Artificial "neural networks" are widely used as flexible models for classification and regression applications, but questions remain about how the power of these models can be safely exploited when training data is limited. This book demonstrates how Bayesian methods allow complex neural network models to be used without fear of the "overfitting" that can occur with traditional training methods. Insight into the nature of these complex Bayesian models is provided by a theoretical investigation of the priors over functions that underlie them. A practical implementation of Bayesian neural network learning using Markov chain Monte Carlo methods is also described, and software for it is freely available over the Internet. Presupposing only basic knowledge of probability and statistics, this book should be of interest to researchers in statistics, engineering, and artificial intelligence.
2. Cache of Jewels: And Other Collective Nouns Every Move You Make. . . Channeling the spirit of Women's Health on the Internet download ebook pdf Martin Gardner Bellos introduces fascinating characters, from the retired cab driver in Tucson whose hobby is factoring prime numbers, to swashbuckling astronomer Tycho Brahe, who lost his nose in a duel over a math formula. Through intriguing characters, lively prose, and thoroughly accessible mathematics, Bellos deftly shows readers why math is so important, and why it can be so much fun ("Publishers Weekly," starred review). Get hooked on math as Bellos delves deep into humankind s turbulent relationship with numbers, revealing how they have shaped the world we live in." This title is available in SmartMusic. In a world where evil dominates the headlines, we are often left wondering, "Will good really triumph over evil? Or are we hurtling toward oblivion?
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Author: Radford M. Neal
Number of Pages: 204 pages
Published Date: 09 Aug 1996
Publisher: Springer-Verlag New York Inc.
Publication Country: New York, NY, United States
Language: English
ISBN: 9780387947242
Download Link: Click Here
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