Machine Learning Resources

Books

• Sutton’s book has new update (draft, version 2017) !
• Algorithms for Reinforcement Learning (Morgan)

Papers

Reinforcement Learning

• Deep Reinforcement Learning with Double Q-learning
  • Summary
  • Project
• Prioritized Experience Replay
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• Dueling Network Architectures for Deep Reinforcement Learning
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  • Project
• Learning Tetris Using the Noisy Cross-Entropy Method
  • Summary
  • Project
• Doubly Robust Off-policy Value Evaluation for Reinforcement Learning
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• Continuous State-Space Models for Optimal Sepsis Treatment: a Deep Reinforcement Learning Approach
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• A Reinforcement Learning Approach to Weaning of Mechanical Ventilation in Intensive Care Units
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• Deep Reinforcement Learning, Decision Making and Control (ICML 2017 Tutorial)
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• Maximum Entropy Deep Inverse Reinforcement Learning
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• Maximum Entropy Inverse Reinforcement Learning
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• Apprenticeship Learning via Inverse Reinforcement Learning
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Deep Learning

• CheXNet: Radiologist-Level Pneumonia Detection on Chest X-Rays with Deep Learning

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Projects

• Using Keras and Deep Q-Network to Play FlappyBird

Blogs

• Demystifying Deep Reinforcement Learning