Gro E Denker In 60 Minuten Band 2
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Reinforcement Learning Second Edition
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Author : Richard S. Sutton
language : en
Publisher: MIT Press
Release Date : 2018-11-13
Reinforcement Learning Second Edition written by Richard S. Sutton and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-11-13 with Computers categories.
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 reinforcement learning as possible without going beyond the tabular case for which exact solutions can be found. Many algorithms presented in this part are new to the second edition, including UCB, Expected Sarsa, and Double Learning. Part II extends these ideas to function approximation, with new sections on such topics as artificial neural networks and the Fourier basis, and offers expanded treatment of off-policy learning and policy-gradient methods. Part III has new chapters on reinforcement learning's relationships to psychology and neuroscience, as well as an updated case-studies chapter including AlphaGo and AlphaGo Zero, Atari game playing, and IBM Watson's wagering strategy. The final chapter discusses the future societal impacts of reinforcement learning.
Ant Colony Optimization
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Author : Marco Dorigo
language : en
Publisher: MIT Press
Release Date : 2004-06-04
Ant Colony Optimization written by Marco Dorigo and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004-06-04 with Computers categories.
An overview of the rapidly growing field of ant colony optimization that describes theoretical findings, the major algorithms, and current applications. The complex social behaviors of ants have been much studied by science, and computer scientists are now finding that these behavior patterns can provide models for solving difficult combinatorial optimization problems. The attempt to develop algorithms inspired by one aspect of ant behavior, the ability to find what computer scientists would call shortest paths, has become the field of ant colony optimization (ACO), the most successful and widely recognized algorithmic technique based on ant behavior. This book presents an overview of this rapidly growing field, from its theoretical inception to practical applications, including descriptions of many available ACO algorithms and their uses. The book first describes the translation of observed ant behavior into working optimization algorithms. The ant colony metaheuristic is then introduced and viewed in the general context of combinatorial optimization. This is followed by a detailed description and guide to all major ACO algorithms and a report on current theoretical findings. The book surveys ACO applications now in use, including routing, assignment, scheduling, subset, machine learning, and bioinformatics problems. AntNet, an ACO algorithm designed for the network routing problem, is described in detail. The authors conclude by summarizing the progress in the field and outlining future research directions. Each chapter ends with bibliographic material, bullet points setting out important ideas covered in the chapter, and exercises. Ant Colony Optimization will be of interest to academic and industry researchers, graduate students, and practitioners who wish to learn how to implement ACO algorithms.
All About Maude A High Performance Logical Framework
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Author : Manuel Clavel
language : en
Publisher: Springer
Release Date : 2007-07-19
All About Maude A High Performance Logical Framework written by Manuel Clavel and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-07-19 with Computers categories.
Maude is a language and system based on rewriting logic. In this comprehensive account, you’ll discover how Maude and its formal tool environment can be used in three mutually reinforcing ways: as a declarative programming language, as an executable formal specification language, and as a formal verification system. Examples used throughout the book illustrate key concepts, features, and the many practical uses of Maude.
Automatic Speech Recognition
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Author : Dong Yu
language : en
Publisher: Springer
Release Date : 2014-11-11
Automatic Speech Recognition written by Dong Yu and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-11-11 with Technology & Engineering categories.
This book provides a comprehensive overview of the recent advancement in the field of automatic speech recognition with a focus on deep learning models including deep neural networks and many of their variants. This is the first automatic speech recognition book dedicated to the deep learning approach. In addition to the rigorous mathematical treatment of the subject, the book also presents insights and theoretical foundation of a series of highly successful deep learning models.
Machine Learning Meets Quantum Physics
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Author : Kristof T. Schütt
language : en
Publisher: Springer Nature
Release Date : 2020-06-03
Machine Learning Meets Quantum Physics written by Kristof T. Schütt and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-06-03 with Science categories.
Designing molecules and materials with desired properties is an important prerequisite for advancing technology in our modern societies. This requires both the ability to calculate accurate microscopic properties, such as energies, forces and electrostatic multipoles of specific configurations, as well as efficient sampling of potential energy surfaces to obtain corresponding macroscopic properties. Tools that can provide this are accurate first-principles calculations rooted in quantum mechanics, and statistical mechanics, respectively. Unfortunately, they come at a high computational cost that prohibits calculations for large systems and long time-scales, thus presenting a severe bottleneck both for searching the vast chemical compound space and the stupendously many dynamical configurations that a molecule can assume. To overcome this challenge, recently there have been increased efforts to accelerate quantum simulations with machine learning (ML). This emerging interdisciplinary community encompasses chemists, material scientists, physicists, mathematicians and computer scientists, joining forces to contribute to the exciting hot topic of progressing machine learning and AI for molecules and materials. The book that has emerged from a series of workshops provides a snapshot of this rapidly developing field. It contains tutorial material explaining the relevant foundations needed in chemistry, physics as well as machine learning to give an easy starting point for interested readers. In addition, a number of research papers defining the current state-of-the-art are included. The book has five parts (Fundamentals, Incorporating Prior Knowledge, Deep Learning of Atomistic Representations, Atomistic Simulations and Discovery and Design), each prefaced by editorial commentary that puts the respective parts into a broader scientific context.
Russian Soviet Unconventional Wars In The Caucasus Central Asia And Afghanistan Illustrated Edition
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Author : Dr. Robert F. Baumann
language : en
Publisher: Pickle Partners Publishing
Release Date : 2015-11-06
Russian Soviet Unconventional Wars In The Caucasus Central Asia And Afghanistan Illustrated Edition written by Dr. Robert F. Baumann and has been published by Pickle Partners Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-11-06 with History categories.
[Includes 12 maps and 4 tables] In recent years, the U.S. Army has paid increasing attention to the conduct of unconventional warfare. However, the base of historical experience available for study has been largely American and overwhelmingly Western. In Russian-Soviet Unconventional Wars in the Caucasus, Central Asia, and Afghanistan, Dr. Robert F. Baumann makes a significant contribution to the expansion of that base with a well-researched analysis of four important episodes from the Russian-Soviet experience with unconventional wars. Primarily employing Russian sources, including important archival documents only recently declassified and made available to Western scholars, Dr. Baumann provides an insightful look at the Russian conquest of the Caucasian mountaineers (1801-59), the subjugation of Central Asia (1839-81), the reconquest of Central Asia by the Red Army (1918-33), and the Soviet war in Afghanistan (1979-89). The history of these wars—especially as it relates to the battle tactics, force structure, and strategy employed in them—offers important new perspectives on elements of continuity and change in combat over two centuries. This is the first study to provide an in-depth examination of the evolution of the Russian and Soviet unconventional experience on the predominantly Muslim southern periphery of the former empire. There, the Russians encountered fierce resistance by peoples whose cultures and views of war differed sharply from their own. Consequently, this Leavenworth Paper addresses not only issues germane to combat but to a wide spectrum of civic and propaganda operations as well.
Transition Metal Oxides
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Author : Chintamani Nagesa Ramachandra Rao
language : en
Publisher: VCH Publishers
Release Date : 1995
Transition Metal Oxides written by Chintamani Nagesa Ramachandra Rao and has been published by VCH Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Transition metal oxides categories.
Philosophical Aphorisms
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Author : Daniel Fidel Ferrer
language : en
Publisher: Daniel Fidel Ferrer
Release Date : 2004
Philosophical Aphorisms written by Daniel Fidel Ferrer and has been published by Daniel Fidel Ferrer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with First philosophy categories.
Comparative study on the philosophy of Martin Heidegger, 1889-1977 and Friedrich Wilhelm Nietzsche, 1844-1900, German philosophers.
Halide Perovskites
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Author : Tze-Chien Sum
language : en
Publisher: John Wiley & Sons
Release Date : 2019-03-25
Halide Perovskites written by Tze-Chien Sum and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-03-25 with Technology & Engineering categories.
Real insight from leading experts in the field into the causes of the unique photovoltaic performance of perovskite solar cells, describing the fundamentals of perovskite materials and device architectures. The authors cover materials research and development, device fabrication and engineering methodologies, as well as current knowledge extending beyond perovskite photovoltaics, such as the novel spin physics and multiferroic properties of this family of materials. Aimed at a better and clearer understanding of the latest developments in the hybrid perovskite field, this is a must-have for material scientists, chemists, physicists and engineers entering or already working in this booming field.
The School Of Franz Brentano
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Author : L. Albertazzi
language : en
Publisher: Springer Science & Business Media
Release Date : 1995-11-30
The School Of Franz Brentano written by L. Albertazzi and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-11-30 with Philosophy categories.
The central idea developed by the contributions to this book is that the split between analytic philosophy and phenomenology - perhaps the most impor tant schism in twentieth-century philosophy - resulted from a radicalization of reciprocal partialities. Both schools of thought share, in fact, the same cultural background and their same initial stimulus in the thought of Franz Brentano. And one outcome of the subsequent rift between them was the oblivion into which the figure and thought of Brentano have fallen. The first step to take in remedying this split is to return to Brentano and to reconstruct the 'map' of Brent ani sm. The second task (which has been addressed by this book) is to revive inter est in the theoretical complexity of Brentano' s thought and of his pupils and to revitalize those aspects that have been neglected by subsequent debate within the various movements of Brentanian inspiration. We have accordingly decided to organize the book into two introductory es says followed by two sections (Parts 1 and 2) which systematically examine Brentano's thought and that of his followers. The two introductory essays re construct the reasons for the 'invisibility', so to speak, of Brentano and set out of his philosophical doctrine. Part 1 of the book then ex the essential features amines six of Brentano's most outstanding pupils (Marty, Stumpf, Meinong, Ehrenfels, Husserl and Twardowski). Part 2 contains nine essays concentrating on the principal topics addressed by the Brentanians.