Автор: Rasmussen, Carl Edward Williams, Christopher K. I. Название: Gaussian processes for machine learning ISBN: 026218253X ISBN-13(EAN): 9780262182539 Издательство: MIT Press Рейтинг: Цена: 8465.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
A comprehensive and self-contained introduction to Gaussian processes, which provide a principled, practical, probabilistic approach to learning in kernel machines.
Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past decade, and this book provides a long-needed systematic and unified treatment of theoretical and practical aspects of GPs in machine learning. The treatment is comprehensive and self-contained, targeted at researchers and students in machine learning and applied statistics. The book deals with the supervised-learning problem for both regression and classification, and includes detailed algorithms. A wide variety of covariance (kernel) functions are presented and their properties discussed. Model selection is discussed both from a Bayesian and a classical perspective. Many connections to other well-known techniques from machine learning and statistics are discussed, including support-vector machines, neural networks, splines, regularization networks, relevance vector machines and others. Theoretical issues including learning curves and the PAC-Bayesian framework are treated, and several approximation methods for learning with large datasets are discussed. The book contains illustrative examples and exercises, and code and datasets are available on the Web. Appendixes provide mathematical background and a discussion of Gaussian Markov processes.
Автор: Snyder, Stephen Rasmussen, Tina Название: Practicing the jhanas ISBN: 159030733X ISBN-13(EAN): 9781590307335 Издательство: Random House (USA) Рейтинг: Цена: 2110.00 р. Наличие на складе: Есть у поставщика Поставка под заказ.
Описание:
Two experienced American meditators explain the stages and techniques of concentration meditation, as taught by the Buddhist master Pa Auk Sayadaw
This is a clear and in-depth presentation of the traditional Theravadin concentration meditation known as jhāna practice, from two authors who have practiced the jhānas in retreat under the guidance of one of the great living meditation masters, Pa Auk Sayadaw. The authors describe the techniques and their results, based on their own experience.
Описание: This book demonstrates that an ethics of individual conscience and virtue is incommensurate with Calvin`s doctrine and shows that for Calvin, Christians are bound in conscience to obey secular government. He further argues that a shared understanding of Calvin and a broader ecumenism could be a path out of culture war.
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