TY  - BOOK
AU  - Goldberg, Yoav
TI  - Neural network methods for natural language processing
SN  - 9783031010378
U1  - 006.35 
PY  - 2012///
CY  - Claypool
PB  - Springer International Publishing
KW  - Artificial intelligence
KW  - Computers
KW  - Natural language processing (Computer science)
N1  - Supervised Classification and Feed-forward Neural Networks -- Working with Natural Language Data -- Specialized Architectures -- Additional Topics
N2  - Neural networks are a family of powerful machine learning models. This book focuses on the application of neural network models to natural language data. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics of working with machine learning over language data, and the use of vector-based rather than symbolic representations for words. It also covers the computation-graph abstraction, which allows to easily define and train arbitrary neural networks, and is the basis behind the design of contemporary neural network software libraries
ER  -