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.
發表於2024-05-17
Information Theory, Inference and Learning Algorithms 2024 pdf epub mobi 電子書 下載
信息論是我覺得最有用的課程之一,不管是科研,還是現實生活。 首先從信息論的角度看數字編碼,從二進製,十進製,再到二十進製,其實是在用越來越多的符號來編碼無窮盡的數字。二進製隻需要兩個符號0,1就可以編碼所有數字,每個字符信息量較小,代價就是編碼長度及其長,不利...
評分可惜看過瞭,理解不深刻,又忘瞭。 準備拾起來,雖然基本上工作用不上,就當是完成一個念想吧! 加油!
評分我感覺啊,這本書寫的條理很清晰,可是太簡明扼要瞭好像,我讀不懂。可我碰到的問題上麵有介紹,我又沒找到其它地方,我隻有讀這個,可我讀不懂。我鬱悶。
評分Mackay在我心中是一個多纔多藝的天纔,他重新發現瞭LDPC碼的價值,使得這一具有革命性影響的信道碼沒有沉沒在故紙堆中。這本書神奇地把數據壓縮、通信理論、神經網絡甚至是分布式算法這些我們在多門課程中學習的東西統一到瞭統計尤其是Bayesian統計的大框架下來,使得我們的...
評分1.剛從圖書館藉到這本書,順著書中的支持網站,發現作者把公開課視頻也免費放到網上瞭,還可以直接下到英文原版電子版,這是什麼精神~ ”A series of sixteen lectures covering the core of the book "Information Theory, Inference, and Learning Algorithms (Cambridge Un...
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
最好的信息論教材。開課瞭:http://videolectures.net/course_information_theory_pattern_recognition/
評分教科書的榜樣
評分Shannon真的是我男神。很美妙的一套體係,日常查閱必備。有空可以深入讀讀,會對一些看似莫名其妙的 log 們有更深的體會。
評分有誰一起學習這本書嗎?一起討論吧QQ:63583981
評分信息論和機器學習是一個硬幣的兩麵。傳統的信息論兩條理論上的香農,工程應用是通信。具體的:貝葉斯數據模型,濛特卡洛,變分法,聚類算法,神經網絡。大腦是壓縮和通信係統
Information Theory, Inference and Learning Algorithms 2024 pdf epub mobi 電子書 下載