發表於2025-05-01
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 下載 mobi pdf epub txt 電子書 格式 2025
Information Theory, Inference and Learning Algorithms 下載 mobi epub pdf 電子書##感覺有時間慢慢啃的話肯定能打開很多新世界大門
評分##(讀過部分章節)與很多教材不同的是,把很多東西放在一起討論,很有意思。 適閤做個補充類讀物。要是學信息論或者機器學習還是以其他教材為主吧
評分##讀瞭一點,組會解散瞭,於是沒有繼續下去瞭,感覺這書講得好 detail 啊。 組會在讀的書之一。 水木 AI 版有人推薦,有電子版,有時間看一下。看章節標題似乎很不錯的樣子。
評分 評分##感覺有時間慢慢啃的話肯定能打開很多新世界大門
評分 評分##圖文並茂,但是有點廢話太多,數學不嚴謹。
評分##“ this exciting textbook”....纔知道MacKay去世瞭,可惜啊。
評分Information Theory, Inference and Learning Algorithms mobi epub pdf txt 電子書 格式下載 2025