Название: Natural Language Processing in Action: Understanding, analyzing, and generating text with PythonАвтор: Hobson Lane, Hannes Hapke, Cole Howard
Издательство: Manning Publications
Год: 2019
Формат: True PDF
Страниц: 544
Размер: 10 Mb
Язык: English
Natural Language Processing in Action is your guide to creating machines that understand human language using the power of Python with its ecosystem of packages dedicated to NLP and AI.
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, and automatically generated document summaries—all at a low cost. New techniques, along with accessible tools like Keras and TensorFlow, make professional-quality NLP easier than ever before.
About the Book
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 in 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