Deep Learning for Natural Language Processing: Solve your natural language processing problems with smart deep neural networks

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Key benefits

Gain insights into the basic building blocks of natural language processing

Learn how to select the best deep neural network to solve your NLP problems

Explore convolutional and recurrent neural networks and long short-term memory networks

Description

Applying deep learning approaches to various NLP tasks can take your computational algorithms to a completely new level in terms of speed and accuracy. Deep Learning for Natural Language Processing starts by highlighting the basic building blocks of the natural language processing domain. The book goes on to introduce the problems that you can solve using state-of-the-art neural network models. After this, delving into the various neural network architectures and their specific areas of application will help you to understand how to select the best model to suit your needs. As you advance through this deep learning book, you’ll study convolutional, recurrent, and recursive neural networks, in addition to covering long short-term memory networks (LSTM). Understanding these networks will help you to implement their models using Keras. In later chapters, you will be able to develop a trigger word detection application using NLP techniques such as attention model and beam search. By the end of this book, you will not only have sound knowledge of natural language processing, but also be able to select the best text preprocessing and neural network models to solve a number of NLP issues.

What you will learn

Understand various preprocessing techniques for solving deep learning problems

Build a vector representation of text using word2vec and GloVe

Create a named entity recognizer and parts-of-speech tagger with Apache OpenNLP

Build a machine translation model in Keras

Develop a text generation application using LSTM

Build a trigger word detection application using an attention model

What do you get with eBook?

Instant access to your Digital eBook purchase

Download this book in EPUB and PDF formats

Access this title in our online reader with advanced features

DRM FREE - Read whenever, wherever and however you want

AI Assistant (beta) to help accelerate your learning

Frequently bought together

Deep Learning for Natural Language Processing

$38.99

Hands-On Natural Language Processing with Python

$43.99

Natural Language Processing Fundamentals

$43.99

Total $ 126.97

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Claus Jul 30, 2020

Ich behalte mir noch vor, dass Buch direkt an den Verlag zurückzuschicken, da das Druckbild der Code-Zeilen komplett unleserlich ist.Ist ja toll, dass man von Packt die Bücher jetzt (wahrscheinlich) also print on demand bekommt - nur leidet die Druckqualität so stark, so dass man bei vielen Codezeilen rätseln muss: "Was wollte der Autor mir damit sagen ... welche Buchstaben stellt diese Kritzelei dar?"

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Jen Nov 05, 2019

Lots of weird printing issues that make parts of the text unreadable.

Deep Learning for Natural Language Processing: Solve your natural language processing problems with smart deep neural networks

What do you get with eBook?