{"id":240,"date":"2025-10-22T23:08:54","date_gmt":"2025-10-22T15:08:54","guid":{"rendered":"http:\/\/4.189.252.43\/?p=240"},"modified":"2025-10-23T23:27:16","modified_gmt":"2025-10-23T15:27:16","slug":"%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0-2","status":"publish","type":"post","link":"http:\/\/4.189.252.43\/index.php\/2025\/10\/22\/%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0-2\/","title":{"rendered":"\u5f3a\u5316\u5b66\u4e60"},"content":{"rendered":"\n

\u4e00\u3001\u5f3a\u5316\u5b66\u4e60\u7b80\u4ecb<\/h2>\n

\u641c\u7d22\uff1a<\/h3>\n

\u53ea\u80fd\u5728\u786e\u8ba4\u73af\u5883\u4e2d\u8fdb\u884c\uff0c\u5f97\u5230\u7684\u662f\u4ece\u8d77\u70b9\u5230\u7ec8\u70b9\u52a8\u4f5c\u5e8f\u5217<\/p>\n

\u5f3a\u5316\u5b66\u4e60\uff1a<\/h3>\n

\u975e\u786e\u5b9a\u73af\u5883<\/strong>\uff0c\u5b66\u4f1a\u4e00\u4e2a\u7b56\u7565\uff0c\u80fd\u591f\u5728\u4efb\u610f\u72b6\u6001<\/strong>\u4e0b\u627e\u5230\u6700\u4f73\u52a8\u4f5c\u3002<\/p>\n

\u5e8f\u5217\u51b3\u7b56\u4efb\u52a1\uff1a<\/h3>\n

\u4e00\u4e2a\u5e8f\u5217\u4efb\u52a1\uff0c\u901a\u8fc7\u5404\u79cd\u52a8\u4f5c\u8fbe\u5230\u81ea\u5df1\u76ee\u6807\u3002<\/p>\n

\u667a\u80fd\u4f53\u4ece\u4ea4\u4e92\u4e2d\u5b66\u4e60\u5f97\u5230\u6700\u5927\u5316\u7d2f\u8ba1\u5956\u52b1\u7684\u884c\u52a8\u3002<\/p>\n

\u5173\u952e\u8981\u7d20<\/h3>\n
    \n

  1. \u72b6\u6001\uff08state\uff09\uff1a<\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/svg><\/span>

  2. \u52a8\u4f5c \uff08action) \uff1a<\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/svg><\/span>

  3. \u7b56\u7565\uff08policy\uff09\uff1a<\/path><\/defs><\/use><\/g><\/svg><\/span>

    \u5f3a\u5316\u5b66\u4e60\u6700\u7ec8\u5b66\u5f97\u7684\u5c31\u662f\u4e00\u4e2a\u7b56\u7565\u51fd\u6570\u3002<\/p>\n<\/blockquote>\n

      \n
    • \u786e\u5b9a\u6027\u7b56\u7565\uff1a<\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>
    • \u968f\u673a\u6027\u7b56\u7565\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

    • \u72b6\u6001\u8f6c\u79fb\uff08state transition\uff09\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>

    • \u5956\u52b1\uff08reward\uff09\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

      \u5956\u52b1\u51fd\u6570\u7684\u597d\u574f\u5f71\u54cd\u5f3a\u5316\u5b66\u4e60\u7684\u7ed3\u679c\u3002<\/p>\n<\/blockquote>\n<\/li>\n

    • \u8f68\u8ff9\uff08trajectory\uff09\uff1a \u667a\u80fd\u4f53\u89c2\u6d4b\u5230\u7684\u6240\u6709\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u5956\u52b1\u7684\u5e8f\u5217\u3002<\/p>\n

      <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>

    • \u56de\u62a5\uff08return\uff09\uff1a\u4ece\u5f53\u524d\u65f6\u523b\u5f00\u59cb\u5230\u672c\u56de\u5408\u7ed3\u675f\u7684\u6240\u6709\u5956\u52b1\u603b\u548c\u3002<\/p>\n

      <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/g><\/svg><\/span>

      \u5f3a\u5316\u5b66\u4e60\u7684\u76ee\u6807\u662f\u6700\u5927\u5316\u56de\u62a5\uff0c\u5373\u7d2f\u8ba1\u5956\u52b1\uff0c\u800c\u4e0d\u662f\u6700\u5927\u5316\u5f53\u524d\u5956\u52b1\u3002<\/strong><\/p>\n

      \u901a\u5e38\u8003\u8651\u6298\u6263\u56de\u62a5\uff0c\u5373\u5f53\u524d\u65f6\u523b\u7684\u5956\u52b1\u5177\u6709\u66f4\u5927\u6743\u91cd\u3002<\/p>\n

      <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

      <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/g><\/svg><\/span>

    • \u56de\u5408\uff08episode\uff09\uff1a\u4e00\u5c40\u6e38\u620f\u3002<\/p>\n<\/li>\n\n<\/ol>\n

      \u4ea4\u4e92\u8fc7\u7a0b<\/h3>\n
        \n
      • \u89c2\u5bdf\u5230\u72b6\u6001<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/svg><\/span><\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>
      • \u6267\u884c\u52a8\u4f5c<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span><\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>

        \u4e8c\u3001\u9a6c\u5c14\u79d1\u592b\u51b3\u7b56\u8fc7\u7a0b(Markov Decision Process, MDP)<\/h2>\n

        1. \u57fa\u672c\u6982\u5ff5<\/h3>\n
          \n
        • \u72b6\u6001\u53d8\u91cf<\/strong>\uff1a\u7ed9\u5b9a\u65f6\u523b<\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>
        • \u521d\u59cb\u72b6\u6001\u6982\u7387<\/strong>\uff1a\u968f\u673a\u53d8\u91cf<\/path><\/defs><\/use><\/g><\/svg><\/span>
        • \u8f6c\u79fb\u6a21\u578b<\/strong>(transition model)\uff1a\u6307\u5b9a\u4e16\u754c\u5982\u4f55\u968f\u65f6\u95f4\u6f14\u53d8\uff0c\u7ed9\u5b9a\u8fc7\u53bb\u7684\u72b6\u6001\u53d8\u91cf\u53d6\u503c\u4e4b\u540e\uff0c\u786e\u5b9a\u6700\u65b0\u72b6\u6001\u7684\u6982\u7387\u5206\u5e03<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/g><\/svg><\/span>

          \u9a6c\u5c14\u53ef\u592b\u5047\u8bbe<\/strong>\uff1a\u5f53\u524d\u72b6\u6001\u53ea\u4f9d\u8d56\u4e8e\u6709\u9650<\/strong>\u7684\u56fa\u5b9a\u6570\u91cf<\/strong>\u7684\u8fc7\u53bb\u72b6\u6001\u3002<\/mark><\/p>\n

          \u72b6\u6001 + \u72b6\u6001\u8f6c\u79fb = \u9a6c\u5c14\u53ef\u592b\u8fc7\u7a0b<\/strong><\/p>\n

          2. \u5b9a\u4e49<\/h3>\n

          \u5177\u6709\u9a6c\u5c14\u53ef\u592b\u6027\u8d28<\/strong>\u7684\u968f\u673a\u8fc7\u7a0b\u3002<\/p>\n

          \u72b6\u6001<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>

          <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

          \u5f3a\u5316\u5b66\u4e60\u5bf9\u5e94\u4e86\u9a6c\u5c14\u53ef\u592b\u56db\u5143\u7ec4\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

          \u6709\u6a21\u578b\u5b66\u4e60<\/strong>(model-based learning)\uff1a\u5047\u8bbe<\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

          MDP\u6a21\u578b\u7684\u52a8\u6001\u8f6c\u6362<\/strong>\uff1a<\/p>\n

            \n

          • \u4ece\u72b6\u6001<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>

          • MDP\u968f\u673a\u8f6c\u79fb\u5230\u4e0b\u4e00\u4e2a\u72b6\u6001<\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span>

          • \u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u65ad\u8fdb\u884c<\/p>\n

            <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/use><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

          • \u667a\u80fd\u4f53\u7684\u603b\u56de\u62a5\u4e3a\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/g><\/svg><\/span>

            3. \u4e00\u4e2a\u4f8b\u5b50\u2014\u2014Grid World<\/h3>\n

            \u73af\u5883\uff1a\u6709\u82e5\u5e72\u7f51\u7edc\u5355\u5143\u7ec4\u6210\u7684\u7f51\u683c\u4e16\u754c<\/p>\n

            \u53ef\u901a\u884c\u5355\u5143 \/ \u7981\u6b62\u8fdb\u5165\u5355\u5143 \/ \u76ee\u6807\u5355\u5143 \/ \u8fb9\u754c<\/p>\n

            \u4efb\u52a1\uff1a\u7ed9\u5b9a\u4efb\u610f\u8d77\u59cb\u4f4d\u7f6e\uff0c\u5bfb\u627e\u4e00\u6761\u901a\u5f80\u76ee\u6807\u7684"\u8f83\u597d"\u8def\u5f84\u3002\uff08\u5982\u4f55\u5b9a\u4e49\u201c\u8f83\u597d\u201d\uff1f\uff09<\/p>\n<\/blockquote>\n

              \n

            • \u72b6\u6001\uff1a\u5728grid world\u4e2d\uff0c\u72b6\u6001\u5c31\u662fagent\u6240\u5728\u7684\u4f4d\u7f6e\u3002<\/p>\n<\/li>\n

            • \u72b6\u6001\u7a7a\u95f4\uff1a\u6240\u6709\u72b6\u6001\u7684\u96c6\u5408<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/svg><\/span>

            • \u52a8\u4f5c\uff1a\u4e0a\u4e0b\u5de6\u53f3\u3001\u4e0d\u52a8<\/p>\n<\/li>\n

            • \u52a8\u4f5c\u7a7a\u95f4\uff1a\u6240\u6709\u53ef\u884c\u52a8\u4f5c<\/strong>\u7684\u96c6\u5408<\/p>\n<\/li>\n

            • \u72b6\u6001\u8f6c\u79fb\u6982\u7387\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/g><\/svg><\/span>

            • \u5956\u52b1\u51fd\u6570\uff1a<\/p>\n

                \n
              • \u8d8a\u51fa\u8fb9\u754c\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/svg><\/span>
              • \u8fdb\u5165\u7981\u6b62\u5355\u5143\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/svg><\/span>
              • \u5230\u8fbe\u76ee\u6807\u5355\u5143\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/svg><\/span>
              • \u5176\u4ed6\u60c5\u51b5\uff0c\u5956\u52b1<\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/svg><\/span>

                \u8d1d\u5c14\u66fc\u65b9\u7a0b<\/h2>\n

                1. \u6709\u6a21\u578b\u5b66\u4e60<\/h3>\n

                \u76ee\u6807<\/strong>\uff1a\u9009\u62e9\u80fd\u591f\u6700\u5927\u5316\u7d2f\u8ba1\u5956\u52b1\u671f\u671b\u7684\u7b56\u7565<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                \u4e09\u4e2a\u6b65\u9aa4\uff1a<\/strong> \u7b56\u7565\u8bc4\u4f30\u3001\u6539\u8fdb\u3001\u8fed\u4ee3<\/p>\n

                2. \u4ef7\u503c\u51fd\u6570<\/h3>\n

                \u72b6\u6001\uff08\u6216\u72b6\u6001-\u52a8\u4f5c\u4e8c\u5143\u7ec4\uff09\u7684\u51fd\u6570\uff0c\u7528\u6765\u8bc4\u4f30\u5f53\u524d\u667a\u80fd\u4f53\u5728\u7ed9\u5b9a\u72b6\u6001\uff08\u6216\u7ed9\u5b9a\u72b6\u6001\u4e0e\u52a8\u4f5c\uff09\u4e0b\u6709\u591a\u597d\u3002<\/p>\n

                  \n

                • \u72b6\u6001\u503c\u51fd\u6570(State value function)<\/strong><\/p>\n

                  <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                • \u72b6\u6001-\u52a8\u4f5c\u503c\u51fd\u6570(State-Action value function)<\/strong><\/p>\n

                  <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                • \u4e24\u8005\u7684\u5173\u7cfb\uff1a<\/strong><\/p>\n

                  <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                  3. \u8d1d\u5c14\u66fc\u65b9\u7a0b<\/h3>\n
                  <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>
                  <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                  \u5176\u4e2d\uff1a<\/p>\n

                    \n
                  • <\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/g><\/svg><\/span>
                  • <\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/g><\/svg><\/span>
                  • <\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                    \u8d1d\u5c14\u66fc\u6700\u4f18\u65b9\u7a0b<\/h4>\n

                    \u6700\u4f18\u7b56\u7565\u5bf9\u5e94\u7684\u503c\u51fd\u6570\u79f0\u4e3a\u6700\u4f18\u503c\u51fd\u6570<\/strong>\u3002<\/p>\n

                    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                    \u975e\u6700\u4f18\u7b56\u7565\u7684\u6539\u8fdb\u65b9\u5f0f\uff1a\u5c06\u7b56\u7565\u9009\u62e9\u7684\u52a8\u4f5c\u6539\u4e3a\u5f53\u524d\u6700\u4f18\u7684\u52a8\u4f5c<\/p>\n

                    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                    4. \u4ef7\u503c\u8fed\u4ee3<\/h3>\n

                    \u8fc7\u7a0b\uff1a<\/strong><\/p>\n

                      \n

                    1. \u5bf9\u4e8e\u6bcf\u4e2a\u72b6\u6001<\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                    2. \u91cd\u590d\u4ee5\u4e0b\u8fc7\u7a0b\u76f4\u5230\u6536\u655b\uff1a<\/p>\n

                        \n
                      • \u5bf9\u6bcf\u4e2a\u72b6\u6001\uff0c\u66f4\u65b0<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                        5. \u7b56\u7565\u8fed\u4ee3<\/h3>\n

                        \u8fc7\u7a0b\uff1a<\/strong><\/p>\n

                          \n

                        1. \u968f\u673a\u521d\u59cb\u5316\u7b56\u7565<\/path><\/defs><\/use><\/g><\/svg><\/span>

                        2. \u91cd\u590d\u4ee5\u4e0b\u8fc7\u7a0b\u76f4\u5230\u6536\u655b\uff1a<\/p>\n

                            \n
                          • \u7b56\u7565\u8bc4\u4f30\uff1a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/g><\/svg><\/span>
                          • \u7b56\u7565\u6539\u8fdb\uff1a\u5bf9\u6bcf\u4e2a\u72b6\u6001\uff0c\u66f4\u65b0 <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                            \u603b\u7ed3\uff1a<\/h3>\n
                              \n
                            • \u4e24\u79cd\u7b56\u7565\u5747\u53ef\u5f52\u7ed3\u4e3a\u57fa\u4e8e\u52a8\u6001\u89c4\u5212\u7684\u5bfb\u4f18\u7b97\u6cd5<\/li>\n
                            • \u4ef7\u503c\u8fed\u4ee3\u662f\u8d2a\u5fc3\u66f4\u65b0\u6cd5<\/li>\n
                            • \u7b56\u7565\u8fed\u4ee3\u4e2d\uff0c\u7528Bellman\u7b49\u5f0f\u66f4\u65b0\u4ef7\u503c\u51fd\u6570\u4ee3\u4ef7\u5f88\u5927<\/li>\n
                            • \u5bf9\u4e8e\u7a7a\u95f4\u8f83\u5c0f\u7684MDP\uff0c\u7b56\u7565\u8fed\u4ee3\u901a\u5e38\u5f88\u5feb\u6536\u655b<\/li>\n
                            • \u5bf9\u4e8e\u7a7a\u95f4\u8f83\u5927\u7684MDP\uff0c\u4ef7\u503c\u8fed\u4ee3\u66f4\u5b9e\u7528\uff08\u6548\u7387\u66f4\u9ad8\uff09<\/li>\n\n<\/ul>\n

                              \u65e0\u6a21\u578b\u5b66\u4e60<\/h2>\n

                              \u72b6\u6001\u8f6c\u79fb\u51fd\u6570\u4e0e\u5956\u52b1\u51fd\u6570\u672a\u77e5\u3002<\/p>\n

                              \u4ece\u201c\u7ecf\u9a8c\u201d\u4e2d\u5b66\u4e60\u4e00\u4e2aMDP\u6a21\u578b\uff1a<\/p>\n

                                \n

                              • \u5b66\u4e60\u72b6\u6001\u8f6c\u79fb\u6982\u7387<\/p>\n

                                <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/rect>\u5728<\/text><\/use>\u4e0b<\/text><\/g>\u91c7<\/text><\/g>\u53d6<\/text><\/g>\u52a8<\/text><\/g>\u4f5c<\/text><\/g><\/use>\u5e76<\/text><\/g>\u8f6c<\/text><\/g>\u79fb<\/text><\/g>\u5230<\/text><\/g><\/use><\/use>\u7684<\/text><\/g>\u6b21<\/text><\/g>\u6570<\/text><\/g><\/g>\u5728<\/text><\/use>\u4e0b<\/text><\/g>\u91c7<\/text><\/g>\u53d6<\/text><\/g>\u52a8<\/text><\/g>\u4f5c<\/text><\/g><\/use>\u7684<\/text><\/g>\u6b21<\/text><\/g>\u6570<\/text><\/g><\/g><\/g><\/g><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                \u6709\u6ca1\u6709\u529e\u6cd5\u4e0d\u5b66\u4e60MDP\uff1f\u80fd\u4e0d\u80fd\u4ece\u7ecf\u9a8c\u6570\u636e\u4e2d\u76f4\u63a5\u5b66\u4e60\u4ef7\u503c\u51fd\u6570\u548c\u7b56\u7565\u51fd\u6570\uff1f\u2014\u2014\u6a21\u578b\u65e0\u5173\u7684\u5f3a\u5316\u5b66\u4e60(Model-Free Reinforcement Learning)<\/strong><\/p>\n

                                1. \u8499\u7279\u5361\u6d1b\u5f3a\u5316\u5b66\u4e60<\/h3>\n
                                  \n

                                • \u5728\u6a21\u578b\u672a\u77e5\u7684\u60c5\u5f62\u4e0b\uff0c\u4ece\u8d77\u59cb\u72b6\u6001\u51fa\u53d1\uff0c\u4f7f\u7528\u67d0\u4e2a\u7b56\u7565\u8fdb\u884c\u91c7\u6837\u83b7\u5f97\u8f68\u8ff9<\/p>\n

                                  Episode 1: <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>

                                • \u5bf9\u4e8e\u8f68\u8ff9\u4e2d\u51fa\u73b0\u7684\u6bcf\u4e00\u5bf9\u72b6\u6001-\u52a8\u4f5c\uff0c\u8bb0\u5f55\u5176\u5956\u8d4f\u4e4b\u548c\uff0c\u4f5c\u4e3a\u8be5\u72b6\u6001-\u52a8\u4f5c\u5bf9\u7684\u4e00\u6b21\u7d2f\u8ba1\u5956\u8d4f\u91c7\u6837\u503c<\/p>\n<\/li>\n

                                • \u591a\u6b21\u91c7\u6837\u5f97\u5230\u591a\u6761\u8f68\u8ff9\u4e4b\u540e\uff0c\u5c06\u6bcf\u4e2a\u72b6\u6001-\u52a8\u4f5c\u5bf9\u7684\u7d2f\u8ba1\u5956\u8d4f\u91c7\u6837\u503c\u8fdb\u884c\u5e73\u5747\uff0c\u5f97\u5230\u72b6\u6001-\u52a8\u4f5c\u503c\u51fd\u6570<\/path><\/defs><\/use><\/g><\/svg><\/span>

                                • \u4ece\u67d0\u4e2a\u72b6\u6001-\u52a8\u4f5c\u51fa\u53d1\uff0c\u6267\u884c\u7b56\u7565\u5f97\u5230\u4e00\u4e2a\u56de\u5408\u7684\u8f68\u8ff9\uff0c\u57fa\u4e8e\u8be5\u56de\u5408\u6570\u636e\u4f30\u8ba1\u72b6\u6001-\u52a8\u4f5c\u7684\u4ef7\u503c<\/p>\n

                                  <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/use><\/g><\/svg><\/span>

                                • \u4e00\u4e2a\u957f\u7684\u56de\u5408\u53ef\u4ee5\u770b\u505a\u5f88\u591a\u4e2a\u4ece\u4e0d\u540c\u72b6\u6001-\u52a8\u4f5c\u51fa\u53d1\u7684\u5b50\u56de\u5408\uff0c\u53ef\u4ee5\u7528\u4e8e\u4f30\u8ba1\u591a\u4e2a\u4e0d\u540c\u72b6\u6001-\u52a8\u4f5c \u7684\u503c\uff1b\u6837\u672c\u6548\u7387\u66f4\u9ad8<\/p>\n

                                  \"image-20251017100222978\"<\/p>\n<\/blockquote>\n<\/li>\n

                                • \u8bbf\u95ee\u5728\u4e00\u4e2a\u56de\u5408\u4e2d\u7684\u6bcf\u4e2a\u65f6\u95f4\u6b65\u957f<\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span>

                                    \n
                                  • \u589e\u91cf\u8ba1\u7b97\u5668<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>
                                  • \u589e\u91cf\u603b\u7d2f\u8ba1\u5956\u52b1<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>
                                  • \u4ef7\u503c\u88ab\u4f30\u8ba1\u4e3a\u7d2f\u8ba1\u5956\u52b1\u7684\u5747\u503c<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                                  • \u540c\u7406\uff0c\u53ef\u8ba1\u7b97\u51fa<\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>

                                    \u6ce8\u610f\uff1a<\/strong>\u5982\u679c\u7b56\u7565\u662f\u786e\u5b9a\u6027\u7684\uff0c\u5bf9\u4e8e\u67d0\u4e2a\u72b6\u6001\u53ea\u4f1a\u8f93\u51fa\u4e00\u4e2a\u52a8\u4f5c\uff0c\u4f7f\u7528\u8fd9\u6837\u7684\u7b56\u7565\u8fdb\u884c\u91c7\u6837\uff0c\u53ea\u80fd\u5f97\u5230\u591a\u6761\u76f8\u540c\u7684\u8f68\u8ff9<\/p>\n

                                    \u5f15\u5165<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>
                                    <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use>\u4ee5<\/text>\u6982<\/text><\/g>\u7387<\/text><\/g><\/g><\/use><\/use><\/use><\/g>\u4ee5<\/text>\u5747<\/text><\/g>\u5300<\/text><\/g>\u6982<\/text><\/g>\u7387<\/text><\/g>\u4ece<\/text><\/g><\/use>\u4e2d<\/text>\u968f<\/text><\/g>\u673a<\/text><\/g>\u9009<\/text><\/g>\u53d6<\/text><\/g>\u52a8<\/text><\/g>\u4f5c<\/text><\/g><\/g>\u4ee5<\/text>\u6982<\/text><\/g>\u7387<\/text><\/g><\/g><\/use><\/g><\/g><\/g><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>
                                      \n
                                    1. \u8f68\u8ff9\u91c7\u6837\uff1a<\/strong>\u6309\u7167\u5f53\u524d\u7b56\u7565\u7684<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>
                                    2. \u7b56\u7565\u8bc4\u4f30\uff1a<\/strong>\u6839\u636e\u91c7\u6837\u7684\u8f68\u8ff9\u66f4\u65b0<\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span>
                                    3. \u7b56\u7565\u6539\u8fdb\uff1a<\/strong>\u6839\u636e\u65b0\u7684<\/path><\/defs><\/use><\/g><\/svg><\/span>

                                      \u5f02\u7b56\u7565\uff08off-policy\uff09\u8499\u7279\u5361\u6d1b\u5f3a\u5316\u5b66\u4e60<\/h4>\n

                                      \u4ec5\u5728\u8bc4\u4f30\u65f6\u5f15\u5165<\/path><\/defs><\/use><\/g><\/svg><\/span>

                                        \n

                                      • \u4f30\u8ba1\u4e00\u4e2a\u4e0d\u540c\u5206\u5e03\u7684\u671f\u671b\uff1a<\/p>\n

                                        <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/rect><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/rect><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                      • \u5c06\u6bcf\u4e2a\u5b9e\u4f8b\u7684\u6743\u91cd\u91cd\u65b0\u5206\u914d\u4e3a<\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/rect><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span>

                                        \u4f7f\u7528\u7b56\u7565<\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span>

                                        <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/rect><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/use><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                        \u4f7f\u7528\u7b56\u7565<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span>

                                        <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/rect><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/g><\/rect><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/g><\/g><\/g><\/use><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                        <\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span>

                                        \u589e\u91cf\u8499\u7279\u5361\u8bfa\u66f4\u65b0<\/h4>\n
                                          \n

                                        • \u5bf9\u4e8e\u72b6\u6001-\u52a8\u4f5c\u5bf9<\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/rect><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/g><\/g><\/svg><\/span>

                                        • \u5219\u5728\u5f97\u5230\u7b2c<\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/g><\/svg><\/span>

                                          <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/rect><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                        • \u66f4\u4e00\u822c\u5730\uff0c\u53ef\u4ee5\u628a<\/path><\/path><\/path><\/defs><\/rect><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span>

                                          <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                          \u6ce8\uff1a<\/strong>\u8499\u7279\u5361\u6d1b\u5f3a\u5316\u5b66\u4e60\u901a\u8fc7\u8003\u8651\u91c7\u6837\u8f68\u8ff9\uff0c\u514b\u670d\u4e86\u6a21\u578b\u672a\u77e5\u7ed9\u7b56\u7565\u4f30\u8ba1\u9020\u6210\u7684\u56f0\u96be<\/p>\n

                                          \u8499\u7279\u5361\u6d1b\u5f3a\u5316\u5b66\u4e60\u7684\u7f3a\u70b9\uff1a\u4f4e\u6548<\/strong><\/p>\n

                                            \n
                                          • \u6c42\u5e73\u5747\u65f6\u4ee5\u201c\u6279\u5904\u7406\u5f0f\u201d\u8fdb\u884c<\/li>\n
                                          • \u5728\u4e00\u4e2a\u5b8c\u6574\u7684\u91c7\u6837\u8f68\u8ff9\u5b8c\u6210\u540e\u624d\u5bf9\u72b6\u6001-\u52a8\u4f5c\u503c\u51fd\u6570\u8fdb\u884c\u66f4\u65b0<\/li>\n\n<\/ul>\n

                                            2. \u65f6\u5e8f\u5dee\u5206\uff08temporal difference, TD\uff09\u5b66\u4e60<\/h3>\n

                                            \u5f00\u8f66\u4ece\u5317\u4eac\u5230\u4e0a\u6d77\uff0c\u51fa\u53d1\u524d\u6a21\u578b\u9884\u6d4b\u603b\u8f66\u7a0b\u4e3a14\u5c0f\u65f6\uff0c\u5373<\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>

                                              \n

                                            • \u5047\u8bbe\u6211\u7ecf\u8fc74.5\u5c0f\u65f6\u5230\u8fbe\u6d4e\u5357\uff0c\u6a21\u578b\u518d\u6b21\u9884\u6d4b\uff0c\u53d1\u73b0\u6d4e\u5357\u5230\u4e0a\u6d77\u53ea\u9700\u898111\u5c0f\u65f6<\/p>\n

                                              <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                              TD \u7b97\u6cd5\u5c06<\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/svg><\/span>

                                              <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                              \u5176\u4e2d<\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span><\/path><\/defs><\/use><\/g><\/svg><\/span><\/path><\/path><\/defs><\/use><\/use><\/g><\/svg><\/span>

                                              SARSA\uff08on-policy\uff09<\/h4>\n

                                              \u5b66\u4e60\u4e0e\u6267\u884c\u7684\u662f\u540c\u4e00\u4e2a\u7b56\u7565<\/p>\n<\/blockquote>\n

                                                \n

                                              • \u5bf9\u4e8e\u5f53\u524d\u7b56\u7565\u6267\u884c\u7684\u6bcf\u4e2a\uff08\u72b6\u6001-\u52a8\u4f5c-\u5956\u52b1-\u72b6\u6001-\u52a8\u4f5c\uff09\u5143\u7ec4<\/p>\n<\/li>\n

                                              • \u66f4\u65b0\u72b6\u6001-\u52a8\u4f5c\u503c\u51fd\u6570\u4e3a<\/p>\n

                                                <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                                \u4e24\u4e2aactions<\/code>\u90fd\u662f\u7531\u5f53\u524d\u7b56\u7565\u9009\u62e9\u7684\u3002<\/p>\n<\/blockquote>\n

                                                Q-Learning<\/h4>\n
                                                <\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/path><\/defs><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/use><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/g><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/use><\/g><\/g><\/g><\/g><\/svg><\/span><\/div>

                                                SARSA\u9002\u7528\u4e8e\u9700\u8981\u5b89\u5168\u63a2\u7d22<\/strong>\u7684\u60c5\u5f62\uff0c\u5b66\u4e60\u7684\u662f\u5b9e\u9645\u6267\u884c\u7b56\u7565\u7684\u7ed3\u679c\uff0c\u4e0d\u4f1a\u9ad8\u4f30\u98ce\u9669\u72b6\u6001\u3002<\/p>\n

                                                Q-learning\u7684\u76ee\u6807\u662f\u5c3d\u5feb\u627e\u5230\u6700\u4f18\u7b56\u7565\uff0c\u5bf9\u5b66\u4e60\u7a33\u5b9a\u6027\u8981\u6c42\u4f4e\uff0c\u9002\u7528\u4e8e\u6e38\u620fAI<\/strong>\u3002<\/p>\n<\/blockquote>\n\n","protected":false},"excerpt":{"rendered":"

                                                \u4e00\u3001\u5f3a\u5316\u5b66\u4e60\u7b80\u4ecb \u641c\u7d22\uff1a \u53ea\u80fd\u5728\u786e\u8ba4\u73af\u5883\u4e2d\u8fdb\u884c\uff0c\u5f97\u5230\u7684\u662f\u4ece\u8d77\u70b9\u5230\u7ec8\u70b9\u52a8\u4f5c\u5e8f\u5217 \u5f3a\u5316\u5b66\u4e60\uff1a \u975e\u786e\u5b9a\u73af\u5883\uff0c\u5b66\u4f1a\u4e00\u4e2a […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[21,4],"tags":[],"class_list":["post-240","post","type-post","status-publish","format-standard","hentry","category-21","category-4"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/posts\/240","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/comments?post=240"}],"version-history":[{"count":2,"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/posts\/240\/revisions"}],"predecessor-version":[{"id":242,"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/posts\/240\/revisions\/242"}],"wp:attachment":[{"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/media?parent=240"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/categories?post=240"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/4.189.252.43\/index.php\/wp-json\/wp\/v2\/tags?post=240"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}