{"repo":"FareedKhan-dev/all-rl-algorithms","free":true,"listed":false,"github":"https://github.com/FareedKhan-dev/all-rl-algorithms","clone":"git clone https://github.com/FareedKhan-dev/all-rl-algorithms.git","description":"Implementation of all RL algorithms in a simpler way","language":"Jupyter Notebook","stars":1909,"topics":["agent","llm","openai","python","reinforcement-learning","rl"],"license":"MIT","category":"ai-agents","readme_excerpt":"✨ All RL Algorithms from Scratch This repository is a collection of Python implementations of various Reinforcement Learning (RL) algorithms. The primary goal is educational : to get a deep and intuitive understanding of how these algorithms work under the hood. 🧠 Due to the recent explosion in the AI domain especially Large Language Models, and many more applications it is important to understand core reinforcement learning algorithms. This repository also includes a comprehensive cheat sheet summarizing key concepts and algorithms for quick reference. This is not a performance-optimized library! I prioritize readability and clarity over speed and advanced features. Think of it as your interactive textbook for RL. 📌 Updates Date Update ------ -------- 2 April 2025 Added a comprehensive RL Cheat Sheet summarizing all implemented algorithms and core concepts. Repository now includes 18 algorithm notebooks . 30 March 2025 Added 18 new algorithms . 🌟 Why This Repo? - Focus on Fundamentals: Learn the core logic without the abstraction of complex RL libraries. We use basic libraries (NumPy, Matplotlib, PyTorch) to get our hands dirty. 🛠️ - Beginner-Friendly: Step-by-step explanations guide you through each algorithm, even if you're new to RL. 👶 - Interactive Learning: Jupyter Notebooks provide a playground for experimentation. Tweak hyperparameters, modify the code, and see what happens! 🧪 - Clear and Concise Code: We strive for readable code that closely mirrors the mathema","default_branch":null,"files":null,"tree":[],"storefront":"/r/FareedKhan-dev","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/FareedKhan-dev/all-rl-algorithms/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}