Deep Reinforcement Learning : Frontiers of Artificial Intelligence /: Frontiers of Artificial Intelligence. (2019)

• Record Type: Book
• Further Information: Note: By Mohit Sewak.
• Authors: Sewak, Mohit
• Contents: Introduction to Reinforcement Learning -- Mathematical and Algorithmic understanding of Reinforcement Learning -- Coding the Environment and MDP Solution -- Temporal Difference Learning, SARSA, and Q Learning -- Q Learning in Code -- Introduction to Deep Learning -- Implementation Resources -- Deep Q Network (DQN), Double DQN and Dueling DQN -- Double DQN in Code -- Policy-Based Reinforcement Learning Approaches -- Actor-Critic Models & the A3C -- A3C in Code -- Deterministic Policy Gradient and the DDPG -- DDPG in Code.
• Publisher Details: Singapore : Springer
• Publication Date: 2019
• Extent: 1 online resource, illustrations (some colour)
• Subjects: 005.11; Reinforcement learning; Electronic books
• Languages: English
• ISBNs: 9789811382857; 9811382859
• Related ISBNs: 9811382840; 9789811382840
• 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.