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Название: Neural Network Methods in Natural Language Processing
Автор: Yoav Goldberg
Издательство: Morgan & Claypool
Год: 2017
Страниц: 310
Формат: True PDF, EPUB, AZW3
Размер: 10 Mb
Язык: English
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.