Concept Drift in Large Language Models - Adapting the Conversation

This book explores the application of the complex relationship between concept drift and cutting-edge large language models to address the problems and opportunities in navigating changing data landscapes. It discusses the theoretical basis of concept drift and its consequences for large language models, particularly the transformative power of cutting-edge models such as GPT-3.5 and GPT-4. It offers real-world case studies to observe firsthand how concept drift influences the performance of language models in a variety of circumstances, delivering valuable lessons learnt and actionable takeaways. The book is designed for professionals, AI practitioners, and scholars, focused on natural language processing, machine learning, and artificial intelligence. Examines concept drift in AI, particularly its impact on large language models Analyses how concept drift affects large language models and its theoretical and practical consequences Covers detection methods and practical implementation challenges in language models Showcases examples of concept drift in GPT models and lessons learnt from their performance Identifies future research avenues and recommendations for practitioners tackling concept drift in large language models

Product details

• Authors: Ketan Sanjay Desale
• Publisher: Taylor & Francis Ltd.
• Languages: English
• Product format: Hardback
• Released: 15.05.2025
• EAN: 9781032978079
• ISBN: 978-1-0-3297807-9
• No. of pages: 92
• Subjects: Humanities, art, music > Linguistics and literary studies > General and comparative linguistics; Natural sciences, medicine, IT, technology > IT, data processing > IT; Data Mining, algorithms and data structures, Algorithms & data structures, Information technology: general issues, Automatic control engineering, Computational Linguistics, Computer architecture & logic design, Supercomputers, COMPUTERS / Human-Computer Interaction (HCI), Information technology: general topics, Computer architecture and logic design, COMPUTERS / Artificial Intelligence / General, COMPUTERS / Data Science / Data Modeling & Design, COMPUTERS / Data Science / Machine Learning, COMPUTERS / Data Science / General, Computational and corpus linguistics, Neural networks and fuzzy systems, Neural networks & fuzzy systems