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Course Materials - Fall 2024

NLP 805: Natural Language Processing

 TB = Textbook or Required reading                     REF = Reference or supplemental reading

Status      Title eBook

Print  

Call Number

I. Goodfellow, Y. Bengio and, A. C. Courville, Deep Learning. MIT Press, 2016. 

Open Access

Yes

Q323.5 .G66 2016

Speech and Language Processing (text only) 2nd(Second) edition by D. Jurafsky,J. H. Martin

D. Jurafsky, and J.H. Martin, Speech and Language Processing. Prentice-Hall, Inc. 2024.

Open Access

Yes

P 98.J87 2009

Y. Goldberg, Neural Network Methods in Natural Language Processing. Morgan & Claypool Publishing, 2017.

Springer

Yes

 

TA 347.A78 G653 2017

C.M. Bishop, Pattern Recognition and Machine Learning. New York: Springer, 2006.

Cambridge University

Yes

Q 327.B52 2009

     

A. Géron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems. 2nd ed., O'Reilly Media, 2019.

O'Reilly

Yes

QA 76.73.P98 S533 2019

Natural Language Processing: A Machine Learning Perspective

Y. Zhang, and Z. Teng, Natural Language Processing: A Machine Learning Perspective. Cambridge University Press, 2021.

NA

Yes

QA 76.9 .N38 Z43 2021

Introduction to Natural Language Processing

J. Eisenstein, Introduction to Natural Language Processing. MIT Press, 2019.

NA

Yes

QA 76.9.N38 E46 2019

Natural Language Processing with PyTorch                      

D. Rao and B. McMahan, Natural Language Processing with PyTorch: Build Intelligent Language Applications Using Deep Learning. O'Reilly, 2019.

QA 76.73.P98 R36 2019