alpha-zero-general
Practical_RL
| alpha-zero-general | Practical_RL | |
|---|---|---|
| 4 | 2 | |
| 3,674 | 5,753 | |
| - | 1.1% | |
| 3.1 | 6.0 | |
| 2 months ago | 23 days ago | |
| Jupyter Notebook | Jupyter Notebook | |
| MIT License | The Unlicense |
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alpha-zero-general
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Competitive reinforcement learning for turn-based games
This is a good intro to alphazero and montecarlo treesearch , Followed by This repo.
- Looking for deeper understanding of AlphaZero algorithm
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Any interest in a strong Santorini (no powers) AI?
I'm not planning on sharing code at the moment as I'm still working on improving it. The main part of the code is simply from https://github.com/suragnair/alpha-zero-general plus my implementation of game logic (about 100 lines). So for you to use the AI you really need the weights for the neural network. I plan on releasing a better version than the current version in say two months or so.
Practical_RL
- [D] implementation of MCTS in Python
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Alternatives to OpenAI’s spinning up?
there is this great github repo where there are lectures and other resources, and have a week by week jupyter notebooks where they explain and code with homeworks at the very end of it. is basics and deepRL, but just dqn and DDPG/ppo but i think will give you good start in the topic for later star working on your own.
What are some alternatives?
muzero-general - MuZero
webdataset - A high-performance Python-based I/O system for large (and small) deep learning problems, with strong support for PyTorch.
minigo - An open-source implementation of the AlphaGoZero algorithm
FunMatch-Distillation - TF2 implementation of knowledge distillation using the "function matching" hypothesis from https://arxiv.org/abs/2106.05237.
tensorflow-onnx - Convert TensorFlow, Keras, Tensorflow.js and Tflite models to ONNX
awesome-rl - Reinforcement learning resources curated
a3c_trading - Trading with recurrent actor-critic reinforcement learning
labml - 🔎 Monitor deep learning model training and hardware usage from your mobile phone 📱
reversatile - Reversatile: Reversi for Android
redisai-examples - RedisAI showcase
Popular-RL-Algorithms - PyTorch implementation of Soft Actor-Critic (SAC), Twin Delayed DDPG (TD3), Actor-Critic (AC/A2C), Proximal Policy Optimization (PPO), QT-Opt, PointNet..
TensorFlow-Tutorials - TensorFlow Tutorials with YouTube Videos