Автор: Christopher M. Bishop Название: Pattern Recognition and Machine Learning ISBN: 0387310738 ISBN-13(EAN): 9780387310732 Издательство: Springer Рейтинг: Цена: 79190.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.
Автор: Kevin Murphy Название: Machine Learning ISBN: 0262018020 ISBN-13(EAN): 9780262018029 Издательство: MIT Press Рейтинг: Цена: 124150.00 T Наличие на складе: Невозможна поставка. Описание:
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.
Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach.
The coverage combines breadth and depth, offering necessary background material on such topics as probability, optimization, and linear algebra as well as discussion of recent developments in the field, including conditional random fields, L1 regularization, and deep learning. The book is written in an informal, accessible style, complete with pseudo-code for the most important algorithms. All topics are copiously illustrated with color images and worked examples drawn from such application domains as biology, text processing, computer vision, and robotics. Rather than providing a cookbook of different heuristic methods, the book stresses a principled model-based approach, often using the language of graphical models to specify models in a concise and intuitive way. Almost all the models described have been implemented in a MATLAB software package -- PMTK (probabilistic modeling toolkit) -- that is freely available online. The book is suitable for upper-level undergraduates with an introductory-level college math background and beginning graduate students.
Автор: Franck Capello; Thomas Herault; Jack Dongarra Название: Recent Advances in Parallel Virtual Machine and Message Passing Interface ISBN: 3540754156 ISBN-13(EAN): 9783540754152 Издательство: Springer Рейтинг: Цена: 81050.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Constitutes the refereed proceedings of the 14th European PVM/MPI Users` Group Meeting held in Paris, France, September 30 - October 3, 2007. This book presents 40 revised full papers together with abstracts of 6 invited contributions, 3 tutorial papers and 6 poster papers that were reviewed and selected from 68 submissions.
Автор: Alexey Lastovetsky; Tahar Kechadi; Jack Dongarra Название: Recent Advances in Parallel Virtual Machine and Message Passing Interface ISBN: 3540874747 ISBN-13(EAN): 9783540874744 Издательство: Springer Рейтинг: Цена: 69870.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Covers the proceedings of the 15th European PVM/MPI Users` Group Meeting held in Dublin, Ireland, in September 2008. This book contains topical sections on applications, collective operations, library internals, message passing for multi-core and mutlithreaded architectures, MPI datatypes, MPI I/O, and synchronisation issues.
Автор: Matti Ropo; Jan Westerholm; Jack Dongarra Название: Recent Advances in Parallel Virtual Machine and Message Passing Interface ISBN: 3642037690 ISBN-13(EAN): 9783642037696 Издательство: Springer Рейтинг: Цена: 69870.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: This book constitutes the refereed proceedings of the 16th European PVM/MPI Users` Group Meeting on Recent Advances in Parallel Virtual Machine and Message Passing Interface, EuroPVM/MPI 2009, held in Espoo, Finland, September 7-10, 2009.
Автор: Bernd Mohr; Jesper Larsson Tr?ff; Joachim Worringe Название: Recent Advances in Parallel Virtual Machine and Message Passing Interface ISBN: 354039110X ISBN-13(EAN): 9783540391104 Издательство: Springer Рейтинг: Цена: 81050.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Constitutes the refereed proceedings of the 13th European PVM/MPI Users` Group Meeting, held in September 2006. This book contains papers that are organized in topical sections on collective communication, communication protocols, debugging and verification, fault tolerance, metacomputing and grid, parallel I/O, and implementation issues.
Автор: Beniamino Di Martino; Dieter Kranzlm?ller; Jack Do Название: Recent Advances in Parallel Virtual Machine and Message Passing Interface ISBN: 3540290095 ISBN-13(EAN): 9783540290094 Издательство: Springer Рейтинг: Цена: 93160.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Constitutes the proceedings of the 12th European PVM/MPI Users` Group Meeting held in Sorrento, Italy in September 2005. This book includes 61 papers, which are organized in topical sections on algorithms, extensions and improvements, cluster and grid, tools and environments, performance, applications and ParSim 2005.
Автор: Christoph Guger; Brendan Allison; E.C. Leuthardt Название: Brain-Computer Interface Research ISBN: 3642547060 ISBN-13(EAN): 9783642547065 Издательство: Springer Рейтинг: Цена: 111790.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: It introduces ten outstanding and innovative BCI projects, nominated as finalists for the BCI award 2012 by a jury of established researchers and discusses how each of the nominated projects reflects general worldwide trends in BCI development.
Автор: Guger Christoph Название: Brain-computer-interface Research ISBN: 3642360823 ISBN-13(EAN): 9783642360824 Издательство: Springer Рейтинг: Цена: 56590.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Brain-computer interfaces (BCIs) are rapidly developing into a mainstream, worldwide research endeavor. This Brief gives a concise but carefully illustrated and fully up-to-date description of each of these projects, together with an introduction and concluding chapter by the editors.
Автор: Witten, Ian H. Название: Data Mining. Practical Machine Learning Tools and Techniques, 4 ed. ISBN: 0128042915 ISBN-13(EAN): 9780128042915 Издательство: Elsevier Science Рейтинг: Цена: 61750.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание:
Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches.
Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including substantial new chapters on probabilistic methods and on deep learning. Accompanying the book is a new version of the popular WEKA machine learning software from the University of Waikato. Authors Witten, Frank, Hall, and Pal include today's techniques coupled with the methods at the leading edge of contemporary research.
Please visit the book companion website at https: //www.cs.waikato.ac.nz/ ml/weka/book.html.
It contains
Powerpoint slides for Chapters 1-12. This is a very comprehensive teaching resource, with many PPT slides covering each chapter of the book
Online Appendix on the Weka workbench; again a very comprehensive learning aid for the open source software that goes with the book
Table of contents, highlighting the many new sections in the 4th edition, along with reviews of the 1st edition, errata, etc.
Provides a thorough grounding in machine learning concepts, as well as practical advice on applying the tools and techniques to data mining projects
Presents concrete tips and techniques for performance improvement that work by transforming the input or output in machine learning methods
Includes a downloadable WEKA software toolkit, a comprehensive collection of machine learning algorithms for data mining tasks-in an easy-to-use interactive interface
Includes open-access online courses that introduce practical applications of the material in the book
Автор: Sul Название: Control of Electric Machine Drive Systems ISBN: 0470590793 ISBN-13(EAN): 9780470590799 Издательство: Wiley Рейтинг: Цена: 139340.00 T Наличие на складе: Есть у поставщика Поставка под заказ. Описание: Based on the author`s industry experience and collaborative works with other industries, Control of Electric Machine Drive System is packed with implemented, tested, and verified ideas that relate to everyday problems in the field.
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