Information Theory, Inference and Learning Algorithms 2024 pdf epub mobi 电子书

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发表于2024-11-21

Information Theory, Inference and Learning Algorithms 2024 pdf epub mobi 电子书

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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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出版者:Cambridge University Press

作者:David J. C. MacKay

出品人:

页数:640

译者:

出版时间:2003-10-6

价格:USD 80.00

装帧:Hardcover

isbn号码:9780521642989

丛书系列:

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

Information Theory, Inference and Learning Algorithms 2024 pdf epub mobi 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 2024 pdf epub mobi 电子书

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