Information Theory, Inference and Learning Algorithms 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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David J. C. MacKay 作者

Cambridge University Press

譯者

2003-10-6 出版日期

640 頁數

USD 80.00 價格

Hardcover

叢書系列

9780521642989 圖書編碼

Information Theory, Inference and Learning Algorithms 在線電子書圖書標籤: 機器學習信息論人工智能計算機數學 AI Inference 計算機科學

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發表於2024-11-21

Information Theory, Inference and Learning Algorithms 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Information Theory, Inference and Learning Algorithms 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Information Theory, Inference and Learning Algorithms 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

Information Theory, Inference and Learning Algorithms 在線電子書用戶評價

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☆☆☆☆☆

好書！隻看瞭信息論部分，深入淺齣

評分☆☆☆☆☆

圖文並茂，但是有點廢話太多，數學不嚴謹。

評分☆☆☆☆☆

: G201/M153

Information Theory, Inference and Learning Algorithms 在線電子書著者簡介

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

Information Theory, Inference and Learning Algorithms 在線電子書圖書描述

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 在線電子書下載 mobi epub pdf txt 在線電子書下載

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