{"id":65492,"date":"2026-01-25T04:24:18","date_gmt":"2026-01-24T20:24:18","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/65492.html"},"modified":"2026-01-25T04:24:18","modified_gmt":"2026-01-24T20:24:18","slug":"ai%e8%87%aa%e5%8a%a8%e6%89%93%e6%b8%b8%e6%88%8f%e5%ae%9e%e6%88%98%ef%bc%9a%e4%bb%8e%e7%8e%af%e5%a2%83%e6%90%ad%e5%bb%ba%e5%88%b0%e6%99%ba%e8%83%bdagent%e5%bc%80%e5%8f%91%e5%85%a8%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/65492.html","title":{"rendered":"AI\u81ea\u52a8\u6253\u6e38\u620f\u5b9e\u6218\uff1a\u4ece\u73af\u5883\u642d\u5efa\u5230\u667a\u80fdAgent\u5f00\u53d1\u5168\u89e3\u6790"},"content":{"rendered":"

AI\u81ea\u52a8\u6253\u6e38\u620f\u662f\u5f3a\u5316\u5b66\u4e60\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u7ecf\u5178\u5e94\u7528\u573a\u666f\uff0c\u901a\u8fc7\u8ba9AI\u6a21\u578b\u81ea\u4e3b\u5b66\u4e60\u6e38\u620f\u89c4\u5219\u3001\u4f18\u5316\u64cd\u4f5c\u7b56\u7565\uff0c\u6700\u7ec8\u5b9e\u73b0\u8d85\u8d8a\u4eba\u7c7b\u73a9\u5bb6\u7684\u6e38\u620f\u8868\u73b0\u3002\u65e0\u8bba\u662f\u7b80\u5355\u7684\u50cf\u7d20\u5c0f\u6e38\u620f\uff0c\u8fd8\u662f\u590d\u6742\u76843A\u5927\u4f5c\uff0cAI\u90fd\u80fd\u901a\u8fc7\u4e0d\u540c\u7684\u6280\u672f\u65b9\u6848\u5b8c\u6210\u81ea\u52a8\u64cd\u63a7\u3002\u672c\u6587\u5c06\u4ece\u6280\u672f\u539f\u7406\u5165\u624b\uff0c\u62c6\u89e3AI\u81ea\u52a8\u6253\u6e38\u620f\u7684\u6838\u5fc3\u5f00\u53d1\u6d41\u7a0b\uff0c\u5305\u542b\u73af\u5883\u642d\u5efa\u3001\u6570\u636e\u91c7\u96c6\u3001\u6a21\u578b\u8bad\u7ec3\u4e0e\u90e8\u7f72\u4f18\u5316\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u4e0a\u624b\u5b9e\u73b0\u5c5e\u4e8e\u81ea\u5df1\u7684AI\u6e38\u620f\u73a9\u5bb6\u3002<\/p>\n

\u4e00\u3001AI\u81ea\u52a8\u6253\u6e38\u620f\u7684\u6838\u5fc3\u6280\u672f\u539f\u7406<\/h3>\n

AI\u81ea\u52a8\u6253\u6e38\u620f\u7684\u6838\u5fc3\u903b\u8f91\u662f\u201c\u611f\u77e5-\u51b3\u7b56-\u6267\u884c\u201d\u7684\u95ed\u73af\uff1aAI\u901a\u8fc7\u89c6\u89c9\u6216\u6e38\u620f\u63a5\u53e3\u611f\u77e5\u6e38\u620f\u72b6\u6001\uff0c\u57fa\u4e8e\u72b6\u6001\u4fe1\u606f\u505a\u51fa\u6700\u4f18\u64cd\u4f5c\u51b3\u7b56\uff0c\u518d\u901a\u8fc7\u63a7\u5236\u63a5\u53e3\u6267\u884c\u64cd\u4f5c\uff0c\u540c\u65f6\u6839\u636e\u6e38\u620f\u53cd\u9988\u7684\u5956\u52b1\u4fe1\u53f7\u4e0d\u65ad\u4f18\u5316\u7b56\u7565\u3002\u76ee\u524d\u4e3b\u6d41\u7684\u6280\u672f\u65b9\u6848\u5206\u4e3a\u4e24\u7c7b\uff0c\u9002\u914d\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u6e38\u620f\u573a\u666f\uff1a<\/p>\n

  • \n

    \u5f3a\u5316\u5b66\u4e60\u65b9\u6848\uff1a\u9002\u7528\u4e8e\u89c4\u5219\u660e\u786e\u3001\u72b6\u6001\u53ef\u91cf\u5316\u7684\u6e38\u620f\uff08\u5982Atari\u7cfb\u5217\u6e38\u620f\u3001\u8d2a\u5403\u86c7\uff09\u3002\u6838\u5fc3\u662f\u6784\u5efa\u201c\u72b6\u6001-\u52a8\u4f5c-\u5956\u52b1\u201d\u7684\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u8ba9AI Agent\u5728\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u4e2d\uff0c\u901a\u8fc7\u8bd5\u9519\u5b66\u4e60\u6700\u4f18\u52a8\u4f5c\u7b56\u7565\u3002\u5e38\u7528\u7b97\u6cd5\u5305\u62ecQ-Learning\u3001DQN\uff08\u6df1\u5ea6Q\u7f51\u7edc\uff09\u3001PPO\uff08\u8fd1\u7aef\u7b56\u7565\u4f18\u5316\uff09\u7b49\uff0c\u5176\u4e2dPPO\u7b97\u6cd5\u56e0\u7a33\u5b9a\u6027\u5f3a\u3001\u6536\u655b\u901f\u5ea6\u5feb\uff0c\u6210\u4e3a\u5f53\u524d\u4e3b\u6d41\u9009\u62e9\u3002<\/p>\n<\/li>\n

  • \n

    \u8ba1\u7b97\u673a\u89c6\u89c9+\u89c4\u5219\u65b9\u6848\uff1a\u9002\u7528\u4e8e\u65e0\u5f00\u653e\u63a5\u53e3\u3001\u753b\u9762\u590d\u6742\u7684\u6e38\u620f\uff08\u5982\u624b\u6e38\u3001\u7aef\u6e38\uff09\u3002\u901a\u8fc7\u56fe\u50cf\u8bc6\u522b\u6280\u672f\u63d0\u53d6\u6e38\u620f\u753b\u9762\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff08\u5982\u8840\u91cf\u3001\u5f97\u5206\u3001\u969c\u788d\u7269\u4f4d\u7f6e\uff09\uff0c\u7ed3\u5408\u9884\u8bbe\u89c4\u5219\u6216\u7b80\u5355\u6a21\u578b\u751f\u6210\u64cd\u4f5c\u6307\u4ee4\u3002\u8be5\u65b9\u6848\u65e0\u9700\u6df1\u5165\u7406\u89e3\u6e38\u620f\u5185\u90e8\u903b\u8f91\uff0c\u5f00\u53d1\u95e8\u69db\u8f83\u4f4e\uff0c\u9002\u5408\u5feb\u901f\u843d\u5730\u3002<\/p>\n<\/li>\n

    \u672c\u6587\u5c06\u4ee5\u201c\u5f3a\u5316\u5b66\u4e60\u65b9\u6848\u201d\u4e3a\u6838\u5fc3\uff0c\u7ed3\u5408OpenAI Gym\u6e38\u620f\u73af\u5883\uff0c\u5b9e\u73b0AI\u81ea\u52a8\u73a9\u201c\u8d2a\u5403\u86c7\u201d\u6e38\u620f\u7684\u5b8c\u6574\u5f00\u53d1\u6d41\u7a0b\uff0c\u517c\u987e\u6280\u672f\u6df1\u5ea6\u4e0e\u5b9e\u64cd\u6027\u3002<\/p>\n

    \u4e8c\u3001\u5f00\u53d1\u73af\u5883\u642d\u5efa\uff1a\u5de5\u5177\u9009\u578b\u4e0e\u914d\u7f6e<\/h3>\n

    \u5f00\u53d1\u73af\u5883\u7684\u6838\u5fc3\u662f\u201c\u6e38\u620f\u73af\u5883+\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u201d\uff0c\u9700\u9009\u62e9\u517c\u5bb9\u6027\u5f3a\u3001\u793e\u533a\u6d3b\u8dc3\u7684\u5de5\u5177\u7ec4\u5408\uff0c\u964d\u4f4e\u5f00\u53d1\u96be\u5ea6\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u73af\u5883\u642d\u5efa\u6b65\u9aa4\uff1a<\/p>\n

    2.1 \u6838\u5fc3\u5de5\u5177\u9009\u578b<\/h4>\n
  • \u6e38\u620f\u73af\u5883\uff1aOpenAI Gym\uff08\u7ecf\u5178\u5f3a\u5316\u5b66\u4e60\u6e38\u620f\u73af\u5883\u5e93\uff0c\u5185\u7f6e\u8d2a\u5403\u86c7\u3001\u6253\u7816\u5757\u7b49\u591a\u79cd\u5c0f\u6e38\u620f\uff0c\u652f\u6301\u72b6\u6001\u91cf\u5316\u4e0e\u52a8\u4f5c\u63a5\u53e3\u8c03\u7528\uff09\uff1b2. \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff1aPyTorch\uff08\u52a8\u6001\u56fe\u673a\u5236\uff0c\u8c03\u8bd5\u65b9\u4fbf\uff0c\u9002\u5408\u5feb\u901f\u8fed\u4ee3\u6a21\u578b\uff09\uff1b3. \u89c6\u89c9\u53ef\u89c6\u5316\uff1aMatplotlib\uff08\u8bad\u7ec3\u66f2\u7ebf\u7ed8\u5236\uff09\u3001OpenCV\uff08\u53ef\u9009\uff0c\u7528\u4e8e\u6e38\u620f\u753b\u9762\u9884\u5904\u7406\uff09\uff1b4. \u63a7\u5236\u63a5\u53e3\uff1aPyAutoGUI\uff08\u53ef\u9009\uff0c\u7528\u4e8e\u63a7\u5236\u771f\u5b9e\u6e38\u620f\u7a97\u53e3\uff0c\u9002\u7528\u4e8e\u975eGym\u73af\u5883\uff09\u3002<\/li>\n

    2.2 \u73af\u5883\u914d\u7f6e\u6b65\u9aa4<\/h4>\n
  • \u57fa\u7840\u73af\u5883\u5b89\u88c5\uff1a\u786e\u4fdd\u672c\u5730\u5df2\u5b89\u88c5Python 3.8+\uff0c\u901a\u8fc7pip\u5b89\u88c5\u6838\u5fc3\u4f9d\u8d56\u5305\uff1a<\/li>\n

    \u5b89\u88c5OpenAI Gym\u53ca\u6e38\u620f\u73af\u5883<\/h2>\n

    pip install gym gym[classic_control]<\/p>\n

    \u5b89\u88c5PyTorch\uff08\u6839\u636eCUDA\u7248\u672c\u9009\u62e9\uff0c\u65e0GPU\u53ef\u5b89\u88c5CPU\u7248\u672c\uff09<\/h2>\n

    pip install torch torchvision torchaudio –index-url https:\/\/download.pytorch.org\/whl\/cpu<\/p>\n

    \u5b89\u88c5\u53ef\u89c6\u5316\u4e0e\u8f85\u52a9\u5de5\u5177<\/h2>\n

    pip install matplotlib opencv-python pyautogui<\/p>\n

  • \u73af\u5883\u9a8c\u8bc1\uff1a\u8fd0\u884c\u4ee5\u4e0b\u4ee3\u7801\uff0c\u6d4b\u8bd5Gym\u73af\u5883\u662f\u5426\u6b63\u5e38\u5de5\u4f5c\uff0c\u82e5\u80fd\u5f39\u51fa\u8d2a\u5403\u86c7\u6e38\u620f\u7a97\u53e3\u5e76\u81ea\u52a8\u8fd0\u884c\uff0c\u5219\u914d\u7f6e\u6210\u529f\uff1a<\/li>\n

    import gym<\/p>\n

    \u521b\u5efa\u8d2a\u5403\u86c7\u6e38\u620f\u73af\u5883\uff08Gym\u4e2d\u540d\u4e3aSnake-v0\uff0c\u9700\u63d0\u524d\u5b89\u88c5gym-snake\u5305\uff09<\/h2>\n

    env = gym.make(\u2018Snake-v0\u2019)<\/p>\n

    \u521d\u59cb\u5316\u73af\u5883<\/h2>\n

    env.reset()<\/p>\n

    \u6d4b\u8bd5\u968f\u673a\u52a8\u4f5c<\/h2>\n

    for _ in range(100): env.render() # \u6e32\u67d3\u6e38\u620f\u753b\u9762 action <\/p>\n","protected":false},"excerpt":{"rendered":"

    AI\u81ea\u52a8\u6253\u6e38\u620f\u662f\u5f3a\u5316\u5b66\u4e60\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u7684\u7ecf\u5178\u5e94\u7528\u573a\u666f\uff0c\u901a\u8fc7\u8ba9AI\u6a21\u578b\u81ea\u4e3b\u5b66\u4e60\u6e38\u620f\u89c4\u5219\u3001\u4f18\u5316\u64cd\u4f5c\u7b56\u7565\uff0c\u6700\u7ec8\u5b9e\u73b0\u8d85\u8d8a\u4eba\u7c7b\u73a9\u5bb6\u7684\u6e38\u620f\u8868\u73b0\u3002\u65e0\u8bba\u662f\u7b80\u5355\u7684\u50cf\u7d20\u5c0f\u6e38\u620f\uff0c\u8fd8\u662f\u590d\u6742\u76843A\u5927\u4f5c\uff0cAI\u90fd\u80fd\u901a\u8fc7\u4e0d\u540c\u7684\u6280\u672f\u65b9\u6848\u5b8c\u6210\u81ea\u52a8\u64cd\u63a7\u3002\u672c\u6587\u5c06\u4ece\u6280\u672f\u539f\u7406\u5165\u624b\uff0c\u62c6\u89e3AI\u81ea\u52a8\u6253\u6e38\u620f\u7684\u6838\u5fc3\u5f00\u53d1\u6d41\u7a0b\uff0c\u5305\u542b\u73af\u5883\u642d\u5efa\u3001\u6570\u636e\u91c7\u96c6\u3001\u6a21\u578b\u8bad\u7ec3\u4e0e\u90e8\u7f72\u4f18\u5316\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u4e0a\u624b\u5b9e\u73b0\u5c5e\u4e8e\u81ea\u5df1\u7684AI\u6e38\u620f\u73a9\u5bb6\u3002
    \n\u4e00\u3001AI\u81ea\u52a8\u6253\u6e38\u620f\u7684\u6838\u5fc3\u6280\u672f\u539f\u7406
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