GitHub - k-karna/reinforcement_learning: Reinforcement Learning Specialization

Reinforcement Learning Specialization, University of Alberta

Fundamentals of Reinforcement Learning
- K-armed_bandit_assignment
- optimal Policies with Dynamic Programming Assignment
Sample-based Learning Methods
- Policy_evaluation_TD(0)_assignment
- Q-Learning_and_Expected_SARSA_assignment
- Dyna_Q_DynaQ+assignment
Prediction and Control with Function Approximation
- Semi-Gradient TD(0) with State Aggregation Assignment
- Semi-Gradient TD with a Neural Network Assignment
- Function Approximation and Control Assignment
- Average Reward SoftMax Actor Critic Assignment
Capstone Project
- Moonshoot Technologies
- Implement your agent Lunar Landing Assignment
- Completing the parameter study

Name		Name	Last commit message	Last commit date
Latest commit History 6 Commits
Average_Reward_SoftMax_Actor_Critic_Assignment.ipynb		Average_Reward_SoftMax_Actor_Critic_Assignment.ipynb
Completing_the_parameter_study.ipynb		Completing_the_parameter_study.ipynb
Dyna_Q_DynaQ+_assignment.ipynb		Dyna_Q_DynaQ+_assignment.ipynb
Function_Approximation_and_Control_Assignment.ipynb		Function_Approximation_and_Control_Assignment.ipynb
Implement_Your_Agent_Lunar_Landing_Assignment.ipynb		Implement_Your_Agent_Lunar_Landing_Assignment.ipynb
K-armed_Bandit_Assignment.ipynb		K-armed_Bandit_Assignment.ipynb
K-armed_Bandit_Assignment.py		K-armed_Bandit_Assignment.py
Moonshoot_technologies_Assignment.ipynb		Moonshoot_technologies_Assignment.ipynb
Optimal Policies with Dynamic Programming.ipynb		Optimal Policies with Dynamic Programming.ipynb
Policy_evalution_TD(0)_assignment.ipynb		Policy_evalution_TD(0)_assignment.ipynb
Q-Learning_and_Expected_SARSA_assignment.ipynb		Q-Learning_and_Expected_SARSA_assignment.ipynb
README.md		README.md
Semi-Gradient TD with a Neural Network.ipynb		Semi-Gradient TD with a Neural Network.ipynb
Semi-Gradient-TD(0)-with_State_Aggregation_Assignment.ipynb		Semi-Gradient-TD(0)-with_State_Aggregation_Assignment.ipynb