Applied Natural Language Processing in the Enterprise
Autor Ankur A. Patel, Ajay Uppili Arasanipalaien Limba Engleză Paperback – 24 mai 2021
With a basic understanding of machine learning and some Python experience, you'll learn how to train and deploy real-world NLP applications in your organization. Authors Ankur Patel and Ajay Uppili Arasanipalai guide you through the process using code and examples that highlight the best practices in modern NLP.
- Use state-of-the-art NLP models such as BERT and GPT-3 to solve NLP tasks such as named entity recognition, text classification, semantic search, and reading comprehension
- Train NLP models with performance comparable or superior to that of out-of-the-box systems
- Learn about transformer architecture and modern tricks like transfer learning that have taken the NLP world by storm
- Become familiar with the tools of the trade, including spaCy, Hugging Face, and fast.ai
- Use Python and PyTorch to build core parts of the NLP pipeline from scratch, including tokenizers, embeddings, and language models
- Take your models out of Jupyter notebooks and learn how to deploy, monitor, and maintain them in production
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Specificații
ISBN-13: 9781492062578
ISBN-10: 149206257X
Pagini: 350
Dimensiuni: 183 x 231 x 18 mm
Greutate: 0.54 kg
Editura: O'Reilly
ISBN-10: 149206257X
Pagini: 350
Dimensiuni: 183 x 231 x 18 mm
Greutate: 0.54 kg
Editura: O'Reilly