Yildirim / Yildirim / Chenaghlu Mastering Transformers

The Journey from BERT to Large Language Models and Stable Diffusion
2. Auflage 2024
ISBN: 978-1-83763-150-6
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 462 Seiten

No detailed description available for "Mastering Transformers".

Autoren/Hrsg.

Yildirim, Savas

Chenaghlu, Meysam Asgari-

Fachgebiete

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

Inhaltsverzeichnis

Table of Contents - From Bag-of-Words to the Transformer
- A Hands-On Introduction to the Subject
- Autoencoding Language Models
- Autoregressive Language Models
- Fine-Tuning Language Model for Text Classification
- Fine-Tuning Language Models for Token Classification
- Text Representation
- Boosting Your Model Performance
- Parameter Efficient Fine-Tuning
- Zero-Shot and Few-Shot Learning in NLP
- Explainable AI (XAI) for NLP
- Working with Efficient Transformers
- Cross-Lingual Language Modeling
- Serving Transformer Models
- Model Tracking and Monitoring
- Vision Transformers
- Tabular Transformers
- Multi-Model Transformers

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.