Tag: MDP
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RL Basics: MDP to Q-Learning in 5 Diagrams
Learn MDP fundamentals and Q-learning algorithms through 5 clear diagrams. Build intuition for reinforcement learning core concepts step-by-step.
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Custom Gymnasium Environment: Portfolio Project Guide
Build a custom Gymnasium environment from scratch for your portfolio. Learn registration, spaces, and reward shaping that makes recruiters take notice.
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RL Fundamentals: MDP, Bellman Equation, and Value Functions
Learn the foundations of Reinforcement Learning โ MDP framework, policies, value functions, Bellman equation, and exploration strategies with hands-on Python code.
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Part 1: The Core of RL: Markov Decision Processes (MDP) Explained
Master MDPs and Bellman equations: the math foundation of RL explained with Python code. Understand value functions and dynamic programming clearly.
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Game AI with RL: Why It Beats Traditional Methods
Why RL beats rule-based game AI: exploration-exploitation tradeoff, credit assignment, and when traditional pathfinding still wins.