RL-Algorithms
Youtube-Code-Repository
RL-Algorithms | Youtube-Code-Repository | |
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1 | 5 | |
6 | 842 | |
- | - | |
2.6 | 1.6 | |
over 3 years ago | 10 months ago | |
Jupyter Notebook | Python | |
MIT License | - |
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RL-Algorithms
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Minimalistic implementation of RL algorithms for easy understanding
check it out:https://github.com/addy1997/RL-Algorithms
Youtube-Code-Repository
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Overall loss in PPO, why does it matter?
In Phil tabor's implementation it calculates Actor and Critic loss separately (line 95+) and does not calculate equation 9.
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Intrinsic Curiosity Module Pytorch multithreading cpu unable to fix seeds
I am working on an extension of this implementation https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/ICM of the intrinsic curiosity module. It uses A3C(Actor -critic) as a policy and the ICM is a bolt on module.
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PPO cannot play CartPole ?
A very good performance reference code, which convers in 200 episodes.
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Rl algorithm implemented
Github code - https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/DDPG/tensorflow2/pendulum
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Lunar Lander using Deep Q-Learning
I was wondering why the code looked so familiar, not just the design, but even the syntax and names of functions. I went through these myself when I was learning: Youtube-Code-Repository/ReinforcementLearning/DeepQLearning at master ยท philtabor/Youtube-Code-Repository (github.com). Its by a YouTuber / Udemy course instructor that goes through the design and coding process from scratch. This is probably mostly lifted straight from that repo. He even has a video on doing the lunar lander example too.
What are some alternatives?
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Respiratory-Disease-Coughing-Dataset-CNN - A collection of coughing audio files from Coswara, Coughvid, and Virufy as well as generated spectrograms for the use of machine learning
awesome-python-projects - ๐ฑ โ Some awesome projects in python! ๐ฑ โ
easytorch - EasyTorch is a research-oriented pytorch prototyping framework with a straightforward learning curve. It is highly robust and contains almost everything needed to perform any state-of-the-art experiments.
trading-bot - Stock Trading Bot using Deep Q-Learning
ppo-implementation-details - The source code for the blog post The 37 Implementation Details of Proximal Policy Optimization
droneRL-workshop - Reinforcement Learning workshop
Quantsbin - Quantitative Finance tools
minimalRL - Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)
lunar-lander