Information Theory, Inference and Learning Algorithms 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025

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David J. C. MacKay 作者

Cambridge University Press

译者

2003-10-6 出版日期

640 页数

USD 80.00 价格

Hardcover

丛书系列

9780521642989 图书编码

Information Theory, Inference and Learning Algorithms 在线电子书图书标签: 机器学习信息论人工智能计算机数学 AI Inference 计算机科学

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Information Theory, Inference and Learning Algorithms 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2025

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Information Theory, Inference and Learning Algorithms 在线电子书用户评价

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教科书的榜样

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http://videolectures.net/course_information_theory_pattern_recognition/ http://www.inference.phy.cam.ac.uk/itprnn_lectures/

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好书好书太多了，还要继续读第三遍

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早年读的，当时的感觉是深入但不浅出。适合做参考，作主打可能会事倍功半。

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感觉有时间慢慢啃的话肯定能打开很多新世界大门

Information Theory, Inference and Learning Algorithms 在线电子书著者简介

Information Theory, Inference and Learning Algorithms 在线电子书图书目录

Information Theory, Inference and Learning Algorithms 在线电子书 pdf 下载 txt下载 epub 下载 mobi 在线电子书下载

Information Theory, Inference and Learning Algorithms 在线电子书图书描述

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 在线电子书下载 mobi epub pdf txt 在线电子书下载

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Information Theory, Inference and Learning Algorithms 在线电子书读后感

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我感觉啊，这本书写的条理很清晰，可是太简明扼要了好像，我读不懂。可我碰到的问题上面有介绍，我又没找到其它地方，我只有读这个，可我读不懂。我郁闷。

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1.刚从图书馆借到这本书，顺着书中的支持网站，发现作者把公开课视频也免费放到网上了，还可以直接下到英文原版电子版，这是什么精神~ ”A series of sixteen lectures covering the core of the book "Information Theory, Inference, and Learning Algorithms (Cambridge Un...

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信息论是我觉得最有用的课程之一，不管是科研，还是现实生活。首先从信息论的角度看数字编码，从二进制，十进制，再到二十进制，其实是在用越来越多的符号来编码无穷尽的数字。二进制只需要两个符号0，1就可以编码所有数字，每个字符信息量较小，代价就是编码长度及其长，不利...

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Information Theory, Inference and Learning Algorithms 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025