圖書標籤: NLP 自然語言處理 機器學習 統計學習 Statistics 計算機 經典 AI
发表于2025-03-04
Foundations of Statistical Natural Language Processing pdf epub mobi txt 電子書 下載 2025
Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, and other applications.
: H08/M283
評分This book published 20 years ago, but the content still new to me. Statistical NLP is the most interdisciplinary in my view, it involves Linguistics, Computer Science, Statistics, Information Theory, even Philosophy and Neurosciences if you want to know more about NLP
評分經典
評分沒看完。其實更喜歡那本語音什麼什麼的,畢竟語音和文字是分不開的
評分書寫的挺好,就是比較過時瞭。。。
P17(中文版) English:The significance of power laws 中文:强法则的重要性 power law:指数法則,幂律
評分 評分这本书不是很厚,也没有自然语言处理综论介绍的全面。但就想要学习SNLP的人来说相当不错。 同时书中除了自然语言处理中传统的如分词、标注等领域之外,在最后也涉及到了一些较为新型和更为交叉的领域。从SNLP这一领域做出了很好的诠释!
評分P17(中文版) English:The significance of power laws 中文:强法则的重要性 power law:指数法則,幂律
評分这本书当中依然有很多错误,译者也助长了错误。在第六章 语言模型部分,作者详细定义了各种概念,但是对于B的翻译不够好:训练实例的类别量,其实就是模型的参数数量或者n-gram的数量。围绕这个概念问题,出了一系列错误。 第一个错误表现在127页的译者注释,译者注意到manni...
Foundations of Statistical Natural Language Processing pdf epub mobi txt 電子書 下載 2025