Deep Learning for Natural Language Processing

Autor: Palash Goyal, Sumit Pandey

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Legare: Carte broșată

Editura: APress

Disponibilitate: În depozitul extern

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284.63 lei

Discover the concepts of deep learning used for natural language processing (NLP), with full-fledged...

Informații despre carte

Autor

Palash Goyal, Sumit Pandey

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2018

Pagini

277

EAN

9781484236840

ISBN

148423684X

Enbook ID

19297283

Editura

APress

Greutate

466

Dimensiuni

235 x 155 x 16

Descriere completă

Discover the concepts of deep learning used for natural language processing (NLP), with full-fledged examples of neural network models such as recurrent neural networks, long short-term memory networks, and sequence-2-sequence models. You'll start by covering the mathematical prerequisites and the fundamentals of deep learning and NLP with practical examples. The first three chapters of the book cover the basics of NLP, starting with word-vector representation before moving onto advanced algorithms. The final chapters focus entirely on implementation, and deal with sophisticated architectures such as RNN, LSTM, and Seq2seq, using Python tools: TensorFlow, and Keras. Deep Learning for Natural Language Processing follows a progressive approach and combines all the knowledge you have gained to build a question-answer chatbot system. This book is a good starting point for people who want to get started in deep learning for NLP. All the code presented in the book will be available in the form of IPython notebooks and scripts, which allow you to try out the examples and extend them in interesting ways. What You Will Learn Gain the fundamentals of deep learning and its mathematical prerequisites Discover deep learning frameworks in Python Develop a chatbot Implement a research paper on sentiment classification Who This Book Is For Software developers who are curious to try out deep learning with NLP.

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