Download EBOOK Information Theory, Inference and Learning Algorithms PDF for free


Download EBOOK Information Theory, Inference and Learning Algorithms PDF for free Category: Computing
The author of the book: David J. C. MacKay
Format files: PDF, EPUB, TXT, DOCX
The size of the: 886 KB
Language: English
ISBN-13: 9780521642989
Edition: CAMBRIDGE UNIVERSITY PRESS
Date of issue: 6 October 2003

Description of the book "Information Theory, Inference and Learning Algorithms":

Information theory and inference, taught together in this exciting textbook, lie at the heart of many important areas of modern technology - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics and cryptography. The book introduces theory in tandem with applications. Information theory is taught alongside practical communication systems such as arithmetic coding for data compression and sparse-graph codes for error-correction. Inference techniques, including message-passing algorithms, Monte Carlo methods and variational approximations, are developed alongside applications to clustering, convolutional codes, independent component analysis, and neural networks. Uniquely, the book covers state-of-the-art error-correcting codes PDF, including low-density-parity-check codes, turbo codes, and digital fountain codes - the twenty-first-century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, the book is ideal for self-learning, and for undergraduate or graduate courses. It also provides an unparalleled entry point for professionals in areas as diverse as computational biology, financial engineering and machine learning.

Download EBOOK Information Theory, Inference and Learning Algorithms PDF for free


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David J. C. MacKay

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Download EBOOK Information Theory, Inference and Learning Algorithms PDF for free



Download EBOOK Information Theory, Inference and Learning Algorithms for free

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