Lilian Weng • 2/19/2018

A (Long) Peek into Reinforcement Learning

This article provides a comprehensive introduction to Reinforcement Learning (RL), a core AI technique. It explains fundamental RL concepts like agents, environments, states, actions, and rewards. The post dives into classic algorithms such as SARSA and Q-learning, differentiating between model-based and model-free approaches. It connects RL to real-world AI achievements like AlphaGo and OpenAI's DOTA2 bot, aiming to serve as a foundational resource for beginners in the field.

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#Machine Learning #artificial intelligence #Deep Learning