<h2>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u5e94\u7528\u9886\u57df\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u6e38\u620f<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u5404\u7c7b\u7535\u5b50\u6e38\u620f\u4e2d\u6709\u5e7f\u6cdb\u5e94\u7528\uff0c\u5982\u56f4\u68cb\u3001\u8c61\u68cb\u3001\u89c6\u9891\u6e38\u620f\u7b49\uff0c\u5176\u4e2dAlphaGo\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u56f4\u68cb\u9886\u57df\u5e94\u7528\u7684\u8457\u540d\u4f8b\u5b50\u3002<\/li>\n<li><strong>\u673a\u5668\u4eba\u63a7\u5236<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7528\u4e8e\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u89c4\u5212\u3001\u5bfc\u822a\u3001\u64cd\u63a7\u4ee5\u53ca\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\uff0c\u63d0\u5347\u673a\u5668\u4eba\u7684\u81ea\u4e3b\u6027\u548c\u9002\u5e94\u6027\u3002<\/li>\n<li><strong>\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66<\/strong>\uff1a\u5728\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u8f66\u8f86\u5b66\u4e60\u5982\u4f55\u5728\u590d\u6742\u7684\u4ea4\u901a\u73af\u5883\u4e2d\u505a\u51fa\u51b3\u7b56\u3002<\/li>\n<li><strong>\u63a8\u8350\u7cfb\u7edf<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u80fd\u6839\u636e\u7528\u6237\u7684\u884c\u4e3a\u548c\u504f\u597d\uff0c\u52a8\u6001\u4f18\u5316\u63a8\u8350\u7b97\u6cd5\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u63a8\u8350\u3002<\/li>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u6458\u8981\u3001\u95ee\u7b54\u7cfb\u7edf\u7b49\u9886\u57df\u5c55\u73b0\u51fa\u5176\u5904\u7406\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\u7684\u4f18\u52bf\u3002<\/li>\n<li><strong>\u533b\u7597\u5065\u5eb7<\/strong>\uff1a\u5728\u533b\u7597\u9886\u57df\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6709\u52a9\u4e8e\u75be\u75c5\u8bca\u65ad\u3001\u6cbb\u7597\u65b9\u6848\u7684\u5236\u5b9a\u3001\u836f\u7269\u53d1\u73b0\u7b49\u4efb\u52a1\u3002<\/li>\n<li><strong>\u91d1\u878d\u4ea4\u6613<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u7528\u4e8e\u80a1\u7968\u5e02\u573a\u5206\u6790\u3001\u4ea4\u6613\u7b56\u7565\u7684\u5236\u5b9a\u548c\u98ce\u9669\u7ba1\u7406\u3002<\/li>\n<li><strong>\u667a\u80fd\u7535\u7f51\u548c\u80fd\u6e90\u7ba1\u7406<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6709\u52a9\u4e8e\u4f18\u5316\u80fd\u6e90\u5206\u914d\u3001\u964d\u4f4e\u80fd\u8017\u548c\u63d0\u9ad8\u7535\u7f51\u7684\u8fd0\u884c\u6548\u7387\u3002<\/li>\n<li><strong>\u4f9b\u5e94\u94fe\u548c\u7269\u6d41<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4f18\u5316\u5e93\u5b58\u7ba1\u7406\u3001\u8fd0\u8f93\u8def\u7ebf\u89c4\u5212\u548c\u8d27\u7269\u5206\u914d\u3002<\/li>\n<li><strong>\u6a21\u62df\u548c\u865a\u62df\u73b0\u5b9e<\/strong>\uff1a\u5728\u6a21\u62df\u73af\u5883\u548c\u865a\u62df\u73b0\u5b9e\u4e2d\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u521b\u5efa\u66f4\u52a0\u667a\u80fd\u548c\u81ea\u9002\u5e94\u7684\u865a\u62df\u4ee3\u7406\u3002<\/li>\n<\/ul>\n<h2>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u867d\u7136\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u6548\u7387<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u4ea4\u4e92\u6570\u636e\u6765\u8bad\u7ec3\u6709\u6548\u7684\u6a21\u578b\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u4e2d\u53ef\u80fd\u5bfc\u81f4\u8bad\u7ec3\u6210\u672c\u9ad8\u6602\u3002<\/li>\n<li><strong>\u63a2\u7d22\u4e0e\u5229\u7528\u7684\u5e73\u8861<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9700\u8981\u5728\u63a2\u7d22\u65b0\u7b56\u7565\u548c\u5229\u7528\u5df2\u77e5\u4fe1\u606f\u4e4b\u95f4\u627e\u5230\u5408\u9002\u7684\u5e73\u8861\uff0c\u4e0d\u6070\u5f53\u7684\u5e73\u8861\u53ef\u80fd\u5bfc\u81f4\u5b66\u4e60\u6548\u7387\u4f4e\u4e0b\u6216\u9677\u5165\u5c40\u90e8\u6700\u4f18\u3002<\/li>\n<li><strong>\u73af\u5883\u7684\u975e\u5e73\u7a33\u6027<\/strong>\uff1a\u73b0\u5b9e\u4e16\u754c\u7684\u73af\u5883\u5f80\u5f80\u662f\u975e\u5e73\u7a33\u7684\uff0c\u8fd9\u53ef\u80fd\u4f7f\u5f97\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u96be\u4ee5\u9002\u5e94\u73af\u5883\u7684\u53d8\u5316\u3002<\/li>\n<li><strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8bad\u7ec3\u5f97\u5230\u7684\u7b56\u7565\u5f80\u5f80\u96be\u4ee5\u6cdb\u5316\u5230\u5176\u4ed6\u4efb\u52a1\u6216\u73af\u5883\uff0c\u9650\u5236\u4e86\u7b97\u6cd5\u7684\u9002\u7528\u8303\u56f4\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u8d44\u6e90<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7279\u522b\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5305\u62ec\u9ad8\u6027\u80fd\u7684GPU\uff0c\u9650\u5236\u4e86\u5176\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u7684\u5e94\u7528\u3002<\/li>\n<li><strong>\u7b97\u6cd5\u7a33\u5b9a\u6027<\/strong>\uff1a\u67d0\u4e9b\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u51fa\u73b0\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5\uff0c\u5bfc\u81f4\u5b66\u4e60\u6548\u679c\u4e0d\u7406\u60f3\u3002<\/li>\n<li><strong>\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u5c24\u5176\u662f\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u901a\u5e38\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\uff0c\u5176\u51b3\u7b56\u8fc7\u7a0b\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u96be\u4ee5\u89e3\u91ca\u3002<\/li>\n<li><strong>\u5b89\u5168\u6027<\/strong>\uff1a\u5728\u5b89\u5168\u5173\u952e\u7684\u5e94\u7528\u9886\u57df\uff08\u5982\u81ea\u52a8\u9a7e\u9a76\uff09\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u4efb\u4f55\u9519\u8bef\u51b3\u7b56\u90fd\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u540e\u679c\uff0c\u56e0\u6b64\u5bf9\u7b97\u6cd5\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u8981\u6c42\u6781\u9ad8\u3002<\/li>\n<li><strong>\u5956\u52b1\u51fd\u6570\u8bbe\u8ba1<\/strong>\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u5408\u9002\u7684\u5956\u52b1\u51fd\u6570\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6210\u529f\u7684\u5173\u952e\uff0c\u4f46\u4e0d\u6070\u5f53\u7684\u5956\u52b1\u51fd\u6570\u53ef\u80fd\u5bfc\u81f4\u667a\u80fd\u4f53\u5b66\u4e60\u5230\u975e\u9884\u671f\u7684\u884c\u4e3a\u3002<\/li>\n<li><strong>\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u534f\u8c03<\/strong>\uff1a\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u589e\u52a0\u4e86\u5b66\u4e60\u590d\u6742\u6027\uff0c\u5982\u4f55\u8bbe\u8ba1\u7b97\u6cd5\u4ee5\u4fc3\u8fdb\u6709\u6548\u534f\u4f5c\u662f\u4e00\u4e2a\u6311\u6218\u3002<\/li>\n<\/ul>\n<h2>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\u3002\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5c06\u5728\u81ea\u52a8\u5316\u3001\u673a\u5668\u4eba\u3001\u6e38\u620f\u3001\u81ea\u52a8\u9a7e\u9a76\u548c\u91d1\u878d\u7b49\u9886\u57df\u53d1\u6325\u66f4\u5927\u4f5c\u7528\u3002\u672a\u6765\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u7814\u7a76\u4f1a\u805a\u7126\u4e8e\u63d0\u9ad8\u6837\u672c\u6548\u7387\u3001\u589e\u5f3a\u6cdb\u5316\u80fd\u529b\u3001\u63d0\u5347\u7b97\u6cd5\u7a33\u5b9a\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u540c\u65f6\u63a2\u7d22\u66f4\u5b89\u5168\u3001\u66f4\u53ef\u9760\u7684\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u3002\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u4e0e\u591a\u6a21\u6001\u5b66\u4e60\u3001\u8f6c\u79fb\u5b66\u4e60\u7684\u7ed3\u5408\u4e5f\u5c06\u662f\u7814\u7a76\u7684\u70ed\u70b9\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u662f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u4e2d\u4e00\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u4ea4\u53c9\u5b66\u79d1\uff0c\u878d\u5408\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u611f\u77e5\u80fd\u529b\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u51b3\u7b56\u5236\u5b9a\u80fd\u529b\u3002\u901a\u8fc7\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\uff0c\u4e0d\u65ad\u5b66\u4e60\u5982\u4f55\u505a\u51fa\u6700\u4f18\u9009\u62e9\uff0c\u5b9e\u73b0\u590d\u6742\u4efb\u52a1\u7684\u81ea\u52a8\u5316\u548c\u667a\u80fd\u5316\u3002\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u6e38\u620f\u3001\u673a\u5668\u4eba\u63a7\u5236\u548c\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u6b63\u9010\u6b65\u63a8\u52a8\u7740\u667a\u80fd\u7cfb\u7edf\u5411\u66f4\u9ad8\u7ea7\u522b\u7684\u81ea\u4e3b\u6027\u548c\u9002\u5e94\u6027\u53d1\u5c55\u3002 \u4ec0\u4e48\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u662f\u4e00\u79cd\u7ed3\u5408\u4e86\u6df1\u5ea6\u5b66\u4e60\u4e0e\u5f3a\u5316\u5b66\u4e60\u7684\u6280\u672f\uff0c\u4f7f\u667a\u80fd\u4f53\u80fd\u5728\u590d\u6742\u73af\u5883\u4e2d\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u9ad8\u7ef4\u611f\u77e5\u6570\u636e\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u80fd\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\u5e76\u5b66\u4e60\u51b3\u7b56\u7b56\u7565\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6e38\u620f\u3001\u673a\u5668\u4eba\u63a7\u5236\u548c\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u3002\u901a\u8fc7\u503c\u51fd\u6570\u6216\u7b56\u7565\u51fd\u6570\u7684\u4f18\u5316\uff0c\u5b9e\u73b0\u5728\u8fde\u7eed\u6216\u79bb\u6563\u52a8\u4f5c\u7a7a\u95f4\u4e2d\u7684\u9ad8\u6548\u5b66\u4e60\u3002 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u5de5\u4f5c\u539f\u7406 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\uff08Deep Reinforcement Learning\uff09\u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u667a\u80fd\u4f53\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u8fc7\u7a0b\u3002\u5728\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u89c2\u5bdf\u73af\u5883\u72b6\u6001\uff0c\u9009\u62e9\u5e76\u6267\u884c\u52a8\u4f5c\uff0c\u73af\u5883\u968f\u4e4b\u53d8\u5316\u5e76\u7ed9\u4e88\u667a\u80fd\u4f53\u76f8\u5e94\u7684\u5956\u52b1\u3002\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u5b66\u4e60\u4e00\u4e2a\u7b56\u7565\uff0c\u7528\u4ee5\u6700\u5927\u5316\u957f\u671f\u7d2f\u79ef\u5956\u52b1\u3002\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u6765\u8fd1\u4f3c\u503c\u51fd\u6570\u6216\u7b56\u7565\u51fd\u6570\uff0c\u4e0d\u65ad\u4f18\u5316\u8fd9\u4e9b\u51fd\u6570\u4ee5\u66f4\u597d\u5730\u9884\u6d4b\u6bcf\u4e2a\u72b6\u6001\u6216\u72b6\u6001-\u52a8\u4f5c\u5bf9\u7684\u4ef7\u503c\uff0c\u6307\u5bfc\u667a\u80fd\u4f53\u505a\u51fa\u66f4\u597d\u7684\u51b3\u7b56\u3002 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u5e38\u5305\u62ec\u63a2\u7d22\u548c\u5229\u7528\u4e24\u4e2a\u65b9\u9762\u3002\u63a2\u7d22\u662f\u6307\u667a\u80fd\u4f53\u5c1d\u8bd5\u65b0\u7684\u3001\u672a\u77e5\u7684\u52a8\u4f5c\u4ee5\u53d1\u73b0\u66f4\u4f18\u7b56\u7565\uff1b\u5229\u7528\u5219\u662f\u6839\u636e\u5f53\u524d\u5b66\u4e60\u7684\u77e5\u8bc6\u9009\u62e9\u6700\u4f73\u52a8\u4f5c\u4ee5\u83b7\u5f97\u6700\u5927\u5956\u52b1\u3002\u7b97\u6cd5\u9700\u8981\u5728\u8fd9\u4e24\u8005\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u786e\u4fdd\u65e2\u80fd\u6709\u6548\u5b66\u4e60\u65b0\u4fe1\u606f\uff0c\u53c8\u80fd\u5229\u7528\u73b0\u6709\u77e5\u8bc6\u83b7\u5f97\u5373\u65f6\u5956\u52b1\u3002\u901a\u8fc7\u5927\u91cf\u4ea4\u4e92\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u9010\u6e10\u5b66\u4f1a\u5728\u590d\u6742\u73af\u5883\u4e2d\u505a\u51fa\u667a\u80fd\u51b3\u7b56\u3002 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u5e94\u7528 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u5e94\u7528\u9886\u57df\u5305\u62ec\uff1a \u6e38\u620f\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u5404\u7c7b\u7535\u5b50\u6e38\u620f\u4e2d\u6709\u5e7f\u6cdb\u5e94\u7528\uff0c\u5982\u56f4\u68cb\u3001\u8c61\u68cb\u3001\u89c6\u9891\u6e38\u620f\u7b49\uff0c\u5176\u4e2dAlphaGo\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u56f4\u68cb\u9886\u57df\u5e94\u7528\u7684\u8457\u540d\u4f8b\u5b50\u3002 \u673a\u5668\u4eba\u63a7\u5236\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7528\u4e8e\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u89c4\u5212\u3001\u5bfc\u822a\u3001\u64cd\u63a7\u4ee5\u53ca\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\uff0c\u63d0\u5347\u673a\u5668\u4eba\u7684\u81ea\u4e3b\u6027\u548c\u9002\u5e94\u6027\u3002 \u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff1a\u5728\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u8f66\u8f86\u5b66\u4e60\u5982\u4f55\u5728\u590d\u6742\u7684\u4ea4\u901a\u73af\u5883\u4e2d\u505a\u51fa\u51b3\u7b56\u3002 \u63a8\u8350\u7cfb\u7edf\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u80fd\u6839\u636e\u7528\u6237\u7684\u884c\u4e3a\u548c\u504f\u597d\uff0c\u52a8\u6001\u4f18\u5316\u63a8\u8350\u7b97\u6cd5\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u63a8\u8350\u3002 \u81ea\u7136\u8bed\u8a00\u5904\u7406\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u6458\u8981\u3001\u95ee\u7b54\u7cfb\u7edf\u7b49\u9886\u57df\u5c55\u73b0\u51fa\u5176\u5904\u7406\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\u7684\u4f18\u52bf\u3002 \u533b\u7597\u5065\u5eb7\uff1a\u5728\u533b\u7597\u9886\u57df\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6709\u52a9\u4e8e\u75be\u75c5\u8bca\u65ad\u3001\u6cbb\u7597\u65b9\u6848\u7684\u5236\u5b9a\u3001\u836f\u7269\u53d1\u73b0\u7b49\u4efb\u52a1\u3002 \u91d1\u878d\u4ea4\u6613\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u7528\u4e8e\u80a1\u7968\u5e02\u573a\u5206\u6790\u3001\u4ea4\u6613\u7b56\u7565\u7684\u5236\u5b9a\u548c\u98ce\u9669\u7ba1\u7406\u3002 \u667a\u80fd\u7535\u7f51\u548c\u80fd\u6e90\u7ba1\u7406\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6709\u52a9\u4e8e\u4f18\u5316\u80fd\u6e90\u5206\u914d\u3001\u964d\u4f4e\u80fd\u8017\u548c\u63d0\u9ad8\u7535\u7f51\u7684\u8fd0\u884c\u6548\u7387\u3002 \u4f9b\u5e94\u94fe\u548c\u7269\u6d41\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4f18\u5316\u5e93\u5b58\u7ba1\u7406\u3001\u8fd0\u8f93\u8def\u7ebf\u89c4\u5212\u548c\u8d27\u7269\u5206\u914d\u3002 \u6a21\u62df\u548c\u865a\u62df\u73b0\u5b9e\uff1a\u5728\u6a21\u62df\u73af\u5883\u548c\u865a\u62df\u73b0\u5b9e\u4e2d\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u521b\u5efa\u66f4\u52a0\u667a\u80fd\u548c\u81ea\u9002\u5e94\u7684\u865a\u62df\u4ee3\u7406\u3002 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9762\u4e34\u7684\u6311\u6218 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u867d\u7136\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\uff1a \u6570\u636e\u6548\u7387\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u4ea4\u4e92\u6570\u636e\u6765\u8bad\u7ec3\u6709\u6548\u7684\u6a21\u578b\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u4e2d\u53ef\u80fd\u5bfc\u81f4\u8bad\u7ec3\u6210\u672c\u9ad8\u6602\u3002 \u63a2\u7d22\u4e0e\u5229\u7528\u7684\u5e73\u8861\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9700\u8981\u5728\u63a2\u7d22\u65b0\u7b56\u7565\u548c\u5229\u7528\u5df2\u77e5\u4fe1\u606f\u4e4b\u95f4\u627e\u5230\u5408\u9002\u7684\u5e73\u8861\uff0c\u4e0d\u6070\u5f53\u7684\u5e73\u8861\u53ef\u80fd\u5bfc\u81f4\u5b66\u4e60\u6548\u7387\u4f4e\u4e0b\u6216\u9677\u5165\u5c40\u90e8\u6700\u4f18\u3002 \u73af\u5883\u7684\u975e\u5e73\u7a33\u6027\uff1a\u73b0\u5b9e\u4e16\u754c\u7684\u73af\u5883\u5f80\u5f80\u662f\u975e\u5e73\u7a33\u7684\uff0c\u8fd9\u53ef\u80fd\u4f7f\u5f97\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u96be\u4ee5\u9002\u5e94\u73af\u5883\u7684\u53d8\u5316\u3002 \u6cdb\u5316\u80fd\u529b\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u8bad\u7ec3\u5f97\u5230\u7684\u7b56\u7565\u5f80\u5f80\u96be\u4ee5\u6cdb\u5316\u5230\u5176\u4ed6\u4efb\u52a1\u6216\u73af\u5883\uff0c\u9650\u5236\u4e86\u7b97\u6cd5\u7684\u9002\u7528\u8303\u56f4\u3002 \u8ba1\u7b97\u8d44\u6e90\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7279\u522b\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5305\u62ec\u9ad8\u6027\u80fd\u7684GPU\uff0c\u9650\u5236\u4e86\u5176\u5728\u8d44\u6e90\u53d7\u9650\u7684\u73af\u5883\u4e2d\u7684\u5e94\u7528\u3002 \u7b97\u6cd5\u7a33\u5b9a\u6027\uff1a\u67d0\u4e9b\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u51fa\u73b0\u4e0d\u7a33\u5b9a\u7684\u60c5\u51b5\uff0c\u5bfc\u81f4\u5b66\u4e60\u6548\u679c\u4e0d\u7406\u60f3\u3002 \u53ef\u89e3\u91ca\u6027\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u5c24\u5176\u662f\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u901a\u5e38\u88ab\u89c6\u4e3a\u201c\u9ed1\u7bb1\u201d\uff0c\u5176\u51b3\u7b56\u8fc7\u7a0b\u7f3a\u4e4f\u900f\u660e\u5ea6\uff0c\u96be\u4ee5\u89e3\u91ca\u3002 \u5b89\u5168\u6027\uff1a\u5728\u5b89\u5168\u5173\u952e\u7684\u5e94\u7528\u9886\u57df\uff08\u5982\u81ea\u52a8\u9a7e\u9a76\uff09\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u4efb\u4f55\u9519\u8bef\u51b3\u7b56\u90fd\u53ef\u80fd\u5bfc\u81f4\u4e25\u91cd\u540e\u679c\uff0c\u56e0\u6b64\u5bf9\u7b97\u6cd5\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u8981\u6c42\u6781\u9ad8\u3002 \u5956\u52b1\u51fd\u6570\u8bbe\u8ba1\uff1a\u8bbe\u8ba1\u4e00\u4e2a\u5408\u9002\u7684\u5956\u52b1\u51fd\u6570\u662f\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6210\u529f\u7684\u5173\u952e\uff0c\u4f46\u4e0d\u6070\u5f53\u7684\u5956\u52b1\u51fd\u6570\u53ef\u80fd\u5bfc\u81f4\u667a\u80fd\u4f53\u5b66\u4e60\u5230\u975e\u9884\u671f\u7684\u884c\u4e3a\u3002 \u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u534f\u8c03\uff1a\u5728\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4e2d\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u589e\u52a0\u4e86\u5b66\u4e60\u590d\u6742\u6027\uff0c\u5982\u4f55\u8bbe\u8ba1\u7b97\u6cd5\u4ee5\u4fc3\u8fdb\u6709\u6548\u534f\u4f5c\u662f\u4e00\u4e2a\u6311\u6218\u3002 \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f \u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\u3002\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5c06\u5728\u81ea\u52a8\u5316\u3001\u673a\u5668\u4eba\u3001\u6e38\u620f\u3001\u81ea\u52a8\u9a7e\u9a76\u548c\u91d1\u878d\u7b49\u9886\u57df\u53d1\u6325\u66f4\u5927\u4f5c\u7528\u3002\u672a\u6765\uff0c\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u7814\u7a76\u4f1a\u805a\u7126\u4e8e\u63d0\u9ad8\u6837\u672c\u6548\u7387\u3001\u589e\u5f3a\u6cdb\u5316\u80fd\u529b\u3001\u63d0\u5347\u7b97\u6cd5\u7a33\u5b9a\u6027\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u540c\u65f6\u63a2\u7d22\u66f4\u5b89\u5168\u3001\u66f4\u53ef\u9760\u7684\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf\u3002\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u4e0e\u591a\u6a21\u6001\u5b66\u4e60\u3001\u8f6c\u79fb\u5b66\u4e60\u7684\u7ed3\u5408\u4e5f\u5c06\u662f\u7814\u7a76\u7684\u70ed\u70b9\u3002<\/p>","protected":false},"author":1,"featured_media":3679,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-3678","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3678","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3678"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3678\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3679"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3678"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3678"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3678"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}