RL-Adventure
RL-Adventure-2
| RL-Adventure | RL-Adventure-2 | |
|---|---|---|
| 3 | 3 | |
| 2,950 | 3,211 | |
| - | - | |
| 0.0 | 0.0 | |
| over 2 years ago | 5 months ago | |
| Jupyter Notebook | Jupyter Notebook | |
| - | Apache License 2.0 |
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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)
RL-Adventure-2
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Why does this implementation uniformly initialize the final layer off their network
I am following this implementation of ddpg and found this code -
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RuntimeError: Trying to backward through the graph a second time (or directly access saved tensors after they have already been freed)
Also, modified this code - https://github.com/higgsfield/RL-Adventure-2/blob/master/1.actor-critic.ipynb
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[N] 20 hours of new lectures on Deep Learning and Reinforcement Learning with lots of examples
Lecture 8: Policy gradient methods. (slides, code, theory, video)
What are some alternatives?
stable-baselines3 - PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.
flux-beamer - Flux is a modern style beamer presentation.
machin - Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...
DeepReinforcementLearningInAction - Code from the Deep Reinforcement Learning in Action book from Manning, Inc
dcss-ai-wrapper - An API for Dungeon Crawl Stone Soup for Artificial Intelligence research.
implementation-matters
nle - The NetHack Learning Environment
acme - A library of reinforcement learning components and agents
maze - Maze Applied Reinforcement Learning Framework
pfrl - PFRL: a PyTorch-based deep reinforcement learning library