Foundations of Statistical Natural Language Processing 在线电子书 图书标签: NLP 自然语言处理 机器学习 统计学习 Statistics 计算机 经典 AI
发表于2025-03-10
Foundations of Statistical Natural Language Processing 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025
作为NLP领域最主要的理论入门书,这本书深入浅出地展示了很多经典的模型算法,虽然现在看有点偏老了,也没有涉及最近很火的deep learning,但是作为入门绝对是足够的。
评分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
评分CS600.465
评分看不懂啊看不懂
评分有点旧了。
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.
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!
评分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
评分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
评分这本书不是很厚,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!
评分Foundations of Statistical Natural Language Processing 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025