TY  - BOOK
AU  - TUNSTALL LEWIS
AU  - LEANDRO VON WERRA 
AU  - THOMAS WOLF
TI  - NATURAL LANGUAGE PROCESSING WITH TRANSFORMERS
SN  - 978-93-5542-032-9
PY  - 2023///
CY  - CALIFORNIA
PB  - O'REILLY, SPD PVT LTD
KW  - AIML
KW  - COMPUTERS
KW  - R-23
N1  - NLP; AIML; CSD & CSM & CSC
N2  - "Natural Language Processing with Transformers," authored by Lewis Tunstall, Leandro von Werra, and Thomas Wolf, serves as a comprehensive and practical guide for data scientists and machine learning engineers on applying state-of-the-art Transformer models to real-world Natural Language Processing tasks. Centered almost entirely on the powerful Hugging Face ecosystem—a library the authors helped build—the book moves beyond theory to provide hands-on instruction for the complete model lifecycle. It meticulously walks readers through loading data, tokenization, and fine-tuning powerful pre-trained models like BERT and GPT for a wide variety of applications, including text classification, named entity recognition (NER), question answering, and text summarization. Furthermore, it addresses the critical, real-world challenges of deploying models to production, covering essential optimization techniques such as knowledge distillation and quantization to make models smaller and faster
ER  -