https://github.com/k-karna/reinforcement_learning

Reinforcement Learning Specialization | University of Alberta
https://github.com/k-karna/reinforcement_learning

q-learning-vs-sarsa reinforcement-learning-algorithms td-learning

Last synced: 11 months ago
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Reinforcement Learning Specialization | University of Alberta

• Host: GitHub
• URL: https://github.com/k-karna/reinforcement_learning
• Owner: k-karna
• Created: 2023-06-06T20:09:20.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2023-06-23T09:56:51.000Z (almost 3 years ago)
• Last Synced: 2025-04-07T18:48:53.925Z (about 1 year ago)
• Topics: q-learning-vs-sarsa, reinforcement-learning-algorithms, td-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 2 MB
• Stars: 2
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
## 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