Neural Network Methods in Natural Language Processing por Yoav Goldberg

descargar Neural Network Methods in Natural Language Processing en PDF

Neural Network Methods in Natural Language Processing Yoav Goldberg

AUTOR/AUTORA:

Yoav Goldberg

Descripción

Sinopsis

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.The second part of the book (Parts III and IV) introduces more specialized neural network architectures, including 1D convolutional neural networks, recurrent neural networks, conditioned-generation models, and attention-based models. These architectures and techniques are the driving force behind state-of-the-art algorithms for machine translation, syntactic parsing, and many other applications. Finally, we also discuss tree-shaped networks, structured prediction, and the prospects of multi-task learning.

Acerca de Yoav Goldberg

Bar Ilan University

Datos del libro
Morgan & Claypool Publishers 2017
ISBN: 9781681731551
Idioma: Español
Formatos: pdf epub kindle mobi

En otros lados…

$3561.00

>>> Aquí GRATIS!!! <<<

Información:

  • Veces descargado: 617
  • Tamaño: 722KB
  • Veces leído: 1663

Aquí tienes más Libros de Informática

Llegaste buscando:
Neural Network Methods in Natural Language Processing descargar epub, Neural Network Methods in Natural Language Processing gratis sin registrarse, Neural Network Methods in Natural Language Processing en pdf en español