Introduction to Natural Language Processing

Introduction to Natural Language Processing
Author :
Publisher : MIT Press
Total Pages : 536
Release :
ISBN-10 : 9780262354578
ISBN-13 : 0262354578
Rating : 4/5 (578 Downloads)

Book Synopsis Introduction to Natural Language Processing by : Jacob Eisenstein

Download or read book Introduction to Natural Language Processing written by Jacob Eisenstein and published by MIT Press. This book was released on 2019-10-01 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algorithms with contemporary machine learning techniques. This textbook provides a technical perspective on natural language processing—methods for building computer software that understands, generates, and manipulates human language. It emphasizes contemporary data-driven approaches, focusing on techniques from supervised and unsupervised machine learning. The first section establishes a foundation in machine learning by building a set of tools that will be used throughout the book and applying them to word-based textual analysis. The second section introduces structured representations of language, including sequences, trees, and graphs. The third section explores different approaches to the representation and analysis of linguistic meaning, ranging from formal logic to neural word embeddings. The final section offers chapter-length treatments of three transformative applications of natural language processing: information extraction, machine translation, and text generation. End-of-chapter exercises include both paper-and-pencil analysis and software implementation. The text synthesizes and distills a broad and diverse research literature, linking contemporary machine learning techniques with the field's linguistic and computational foundations. It is suitable for use in advanced undergraduate and graduate-level courses and as a reference for software engineers and data scientists. Readers should have a background in computer programming and college-level mathematics. After mastering the material presented, students will have the technical skill to build and analyze novel natural language processing systems and to understand the latest research in the field.


Introduction to Natural Language Processing Related Books

Introduction to Natural Language Processing
Language: en
Pages: 536
Authors: Jacob Eisenstein
Categories: Computers
Type: BOOK - Published: 2019-10-01 - Publisher: MIT Press

GET EBOOK

A survey of computational methods for understanding, generating, and manipulating human language, which offers a synthesis of classical representations and algo
Natural Language Processing with Python
Language: en
Pages: 506
Authors: Steven Bird
Categories: Computers
Type: BOOK - Published: 2009-06-12 - Publisher: "O'Reilly Media, Inc."

GET EBOOK

This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive te
Introduction to Natural Language Processing - A Practical Guide for Beginners
Language: en
Pages: 0
Authors: Sakil Ansari
Categories:
Type: BOOK - Published: 2023-03-02 - Publisher: White Falcon Publishing

GET EBOOK

"Introduction to Natural Language Processing: A practical guide for beginners" is a book that provides an overview of the field of natural language processing (
Introduction to Arabic Natural Language Processing
Language: en
Pages: 185
Authors: Nizar Y. Habash
Categories: Computers
Type: BOOK - Published: 2010-10-10 - Publisher: Morgan & Claypool Publishers

GET EBOOK

This book provides system developers and researchers in natural language processing and computational linguistics with the necessary background information for
The Handbook of Computational Linguistics and Natural Language Processing
Language: en
Pages: 802
Authors: Alexander Clark
Categories: Language Arts & Disciplines
Type: BOOK - Published: 2012-10-04 - Publisher: John Wiley & Sons

GET EBOOK

This comprehensive reference work provides an overview of the concepts, methodologies, and applications in computational linguistics and natural language proces