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Reinforcement Learning in Machine Learning & AI: Full Guide 2025

Table of Contents

  • Introduction
  • What is Reinforcement Learning in Machine Learning?
  • Terms used in Reinforcement Learning
  • Types of Reinforcement Learning
  • Elements of Reinforcement Learning in AI
  • Difference between Reinforcement Learning and Supervised Learning
  • Model-Based and Model-Free Reinforcement Learning
  • On-Policy vs. Off-Policy Methods in Reinforcement Learning
  • Deep Reinforcement Learning
  • Algorithms in AI Reinforcement Learning
  • Applications of Reinforcement Learning
  • Challenges in Reinforcement Learning
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