Hands-On Intelligent Agents with OpenAI Gym : Your guide to developing AI agents using deep reinforcement learning /: Your guide to developing AI agents using deep reinforcement learning. (2018)

• Record Type: Book
• Further Information: Note: Praveen Palanisamy.
• Authors: Palanisamy, Praveen
• Contents: Table of Contents Introduction to Intelligent Agents and Learning EnvironmentsReinforcement Learning and Deep Reinforcement LearningGetting Started with OpenAI Gym and Deep Reinforcement LearningExploring the Gym and its FeaturesImplementing your First Learning Agent – Solving the Mountain Car problemImplementing an Intelligent Agent for Optimal Control using Deep Q-LearningCreating Custom OpenAI Gym Environments – Carla Driving SimulatorImplementing an Intelligent & Autonomous Car Driving Agent using Deep Actor-Critic AlgorithmExploring the Learning Environment Landscape – Roboschool, Gym-Retro, StarCraft-II, DeepMindLabExploring the Learning Algorithm Landscape – DDPG (Actor-Critic), PPO (Policy-Gradient), Rainbow (Value-Based).
• Publisher Details: Birmingham : Packt Publishing
• Publication Date: 2018
• Extent: 1 online resource (254 pages)
• Subjects: Computers -- Natural Language Processing; Computers -- Neural Networks; Natural language & machine translation; Neural networks & fuzzy systems; Computers -- Intelligence (AI) & Semantics; Artificial intelligence
• Languages: English
• ISBNs: 9781788835138; 1788835131
• Related ISBNs: 9781788836579
• 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.