Название: Applied Natural Language Processing in the Enterprise: Teaching Machines to Read, Write, and Understand (Fourth Early Release)Автор: Ankur A. Patel, Ajay Uppili Arasanipalai
Издательство: O’Reilly Media, Inc.
Год: 2021-02-03
Страниц: 201
Язык: английский
Формат: epub
Размер: 10.1 MB
Natural Language Processing (NLP) is one of the hottest topics in Artificial intelligence (AI) today. Having lagged for years behind other deep learning fields such as computer vision, NLP only recently gained mainstream popularity. Google, Facebook, and OpenAI have open-sourced large pretrained language models, but many organizations today still struggle with building and adopting NLP applications. This hands-on guide helps you learn the process quickly.
Who This Book Is For:
If you have basic to intermediate understanding of Machine Learning (ML) and programming experience with Python, you’ll learn how to build and deploy real-world NLP applications in your organization. We will walk you through the process without bogging you down in theory.
After reading this book and practicing on your own, you should be able to do the following.
- Understand how state-of-the-art NLP models work
- Learn the tools of the trade, including frameworks popular today
- Perform NLP tasks such as text classification, semantic search, and reading comprehension
- Solve problems using new models like transformers and techniques such as transfer learning
- Build NLP models from scratch with performance comparable or superior to out-of-the-box systems
- Deploy your models to production and monitor and maintain their performance
- Implement a suite of NLP algorithms using Python and PyTorch
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