pfrl
RL-Adventure
| pfrl | RL-Adventure | |
|---|---|---|
| 3 | 3 | |
| 1,149 | 2,950 | |
| 1.4% | - | |
| 4.6 | 0.0 | |
| 15 days ago | over 2 years ago | |
| Python | Jupyter Notebook | |
| MIT License | - |
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pfrl
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Choosing a framework in 2023
PFRL https://github.com/pfnet/pfrl
- [P] Can I separate out the steps of learn() in stable baselines3?
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Applied resources in Pytorch?
Take a look at https://github.com/pfnet/pfrl/blob/master/examples/quickstart/quickstart.ipynb
RL-Adventure
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Applied resources in Pytorch?
can check this out.
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Is there a consensus about RL frameworks?
For me, nothing beats RL-Adventure. It's not perfect, it has bugs, but it's super readable and will let you level up through the different main methods.
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[N] 20 hours of new lectures on Deep Learning and Reinforcement Learning with lots of examples
Lecture 7: Function approximation. (slides, code, video)
What are some alternatives?
acme - A library of reinforcement learning components and agents
stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
skrl - Modular reinforcement learning library (on PyTorch and JAX) with support for NVIDIA Isaac Gym, Isaac Orbit and Omniverse Isaac Gym
machin - Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...
dcss-ai-wrapper - An API for Dungeon Crawl Stone Soup for Artificial Intelligence research.
nle - The NetHack Learning Environment
RL-Adventure-2 - Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters [Moved to: https://github.com/higgsfield-ai/higgsfield]
flux-beamer - Flux is a modern style beamer presentation.
maze - Maze Applied Reinforcement Learning Framework