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Reinforcement Learning, second edition

Author : Richard S. Sutton
Publisher : MIT Press
ISBN 13 : 0262352702
Total Pages : 549 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Reinforcement Learning, second edition by : Richard S. Sutton

Download or read book Reinforcement Learning, second edition written by Richard S. Sutton and published by MIT Press. This book was released on 2018-11-13 with total page 549 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Hit the road !

Author : Vincent Aufauvre
Publisher :
ISBN 13 : 9782210117815
Total Pages : 0 pages
Book Rating : 4.1/5 (178 download)

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Book Synopsis Hit the road ! by : Vincent Aufauvre

Download or read book Hit the road ! written by Vincent Aufauvre and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Organic Micropollutants in the Aquatic Environment

Author : G. Angeletti
Publisher : Springer Science & Business Media
ISBN 13 : 9401133565
Total Pages : 545 pages
Book Rating : 4.4/5 (11 download)

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Book Synopsis Organic Micropollutants in the Aquatic Environment by : G. Angeletti

Download or read book Organic Micropollutants in the Aquatic Environment written by G. Angeletti and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 545 pages. Available in PDF, EPUB and Kindle. Book excerpt: More than 10 years after the "First European Symposium on Organic Micropollutants in the Aquatic Environment", the "Sixth Symposium" was held in Lisbon (Portugal) from 22 to 24 May 1990. The Symposium was organised within the framework of the Concerted Action COST 641 * which is included in the Fourth R&D Programme on the Environment of the Commission of the European Communities expiring at the end of 1990. After restructuring the Concerted Action in 1984, particular attention has been devoted to fate and transformation of organic micropollutants in the aquatic environment. Therefore, a major aim of the Symposium was to review current studies and progress in these areas, besides more general aspects related to analytical methodologies and behaviour of pollutants during water treatment processes. This volume contains the plenary papers presented in the following sessions at the Symposium: - Multidisciplinary studies - Partitioning of organic micropollutants in the aquatic environment - Novel analytical techniques in environmental chemistry - Monitoring micropollutant - Degradation of organic micropollutants during field conditions - Reclamation of polluted ground water - Chemical and photochemical oxidation - Future of environmental chemistry. In addition, extended versions of posters are included, covering the four topics which are dealt within the four Working Parties forming the structure of the Concerted Action: 1. Analytical methodologies 2. Transport and distribution 3. Transformation reactions 4. Water treatment. We believe that the Proceedings give a good overview of current activities in these fields of research in Europe.

Semiconductor Nanocrystal Quantum Dots

Author : Andrey Rogach
Publisher : Springer Science & Business Media
ISBN 13 : 3211752374
Total Pages : 374 pages
Book Rating : 4.2/5 (117 download)

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Book Synopsis Semiconductor Nanocrystal Quantum Dots by : Andrey Rogach

Download or read book Semiconductor Nanocrystal Quantum Dots written by Andrey Rogach and published by Springer Science & Business Media. This book was released on 2008-09-02 with total page 374 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first book to specifically focus on semiconductor nanocrystals, and address their synthesis and assembly, optical properties and spectroscopy, and potential areas of nanocrystal-based devices. The enormous potential of nanoscience to impact on industrial output is now clear. Over the next two decades, much of the science will transfer into new products and processes. One emerging area where this challenge will be very successfully met is the field of semiconductor nanocrystals. Also known as colloidal quantum dots, their unique properties have attracted much attention in the last twenty years.

Introduction to Artificial Intelligence

Author : Wolfgang Ertel
Publisher : Springer
ISBN 13 : 3319584871
Total Pages : 365 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Introduction to Artificial Intelligence by : Wolfgang Ertel

Download or read book Introduction to Artificial Intelligence written by Wolfgang Ertel and published by Springer. This book was released on 2018-01-18 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: This accessible and engaging textbook presents a concise introduction to the exciting field of artificial intelligence (AI). The broad-ranging discussion covers the key subdisciplines within the field, describing practical algorithms and concrete applications in the areas of agents, logic, search, reasoning under uncertainty, machine learning, neural networks, and reinforcement learning. Fully revised and updated, this much-anticipated second edition also includes new material on deep learning. Topics and features: presents an application-focused and hands-on approach to learning, with supplementary teaching resources provided at an associated website; contains numerous study exercises and solutions, highlighted examples, definitions, theorems, and illustrative cartoons; includes chapters on predicate logic, PROLOG, heuristic search, probabilistic reasoning, machine learning and data mining, neural networks and reinforcement learning; reports on developments in deep learning, including applications of neural networks to generate creative content such as text, music and art (NEW); examines performance evaluation of clustering algorithms, and presents two practical examples explaining Bayes’ theorem and its relevance in everyday life (NEW); discusses search algorithms, analyzing the cycle check, explaining route planning for car navigation systems, and introducing Monte Carlo Tree Search (NEW); includes a section in the introduction on AI and society, discussing the implications of AI on topics such as employment and transportation (NEW). Ideal for foundation courses or modules on AI, this easy-to-read textbook offers an excellent overview of the field for students of computer science and other technical disciplines, requiring no more than a high-school level of knowledge of mathematics to understand the material.

Programming with Python

Author : T R Padmanabhan
Publisher : Springer
ISBN 13 : 9811032777
Total Pages : 349 pages
Book Rating : 4.8/5 (11 download)

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Book Synopsis Programming with Python by : T R Padmanabhan

Download or read book Programming with Python written by T R Padmanabhan and published by Springer. This book was released on 2017-01-13 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: Based on the latest version of the language, this book offers a self-contained, concise and coherent introduction to programming with Python. The book’s primary focus is on realistic case study applications of Python. Each practical example is accompanied by a brief explanation of the problem-terminology and concepts, followed by necessary program development in Python using its constructs, and simulated testing. Given the open and participatory nature of development, Python has a variety of incorporated data structures, which has made it difficult to present it in a coherent manner. Further, some advanced concepts (super, yield, generator, decorator, etc.) are not easy to explain. The book specially addresses these challenges; starting with a minimal subset of the core, it offers users a step-by-step guide to achieving proficiency.

Encouraging Student Interest in Science and Technology Studies

Author : OECD
Publisher : OECD Publishing
ISBN 13 : 9264040897
Total Pages : 134 pages
Book Rating : 4.2/5 (64 download)

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Book Synopsis Encouraging Student Interest in Science and Technology Studies by : OECD

Download or read book Encouraging Student Interest in Science and Technology Studies written by OECD and published by OECD Publishing. This book was released on 2008-11-12 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: Examines overall trends in higher education enrolments and the evolution of S&T compared with other disciplines.

Micellar Solutions and Microemulsions

Author : Sow Hsin Chen
Publisher : Springer Science & Business Media
ISBN 13 : 1461389380
Total Pages : 311 pages
Book Rating : 4.4/5 (613 download)

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Book Synopsis Micellar Solutions and Microemulsions by : Sow Hsin Chen

Download or read book Micellar Solutions and Microemulsions written by Sow Hsin Chen and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: During the last decade there has been a renewed interest in research on supramolecular assemblies in solutions, such as micelles and microemulsions, not only because of their extensive applications in industries dealing with catalysts, detergency, biotechnology, and enhanced oil recovery, but also due to the development of new and more powerful experimental and theoretical tools for probing the microscopic behavior of these systems. Prominent among the array of the newly available experimental techniques are photon correlation spectroscopy, small-angle neutron and X-ray scattering, and neutron spin-echo and nuclear magnetic resonance spectroscopies. On the theoretical side, the traditionally emphasized thermodynamic approach to the study of the phase behavior of self-assembled systems in solutions is gradually being replaced by statistical mechanical studies of semi-micro scopic and microscopic models of the assemblies. Since the statistical mechanical approach demands as its starting point the microscopic struc tural information of the self-assembled system, the experimental determina tion of the structures of micelles and microemulsions becomes of paramount interest. In this regard the scattering techniques mentioned above have played an important role in recent years and will continue to do so in the future. In applying the scattering techniques to the supramolecular species in solution, one cannot often regard the solution to be ideal. This is because the inter-aggregate interaction is often long-ranged since it is coulombic in nature and the interparticle correlations are thus appreciable.

United States Civil Aircraft Register

Author : Aeronautical Center (U.S.)
Publisher :
ISBN 13 :
Total Pages : 1758 pages
Book Rating : 4.:/5 (1 download)

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Book Synopsis United States Civil Aircraft Register by : Aeronautical Center (U.S.)

Download or read book United States Civil Aircraft Register written by Aeronautical Center (U.S.) and published by . This book was released on 1971-07 with total page 1758 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Intermediate Financial Theory

Author : Jean-Pierre Danthine (Prof.)
Publisher : Academic Press
ISBN 13 : 0123693802
Total Pages : 391 pages
Book Rating : 4.1/5 (236 download)

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Book Synopsis Intermediate Financial Theory by : Jean-Pierre Danthine (Prof.)

Download or read book Intermediate Financial Theory written by Jean-Pierre Danthine (Prof.) and published by Academic Press. This book was released on 2005-07-19 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of this authoritative textbook continues the tradition of providing clear and concise descriptions of the new and classic concepts in financial theory. The authors keep the theory accessible by requiring very little mathematical background. First edition published by Prentice-Hall in 2001- ISBN 0130174467. The second edition includes new structure emphasizing the distinction between the equilibrium and the arbitrage perspectives on valuation and pricing, as well as a new chapter on asset management for the long term investor. "This book does admirably what it sets out to do - provide a bridge between MBA-level finance texts and PhD-level texts.... many books claim to require little prior mathematical training, but this one actually does so. This book may be a good one for Ph.D students outside finance who need some basic training in financial theory or for those looking for a more user-friendly introduction to advanced theory. The exercises are very good." --Ian Gow, Student, Graduate School of Business, Stanford University Completely updated edition of classic textbook that fills a gap between MBA level texts and PHD level texts Focuses on clear explanations of key concepts and requires limited mathematical prerequisites Updates includes new structure emphasizing the distinction between the equilibrium and the arbitrage perspectives on valuation and pricing, as well as a new chapter on asset management for the long term investor

Signals and Systems

Author : Fawwaz Tayssir Ulaby
Publisher :
ISBN 13 : 9781607854869
Total Pages : 670 pages
Book Rating : 4.8/5 (548 download)

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Book Synopsis Signals and Systems by : Fawwaz Tayssir Ulaby

Download or read book Signals and Systems written by Fawwaz Tayssir Ulaby and published by . This book was released on 2018-03-30 with total page 670 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This is a signals and systems textbook with a difference: Engineering applications of signals and systems are integrated into the presentation as equal partners with concepts and mathematical models, instead of just presenting the concepts and models and leaving the student to wonder how it all relates to engineering."--Preface.

Chemical Engineering: Solutions to the Problems in Volume 1

Author : J R Backhurst
Publisher : Elsevier
ISBN 13 : 0080494226
Total Pages : 339 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Chemical Engineering: Solutions to the Problems in Volume 1 by : J R Backhurst

Download or read book Chemical Engineering: Solutions to the Problems in Volume 1 written by J R Backhurst and published by Elsevier. This book was released on 2013-10-22 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume in the Coulson and Richardson series in chemical engineering contains full worked solutions to the problems posed in volume 1. Whilst the main volume contains illustrative worked examples throughout the text, this book contains answers to the more challenging questions posed at the end of each chapter of the main text.These questions are of both a standard and non-standard nature, and so will prove to be of interest to both academic staff teaching courses in this area and to the keen student. Chemical engineers in industry who are looking for a standard solution to a real-life problem will also find the book of considerable interest.* An invaluable source of information for the student studying the material contained in Chemical Engineering Volume 1* A helpful method of learning - answers are explained in full

Microemulsions

Author : Monzer Fanun
Publisher : CRC Press
ISBN 13 : 1420089609
Total Pages : 568 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Microemulsions by : Monzer Fanun

Download or read book Microemulsions written by Monzer Fanun and published by CRC Press. This book was released on 2008-12-15 with total page 568 pages. Available in PDF, EPUB and Kindle. Book excerpt: The effective use of microemulsions has increased dramatically during the past few decades as major industrial applications have expanded in a variety of fields. Microemulsions: Properties and Applications provides a complete and systematic assessment of all topics affecting microemulsion performance and discusses the fundamental characteristics, t

Examining Paratextual Theory and its Applications in Digital Culture

Author : Desrochers, Nadine
Publisher : IGI Global
ISBN 13 : 1466660031
Total Pages : 430 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Examining Paratextual Theory and its Applications in Digital Culture by : Desrochers, Nadine

Download or read book Examining Paratextual Theory and its Applications in Digital Culture written by Desrochers, Nadine and published by IGI Global. This book was released on 2014-04-30 with total page 430 pages. Available in PDF, EPUB and Kindle. Book excerpt: The paratext framework is now used in a variety of fields to assess, measure, analyze, and comprehend the elements that provide thresholds, allowing scholars to better understand digital objects. Researchers from many disciplines revisit paratextual theories in order to grasp what surrounds text in the digital age. Examining Paratextual Theory and its Applications in Digital Culture suggests a theoretical and practical tool for building bridges between disciplines interested in conducting joint research and exploration of digital culture. Helping scholars from different fields find an interdisciplinary framework and common language to study digital objects, this book serves as a useful reference for academics, librarians, professionals, researchers, and students, offering a collaborative outlook and perspective.

Assam District Gazetteers: Lakhimpur

Author :
Publisher :
ISBN 13 :
Total Pages : 110 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis Assam District Gazetteers: Lakhimpur by :

Download or read book Assam District Gazetteers: Lakhimpur written by and published by . This book was released on 1916 with total page 110 pages. Available in PDF, EPUB and Kindle. Book excerpt:

2-Knots and Their Groups

Author : Jonathan Hillman
Publisher : CUP Archive
ISBN 13 : 9780521378123
Total Pages : 180 pages
Book Rating : 4.3/5 (781 download)

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Book Synopsis 2-Knots and Their Groups by : Jonathan Hillman

Download or read book 2-Knots and Their Groups written by Jonathan Hillman and published by CUP Archive. This book was released on 1989-03-30 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: To attack certain problems in 4-dimensional knot theory the author draws on a variety of techniques, focusing on knots in S^T4, whose fundamental groups contain abelian normal subgroups. Their class contains the most geometrically appealing and best understood examples. Moreover, it is possible to apply work in algebraic methods to these problems. Work in four-dimensional topology is applied in later chapters to the problem of classifying 2-knots.

The Algebraic Characterization of Geometric 4-Manifolds

Author : J. A. Hillman
Publisher : Cambridge University Press
ISBN 13 : 0521467780
Total Pages : 184 pages
Book Rating : 4.5/5 (214 download)

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Book Synopsis The Algebraic Characterization of Geometric 4-Manifolds by : J. A. Hillman

Download or read book The Algebraic Characterization of Geometric 4-Manifolds written by J. A. Hillman and published by Cambridge University Press. This book was released on 1994-02-03 with total page 184 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes work on the characterization of closed 4-manifolds in terms of familiar invariants such as Euler characteristic, fundamental group, and Stiefel-Whitney classes. Using techniques from homological group theory, the theory of 3-manifolds and topological surgery, infrasolvmanifolds are characterized up to homeomorphism, and surface bundles are characterized up to simple homotopy equivalence. Non-orientable cases are also considered wherever possible, and in the final chapter the results obtained earlier are applied to 2-knots and complex analytic surfaces.