Reinforcement learning is an exciting area of machine learning that focuses on training agents to make decisions based on feedback from their environment. It has been successfully applied in a wide range of fields, from game development to robotics and finance. With reinforcement learning, agents can learn to optimize their behavior and achieve complex goals through trial and error, just like humans do.
This is a curated list of resources to learn reinforcement learning. The list includes courses, tutorials, and videos from various providers.
Course Title | Source | Type | Difficulty | URL |
---|---|---|---|---|
RL Course by David Silver | DeepMind | Video | 💚💚💚 | YouTube |
CS 285 - University of California, Berkeley - Deep Reinforcement Learning | UC Berkeley | Video | 💚💚💚 | YouTube |
Deep RL Bootcamp University of California, Berkeley | UC Berkeley | Video | 💚💚💚 | Website |
Reinforcement Learning Course by DeepMind x University College London | UCL | Video | 💚💚💚 | YouTube |
Spinning Up in Deep RL | OpenAI | Tutorial | 💚💚🤍 | Website |
Reinforcement Learning Specialization | Coursera | Video | 💚💚🤍 | Website |
Stanford Online CS234: Reinforcement Learning | Stanford | Video | 💚💚🤍 | YouTube |
Reinforcement Learning Series | deeplizard | Video | 💚💚🤍 | YouTube |
Reinforcement Learning with Python | Great Learning - BYJU'S | Tutorial | 💚🤍🤍 | Website |
Reinforcement Learning Course: Intro to Advanced Actor Critic Methods | freeCodeCamp | Video | 💚💚🤍 | YouTube |
Reinforcement Learning | Udacity | Video | 💚🤍🤍 | Website |
Deep Reinforcement Learning Course by Hugging Face | Hugging Face | Video | 💚💚🤍 | Website |
Unsupervised Learning, Recommenders, Reinforcement Learning | Andrew Ng on Coursera | Video | 💚💚💚 | Website |
Reinforcement Learning for Gaming | Nicholas Renotte | Video | 💚💚🤍 | YouTube |
Deep Reinforcement Learning in Python Tutorial - A Course on How to Implement Deep Learning Papers | freeCodeCamp | Tutorial | 💚💚🤍 | YouTube |
Reinforcement Learning Course | freeCodeCamp | Video | 💚🤍🤍 | YouTube |
Use these resources to learn reinforcement learning and build intelligent agents that can learn from experience. Happy learning!
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