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The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence.
Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning whereby an agent tries to maximize the total amount of reward it receives while interacting with a complex, uncertain environment. In Reinforcement Learning, Richard Sutton and Andrew Barto provide a clear and simple account of the field's key ideas and algorithms. This second edition has been significantly expanded and updated, presenting new topics and updating coverage of other topics.
Like the first edition, this second edition focuses on core online learning algorithms, with the more mathematical material set off in shaded boxes. Part I covers as much of
The significantly expanded and updated new edition of a widely used text on reinforcement learning, one of the most active research areas in artificial intelligence.Reinforcement learning, one of the most active research areas in artificial intelligence, is a computational approach to learning
This second edition of Introduction to Cosmology is an exciting update of an award-winning textbook. It is aimed primarily at advanced undergraduate students in physics and astronomy, but is also useful as a supplementary text at higher levels. It explains modern cosmological concepts, such as dark
An Introduction to Statistical Mechanics and Thermodynamics returns with a second edition which includes new chapters, further explorations, and updated information into the study of statistical mechanics and thermal dynamics. The first part of the book derives the entropy of the classical ideal
An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years
Global Physical Climatology, Second Edition, provides an introduction to the science of climate and climate change that spans the atmosphere, ocean, and land surface, and the interactions among them. It begins with a basic introduction to the climate system, and then introduces the physics of the
Quantum computing explained in terms of elementary linear algebra, emphasizing computation and algorithms and requiring no background in physics. This introduction to quantum algorithms is concise but comprehensive, covering many key algorithms. It is mathematically rigorous but requires minimal
Introduction to the Music Industry: An Entrepreneurial Approach, Second Edition is an introductory textbook that offers a fresh perspective in one of the fastest-changing businesses in the world today. It engages students with creative problem-solving activities, collaborative projects and case
A Proven, Hands-On Approach for Students without a Strong Statistical Foundation Since the best-selling first edition was published, there have been several prominent developments in the field of machine learning, including the increasing work on the statistical interpretations of machine learning
Preface.- Preface to Second Edition.- Introduction to Asymptotic Approximations.- Matched Asymptotic Expansions.- Multiple Scales.- The WKB and Related Methods.- The Method of Homogenization- Introduction to Bifurcation and Stability.- References.-
Developed from celebrated Harvard statistics lectures, Introduction to Probability provides essential language and toolsfor understanding statistics, randomness, and uncertainty. The book explores a wide variety of applications and examples, ranging from coincidences and paradoxes to Google
The essential introduction to the principles and applications of feedback systems--now fully revised and expandedThis textbook covers the mathematics needed to model, analyze, and design feedback systems. Now more user-friendly than ever, this revised and expanded edition of Feedback Systems is a
'A brilliant introduction to prayer' Richard Rohr, Author of Everything
A new edition of a graduate-level machine learning textbook that focuses on the analysis and theory of algorithms.This book is a general introduction to machine learning that can serve as a textbook for graduate students and a reference for researchers. It covers fundamental modern topics in
An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.'Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.'--Elon Musk,
Gospel-Centered Theology for TodayEvangelical Theology, Second Edition helps today's readers understand and practice the doctrines of the Christian faith by presenting a gospel-centered theology that is accessible, rigorous, and balanced. According author Michael Bird the gospel is the fulcrum of
The Second Edition includes new material, from remote piloted airborne systems, directed energy weapons, and non-cooperative air surveillance to EW radar band sensor next generation architectures, real-time data links, and smart
Since its first edition, An Introduction to Theories of Learning has provided a uniquely sweeping review of the major learning theories from the 20th century that profoundly influenced the field of psychology. In this tenth edition, the authors present further experimental evidence that tests many
The second edition of a comprehensive introduction to all aspects of mobile robotics, from algorithms to mechanisms.Mobile robots range from the Mars Pathfinder mission's teleoperated Sojourner to the cleaning robots in the Paris Metro. This text offers students and other interested readers an
Introduction to Proteins provides a comprehensive and state-of-the-art introduction to the structure, function, and motion of proteins for students, faculty, and researchers at all levels. The book covers proteins and enzymes across a wide range of contexts and applications, including medical
- Intended for a course for students in philosophy, mathematics, linguistics, or computer science, and excellent for self-study. - Motivation is given for each formal concept and each step in building a formal logic in terms of formalizing reasoning. Summaries are given at important junctures in
A substantially revised fourth edition of a comprehensive textbook, including new coverage of recent advances in deep learning and neural networks.The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Machine learning underlies such
The long-awaited second edition of an important textbook on economic growth--a major revision incorporating the most recent work on the subject.This graduate level text on economic growth surveys neoclassical and more recent growth theories, stressing their empirical implications and the relation
This thoroughly updated and expanded second edition is an authoritative resource on industrial measurement systems and sensors with particular attention given to temperature, stress, pressure, acceleration, and liquid flow