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Table of Contents
Introduction to Reinforcement Learning
Mathematical and Algorithmic understanding of Reinforcement Learning
Coding the Environment and MDP Solution
Temporal Difference Learning, SARSA, and Q Learning
Q Learning in Code
Introduction to Deep Learning
Implementation Resources
Deep Q Network (DQN), Double DQN and Dueling DQN
Double DQN in Code
Policy-Based Reinforcement Learning Approaches
Actor-Critic Models & the A3C
A3C in Code
Deterministic Policy Gradient and the DDPG
DDPG in Code.
Mathematical and Algorithmic understanding of Reinforcement Learning
Coding the Environment and MDP Solution
Temporal Difference Learning, SARSA, and Q Learning
Q Learning in Code
Introduction to Deep Learning
Implementation Resources
Deep Q Network (DQN), Double DQN and Dueling DQN
Double DQN in Code
Policy-Based Reinforcement Learning Approaches
Actor-Critic Models & the A3C
A3C in Code
Deterministic Policy Gradient and the DDPG
DDPG in Code.