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James H. Martin Books

1 book·~10 min total read

Martin is a Professor of Computer Science and Linguistics at the University of Colorado Boulder, specializing in computational semantics and language understanding.

Known for: Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition

Books by James H. Martin

Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition

Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition

ai_ml·10 min read

This comprehensive textbook introduces the fundamental concepts and techniques of natural language processing, computational linguistics, and speech recognition. It covers linguistic essentials, statistical and machine learning methods, and modern deep learning approaches for language understanding and generation. Widely used in universities, it serves as a foundational reference for students and researchers in NLP and AI.

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1

Linguistic Foundations: The Structure of Language

At the core of natural language processing lies the study of language itself. Morphology, syntax, semantics, and pragmatics provide the theoretical scaffolding that enables computation to model linguistic structure. Morphology concerns how words are formed from morphemes—the smallest units of meanin...

From Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition

2

From Words to Corpora: Representing and Disambiguating Meaning

Words are the atoms of linguistic computation, and their representation defines how machines perceive meaning. Early chapters explore how lexical resources—dictionaries, WordNet, corpora—provide mappings from words to meanings. But human words are marvelously ambiguous: a single word like "bank" can...

From Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition

About James H. Martin

Martin is a Professor of Computer Science and Linguistics at the University of Colorado Boulder, specializing in computational semantics and language understanding.

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Martin is a Professor of Computer Science and Linguistics at the University of Colorado Boulder, specializing in computational semantics and language understanding.

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