用强化学习DQN算法,训练AI模型来玩合成大西瓜游戏,提供Keras版本和PARL(paddle)版本

Overview

用强化学习玩合成大西瓜

代码地址:https://github.com/Sharpiless/play-daxigua-using-Reinforcement-Learning

用强化学习DQN算法,训练AI模型来玩合成大西瓜游戏,提供Keras版本、PARL(paddle)版本和pytorch版本。

B站:https://space.bilibili.com/470550823

CSDN:https://blog.csdn.net/weixin_44936889

AI Studio:https://aistudio.baidu.com/aistudio/personalcenter/thirdview/67156

Github:https://github.com/Sharpiless

1. 打开游戏:

这里使用pygame重写了大西瓜游戏,并封装为适合RL环境的代码。

解压图片素材:

unzip res.zip

运行:

python Main.py

即可开始游戏:

在这里插入图片描述

2. 训练RL模型:

RL算法采用DQN算法,其中Keras版本使用了简单的卷积神经网络来计算Q值,PRAL版本使用ResNet。

运行:

python train_keras.py

或者

python train_paddle.py

或者

python train_torch.py

开始训练:

在这里插入图片描述

关注我的公众号:

感兴趣的同学关注我的公众号——可达鸭的深度学习教程:

在这里插入图片描述

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Comments
  • 多个水果同时碰撞的问题

    多个水果同时碰撞的问题

    产生问题的情况

    $B_1$, $B_2$, $B_3$是同类型的水果,$B_2$同时与$B_1$,$B_3$碰撞,会同时合并产生2个更高一级的水果,这两个水果又会合并产生高两级的水果。

    问题

    判断碰撞时,是一对一对检测的。第一对($B_1$,$B_2$)处理后,会删除$B_1$,$B_2$,再处理第二对时,没有检测$B_1$,$B_2$是否还存在,而直接生成了第二个更高一级的水果。

    解决

    增加检测当前碰撞对的水果是否都存在的判断,若任何一个不存在了,则不做任何操作。

    opened by mangoleaves 0
Owner
BIT可达鸭
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