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This handbook presents state-of-the-art research in reinforcement learning, focusing on its applications in the control and game theory;
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, model-free and reinforcement learning controllers. The book begins with a brief introduction to state-of-the-art human-robot interaction control;
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, reinforcement learning control, impedance control, and deep reinforcement control. Each chapter includes case studies and real-world applications;
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Reinforcement learning is a learning paradigm concerned with learning to control a system so as to maximize a numerical performance measure;
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Reinforcement learning is a learning paradigm concerned with learning to control a system so as to maximize a numerical performance measure;
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Reinforcement learning encompasses both a science of adaptive behavior of rational beings in uncertain environments and a computational;
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field, Statistical Reinforcement Learning: Modern Machine Learning Approaches presents fundamental concepts and practical algorithms;
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field, Statistical Reinforcement Learning: Modern Machine Learning Approaches presents fundamental concepts and practical algorithms;
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learning and control, information geometry of policy searches, reward design, and exploration in biology and the behavioral sciences. Special;
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Reinforcement learning (RL) and adaptive dynamic programming (ADP) has been one of the most critical research fields in science and;
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job-shop scheduling system for flexible and re-configurable manufacturing systems. Reinforcement Learning approaches are therefore;
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Master reinforcement learning, a popular area of machine learning, starting with the basics: discover how agents and the environment evolve;
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Delve into the world of reinforcement learning algorithms and apply them to different use-cases via Python. This book covers important;
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Implement state-of-the-art deep reinforcement learning algorithms using Python and its powerful libraries Key Features Implement Q-learning;
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, deep reinforcement learning, and networked collaborative control. It could help researchers, industrial engineers, and graduate students in the;
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This book introduces reinforcement learning with mathematical theory and practical examples from quantitative finance using the TensorFlow;
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. Grokking Deep Reinforcement Learning introduces this powerful machine learning approach, using examples, illustrations, exercises, and crystal;
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in one accessible and informative handbook. Fibers, processes, and composite reinforcement types, as well as relevant miscellaneous subjects such;
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fuzzy logic control and decision system. The FNN is a feedforward multi-layered network which integrates the basic elements and functions of a;
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developments in computational approaches, including reinforcement learning; and overarching trends in the current literature, including neuroeconomics;
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, healthcare, finance, and many more. This book covers deep reinforcement learning using deep-q learning and policy gradient models with coding;
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deep learning and reinforcement learning. Over the course of the book, you'll learn to model complex systems and apply deep learning to;
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deep learning and reinforcement learning. Over the course of the book, you'll learn to model complex systems and apply deep learning to;
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advanced deep reinforcement learning algorithms. The book starts with an introduction to Reinforcement Learning followed by OpenAI Gym, and;
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engineered systems. ADP is a reinforcement machine learning technique that is motivated by learning mechanisms in biological and animal systems. It;
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Richard Sutton and Andrew Barto provide a clear and simple account of the key ideas and algorithms of reinforcement learning. Their;
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Features Develop and deploy deep reinforcement learning-based solutions to production pipelines, products, and services Explore popular;
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