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2025-02-07
Foundations of Statistical Natural Language Processing 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2025
修古希腊语时恶补的语言学知识cover了这本书的语言学基础,修的概率论/编译原理也基本cover掉大部分理论。毕竟十五年前教科书……
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
评分看不懂啊看不懂
评分国外经典教材,读得不多,略读过了。
评分entropy
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power law译成强法则,perplexity译成混乱度,碰到稍难一点的句子居然直接跳过不译,狂汗。 现在还没看多少,感觉原书内容还是不错的,叙述比较完备,就是英文写得稍微难了点,不是特别简单易懂的写法。
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