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

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David J. C. MacKay

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發表於2025-03-01

商品介绍

Cambridge University Press 2003-10-6 Hardcover 9780521642989

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

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書籍描述

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.

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

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

Information Theory, Inference and Learning Algorithms pdf 下載 mobi 下載 pub 下載 txt 電子書下載 2025

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

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

想要找書就要到靜思書屋

book.tinynews.org

立刻按 ctrl+D收藏本頁

你會得到大驚喜!!

讀者評價

評分☆☆☆☆☆

##“ this exciting textbook”....纔知道MacKay去世瞭，可惜啊。

評分☆☆☆☆☆

##隻看瞭chapter巨多，隻看瞭幾個，感覺有點大雜燴。。。但提到的部分都是比較精簡，有一種Wasserman的哪本The elements of statistics的即視感。。。不太喜歡這種永遠讓人忍不住去翻reference的handbook風格。。。

評分☆☆☆☆☆

##學習信息論的時候，老師推薦的，然後就買來瞭。實例很多，習題也很經典，花費瞭一個學期看瞭一遍，感覺對信息論的理解完全高瞭好多個層次。

評分☆☆☆☆☆

##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。

評分☆☆☆☆☆