Tag: Tabular Methods
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Q-Learning from Scratch: 50-Line Agent Beats Random by 94%
Write a 50-line Q-Learning agent that beats random policy by 94% on FrozenLake. Hyperparameter mistakes, convergence curves, and why it fails on CartPole.
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Q-Learning for Grid Worlds: Building Your First Game AI Agent
Train your first game AI in 50 lines of Python โ no neural networks needed. Pure Q-learning with the Bellman equation for grid worlds.