Yildirim / Yildirim / Chenaghlu Mastering Transformers

Build state-of-the-art models from scratch with advanced natural language processing techniques
1. Auflage 2021
ISBN: 978-1-80107-889-4
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 374 Seiten

No detailed description available for "Mastering Transformers".

Autoren/Hrsg.

Yildirim, Savas

Chenaghlu, Meysam Asgari-

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse

Inhaltsverzeichnis

Table of Contents - From Bag-of-Words to the Transformers
- A Hands-On Introduction to the Subject
- Autoencoding Language Models
- Autoregressive and Other Language Models
- Fine-Tuning Language Models for Text Classification
- Fine-Tuning Language Models for Token Classification
- Text Representation
- Working with Efficient Transformers
- Cross-Lingual and Multilingual Language Modeling
- Serving Transformer Models
- Attention Visualization and Experiment Tracking

Über Autor(innen)

Yildirim Savas:
Savas Yildirim graduated from the Istanbul Technical University Department of Computer Engineering and holds a Ph.D. degree in Natural Language Processing (NLP). Currently, he is an associate professor at the Istanbul Bilgi University, Turkey, and is a visiting researcher at the Ryerson University, Canada. He is a proactive lecturer and researcher with more than 20 years of experience teaching courses on machine learning, deep learning, and NLP. He has significantly contributed to the Turkish NLP community by developing a lot of open source software and resources. He also provides comprehensive consultancy to AI companies on their R&D projects. In his spare time, he writes and directs short films, and enjoys practicing yoga.Chenaghlu Meysam Asgari-:
Meysam Asgari-Chenaghlu is an AI manager at Carbon Consulting and is also a Ph.D. candidate at the University of Tabriz. He has been a consultant for Turkey's leading telecommunication and banking companies. He has also worked on various projects, including natural language understanding and semantic search.