This is a simple implementation of the Deep Q-learning algorithm on the Atari Pong environment.
- Playing Atari with Deep Reinforcement Learning, Mnih et al., 2013
DQN to play Atari Pong
After 400 epochs of training, the total rewards keeps -21.0~-19.0 and takes about 800-1200 steps for a round.
Anyone has met this problem? Any idea of solving this?
environ:
pytorch 1.5
python 3.7
gym 0.17.3
atari_py 0.2.6
ubuntu 16.04
从该作者提供的 pong.gif 可以看出智能体的动作出现了循环,原因是对手方的程序固定,存在漏洞,智能体找到这个漏洞进行加强,那么如果对手方是人类,能够正常运行吗?
另,哪里下载权重文件,没找到,只能自己训练。
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.