Deep Reinforcement Learning Hands-On

Table of Contents

What Is Reinforcement Learning?
OpenAI Gym API and Gymnasium
Deep Learning with PyTorch
The Cross-Entropy Method
Tabular Learning and the Bellman Equation
Deep Q-Networks
Higher-Level RL Libraries
DQN Extensions
Ways to Speed Up RL
Stocks Trading Using RL
Policy Gradients
Actor-Critic Methods - A2C and A3C
The TextWorld Environment
Web Navigation
Continuous Action Space
Trust Region Methods
Black-Box Optimizations in RL
Advanced Exploration
Reinforcement Learning with Human Feedback
AlphaGo Zero and MuZero
RL in Discrete Optimization
Multi-Agent RL

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• Cibernética e teoria dos sistemas
• Aprendizagem mecânica
• Teoria matemática da computação
• Programação e linguagens de script: geral

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