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Deeplearing-RL

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Basics

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  1. Barto Book: Reinforcement Learning: An Introduction
  2. Guest Post (Part I): Demystifying Deep Reinforcement Learning - Nervana
  3. 강화 학습 기초 Reinforcement Learning an introduction
  4. 모두의 연구소: Fundamental of Reinforcement Learning
  5. UCL Course on RL
  6. UC Berkeley CS188 Intro to AI
  7. 5 more

Papers

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  1. ProofQlearning.pdf
  2. Human-level control through deep reinforcement learning
  3. [1312.5602] Playing Atari with Deep Reinforcement Learning

Examples

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  1. SeanNaren/QlearningExample.torch
  2. Keras plays catch, a single file Reinforcement Learning example
  3. dennybritz/reinforcement-learning
  4. Torch | Dueling Deep Q-Networks
  5. Teaching Your Computer To Play Super Mario Bros. – A Fork of the Google DeepMind Atari ...
  6. Q-learning Tic-tac-toe by fheisler
  7. 1 more

Courses

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  1. 모두를 위한 RL강좌 - YouTube
  2. [AI - 7] [RL - 2] Multi-armed Bandit Problem (MABP)

RL-CF

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  1. A Reinforcement Learning Approach for Collaborative Filtering
  2. New Recommendation System Using Reinforcement Learning
  3. Context-aware recommendations using reinforcement learning in the item-similarity space...
  4. 앙상블 학습 기반의 추천시스템 개발
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