Reinforcement Learning

  1. Applications and Case Studies
    1. Game Playing
      1. Board Games
        1. Chess
          1. Go
            1. Backgammon
            2. Video Games
              1. Atari Games
                1. Real-Time Strategy Games
                  1. First-Person Shooters
                2. Robotics and Control
                  1. Robot Manipulation
                    1. Grasping
                      1. Assembly Tasks
                      2. Robot Locomotion
                        1. Walking
                          1. Running
                            1. Flying
                            2. Autonomous Navigation
                              1. Industrial Control Systems
                              2. Finance and Trading
                                1. Algorithmic Trading
                                  1. Portfolio Management
                                    1. Risk Management
                                      1. Market Making
                                      2. Healthcare and Medicine
                                        1. Treatment Optimization
                                          1. Drug Discovery
                                            1. Medical Diagnosis
                                              1. Personalized Medicine
                                              2. Transportation
                                                1. Autonomous Vehicles
                                                  1. Traffic Control
                                                    1. Route Optimization
                                                      1. Fleet Management
                                                      2. Resource Management
                                                        1. Energy Systems
                                                          1. Cloud Computing
                                                            1. Network Optimization
                                                              1. Supply Chain Management
                                                              2. Natural Language Processing
                                                                1. Dialogue Systems
                                                                  1. Machine Translation
                                                                    1. Text Generation
                                                                      1. Question Answering
                                                                      2. Recommendation Systems
                                                                        1. Personalized Recommendations
                                                                          1. Content Optimization
                                                                            1. User Engagement
                                                                              1. A/B Testing

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                                                                            11. Implementation and Practical Considerations

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                                                                            1. Foundations of Reinforcement Learning