Information Theory, Inference and Learning Algorithms

Information Theory, Inference and Learning Algorithms 下載 mobi epub pdf 電子書 2025

David J. C. MacKay
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Cambridge University Press 2003-10-6 Hardcover 9780521642989

具體描述

Sir David John Cameron MacKay FRS FInstP FICE (22 April 1967 – 14 April 2016) was a British physicist, mathematician, and academic. He was the Regius Professor of Engineering in the Department of Engineering at the University of Cambridge and from 2009 to 2014 was Chief Scientific Adviser to the UK Department of Energy and Climate Change (DECC). MacKay authored the book Sustainable Energy – Without the Hot Air.

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, 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.

用戶評價

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##可惜看過瞭,理解不深刻,又忘瞭。 準備拾起來,雖然基本上工作用不上,就當是完成一個念想吧! 加油!  

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##Shannon真的是我男神。很美妙的一套體係,日常查閱必備。有空可以深入讀讀,會對一些看似莫名其妙的 log 們有更深的體會。

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##好書好書太多瞭,還要繼續讀第三遍

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##感覺有時間慢慢啃的話肯定能打開很多新世界大門

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##作者Mackay,要記住的。買瞭一本中文的,要中英文對照著讀。這本書是真是練習內功呀。

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##: G201/M153

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