Natural Language Processing (NLP) is a rapidly growing field that has gained significant attention over the past few years. With the advent of artificial intelligence and machine learning, NLP has become an essential tool for businesses and researchers to analyze, understand and generate human-like language. Reading is one of the best ways to learn about NLP, and fortunately, there are many free NLP books available online. In this article, we will discuss the top 7 free NLP books that every NLP enthusiast should read.
Speech and Language Processing by Dan Jurafsky and James H. Martin
Speech and Language Processing is a comprehensive introduction to the field of NLP. The book covers a wide range of topics, including grammar, semantics, syntax, and discourse. The authors use a hands-on approach to explain the fundamental concepts of NLP and provide practical examples to help readers understand the concepts. The book is available for free download in PDF format.
Foundations of Statistical Natural Language Processing by Christopher D. Manning and Hinrich Schütze
Foundations of Statistical Natural Language Processing is a classic book that provides a comprehensive introduction to statistical NLP. The book covers a wide range of topics, including probability theory, information theory, and machine learning. The authors use a mathematical approach to explain the fundamental concepts of NLP and provide practical examples to help readers understand the concepts. The book is available for free download in PDF format.
Natural Language Processing with Python by Steven Bird, Ewan Klein, and Edward Loper
Natural Language Processing with Python is a practical guide to NLP using Python. The book covers a wide range of topics, including text processing, classification, and sentiment analysis. The authors use a hands-on approach to explain the fundamental concepts of NLP and provide practical examples to help readers understand the concepts. The book is available for free download in PDF format.
Neural Network Methods in Natural Language Processing by Yoav Goldberg
Neural Network Methods in Natural Language Processing is a comprehensive guide to NLP using neural networks. The book covers a wide range of topics, including language modeling, sequence labeling, and parsing. The author uses a mathematical approach to explain the fundamental concepts of NLP and provide practical examples to help readers understand the concepts. The book is available for free download in PDF format.
A Primer on Neural Network Models for Natural Language Processing by Yoav Goldberg
A Primer on Neural Network Models for Natural Language Processing is an introductory guide to NLP using neural networks. The book covers a wide range of topics, including neural networks, language modeling, and sequence labeling. The author uses a mathematical approach to explain the fundamental concepts of NLP and provide practical examples to help readers understand the concepts. The book is available for free download in PDF format.
Pattern Recognition and Machine Learning by Christopher M. Bishop
Pattern Recognition and Machine Learning is a comprehensive introduction to machine learning. The book covers a wide range of topics, including probability theory, Bayesian inference, and neural networks. The author uses a mathematical approach to explain the fundamental concepts of machine.
Practical Natural Language Processing by Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana
Practical Natural Language Processing is a hands-on guide to NLP using Python. The book covers a wide range of topics, including text classification, sentiment analysis, and topic modeling. The authors provide practical examples and code snippets to help readers understand the concepts. The book is available for free download in PDF format.
Conclusion
In conclusion, reading is an excellent way to learn about NLP, and there are many free NLP books available online. The books we discussed in this article are some of the best free NLP books out there, covering a wide range of topics, from the basics of NLP to advanced techniques using neural networks. We hope that this article helps you in your NLP journey.