azminewasi / Curated-Reinforcement-Learning-Resources

Reinforcement learning is a machine learning technique where agents learn to make optimal decisions by maximizing reward signals through interactions with environment. This repository provides a curated list of resources for learning reinforcement learning, including courses, & tutorials from various providers.

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✨ Curated Reinforcement Learning Resources πŸš€

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 πŸ’šπŸ’šπŸ’š YouTube
CS 285 - University of California, Berkeley - Deep Reinforcement Learning UC Berkeley Video πŸ’šπŸ’šπŸ’š YouTube
Deep RL Bootcamp University of California, Berkeley UC Berkeley Video πŸ’šπŸ’šπŸ’š Website
Reinforcement Learning Course by DeepMind x University College London UCL Video πŸ’šπŸ’šπŸ’š YouTube
Spinning Up in Deep RL OpenAI Tutorial πŸ’šπŸ’šπŸ€ Website
Reinforcement Learning Specialization Coursera Video πŸ’šπŸ’šπŸ€ Website
Stanford Online CS234: Reinforcement Learning Stanford Video πŸ’šπŸ’šπŸ€ YouTube
Reinforcement Learning Series deeplizard Video πŸ’šπŸ’šπŸ€ YouTube
Reinforcement Learning with Python Great Learning - BYJU'S Tutorial πŸ’šπŸ€πŸ€ Website
Reinforcement Learning Course: Intro to Advanced Actor Critic Methods freeCodeCamp Video πŸ’šπŸ’šπŸ€ YouTube
Reinforcement Learning Udacity Video πŸ’šπŸ€πŸ€ Website
Deep Reinforcement Learning Course by Hugging Face Hugging Face Video πŸ’šπŸ’šπŸ€ Website
Unsupervised Learning, Recommenders, Reinforcement Learning Andrew Ng on Coursera Video πŸ’šπŸ’šπŸ’š Website
Reinforcement Learning for Gaming Nicholas Renotte Video πŸ’šπŸ’šπŸ€ YouTube
Deep Reinforcement Learning in Python Tutorial - A Course on How to Implement Deep Learning Papers freeCodeCamp Tutorial πŸ’šπŸ’šπŸ€ YouTube
Reinforcement Learning Course freeCodeCamp Video πŸ’šπŸ€πŸ€ YouTube

Use these resources to learn reinforcement learning and build intelligent agents that can learn from experience. Happy learning!

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✨ Credits

Azmine Toushik Wasi

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Reinforcement learning is a machine learning technique where agents learn to make optimal decisions by maximizing reward signals through interactions with environment. This repository provides a curated list of resources for learning reinforcement learning, including courses, & tutorials from various providers.

License:MIT License