Deep reinforcement learning fundamentals, research and applications /: fundamentals, research and applications. (2020)

• Record Type: Book
• Further Information: Note: Hao Dong, Zihan Ding, Shanghang Zhang, editors.
• Other Names: Dong, Hao; Ding, Zihan; Zhang, Shanghang
• Contents: Preface -- Contributors -- Acknowledgements -- Mathematical Notation -- Acronyms -- Introduction -- Part 1: Foundamentals -- Chapter 1: Introduction to Deep Learning -- Chapter 2: Introduction to Reinforcement Learning -- Chapter 3: Taxonomy of Reinforcement Learning Algorithms -- Chapter 4: Deep Q-Networks -- Chapter 5: Policy Gradient -- Chapter 6: Combine Deep Q-Networks with Actor-Critic -- Part II: Research -- Chapter 7: Challenges of Reinforcement Learning -- Chapter 8: Imitation Learning -- Chapter 9: Integrating Learning and Planning -- Chapter 10: Hierarchical Reinforcement Learning -- Chapter 11: Multi-Agent Reinforcement Learning -- Chapter 12: Parallel Computing -- Part III: Applications -- Chapter 13: Learning to Run -- Chapter 14: Robust Image Enhancement -- Chapter 15: AlphaZero -- Chapter 16: Robot Learning in Simulation -- Chapter 17: Arena Platform for Multi-Agent Reinforcement Learning -- Chapter 18: Tricks of Implementation -- Part IV: Summary -- Chapter 19: Algorithm Table -- Chapter 20: Algorithm Cheatsheet.
• Publisher Details: Singapore : Springer
• Publication Date: 2020
• Extent: 1 online resource (526 p.)
• Subjects: 006.3/1; Reinforcement learning; Data mining; Image processing; Artificial intelligence; Computer programming / software development; Natural language & machine translation; Machine learning; Computers -- Database Management -- Data Mining; Computers -- Computer Graphics; Technology & Engineering -- Robotics; Computers -- Programming -- General; Computers -- Speech & Audio Processing; Computers -- Intelligence (AI) & Semantics; Reinforcement learning; Electronic books; Electronic books
• Languages: English
• ISBNs: 9789811540950; 9811540950
• Related ISBNs: 9811540942; 9789811540943
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.