|
|
KIV/ANLP
Advanced Natural Language Processing
Guarantors: Ing. Miloslav Konopík, Ph.D.
|
|
|
|
Course literature
KIV/ANLP
-IS/STAG
Basic
Jurafsky, Daniel; Martin, James H.,
Speech and language processing : an introduction to natural language processing, computational linguistics, and speech recognition
, Upper Saddle River : Pearson/Prentice Hall
2009
Recommended
Yoav Goldberg,
A Primer on Neural Network Models for Natural Language Processing
2015
Ian Goodfellow, Yoshua Bengio, Aaron Courville,
Deep Learning (Adaptive Computation and Machine Learning series)
, MIT press
2016
François Chollet,
Deep Learning with Python
2017
Christopher D. Manning and Hinrich Schütze,
Foundations of Statistical Natural Language Processing
, MIT Press, Cambridge, MA, USA
1999
Aurélien Géron,
Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
, O'Reilly Media
2017
Jacob Eisenstein,
Introduction to Natural Language Processing (Adaptive Computation and Machine Learning series)
, MIT Press
2019
Delip Rao, Brian McMahan,
Natural Language Processing with PyTorch: Build Intelligent Language Applications Using Deep Learning
|
|
|
|
|
Ian Goodfellow, Yoshua Bengio, and Aaron Courville: Deep Learning, MIT Press, On-line zde.
Stanford Lecture: Deep Learning for Natural Language Processing cs224n (YouTube)
Yoav Goldberg: Neural Network Methods for Natural Language Processing, Springer 2017.
Jacob Eisenstein: Natural Language Processing MIT Press, On-line zde
Delip Rao and Brian McMahan: Natural Language Processing with PyTorch: Build Intelligent Language Applications Using Deep Learning, Free-trial, examples.
PyTorch colab course: link.
Palková, Zdena. Fonetika a fonologie češtiny. Praha: Karolinum, 1994. ISBN: 80-7066-843-1.
Last updated:
18.09.2022
|
|
| |