Natural Language Processing in Action: Understanding,...

Natural Language Processing in Action: Understanding, analyzing, and generating text with Python

Hobson Lane, Cole Howard, Hannes Hapke
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Recent advances in deep learning empower applications to understand text and speech with extreme accuracy. The result? Chatbots that can imitate real people, meaningful resume-to-job matches, superb predictive search, automatically generated document summaries--all at a low cost. Now techniques, along with accessible tools like Keras and TensorFlow, make professional-quality NLP easier than ever before.

Natural Language Processing in Action is your guide to building machines that can read and interpret human language. In it, you'll use readily available Python packages to capture the meaning in text and react accordingly. The book expands traditional NLP approaches to include neural networks, modern deep learning algorithms, and generative techniques as you tackle real-world problems like extracting dates and names, composing text, and answering free-form questions.

What's Inside

• Some sentences of this book were written by NLP! Can you guess which ones?

• Working with Keras, TensorFlow, gensim, and scikit-learn

• Rule-based and data-based NLP

• Scalable pipelines

This book requires a basic understanding of deep learning and intermediate Python skills.

İl:
2019
Nəşr:
1
Nəşriyyat:
Manning Publications
Dil:
english
Səhifələr:
420
ISBN 10:
1617294632
ISBN 13:
9781617294631
Fayl:
PDF, 9.70 MB
IPFS:
CID , CID Blake2b
english, 2019
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