Overview
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Dive into the intricacies of advanced natural language processing techniques in this comprehensive lecture from CMU's CS 11-711 course. Explore the fundamental concepts of attention mechanisms and the revolutionary Transformer architecture. Gain a deep understanding of multi-head attention, positional encodings, and layer normalization. Delve into optimizers and training strategies for large language models. Examine the LLaMa architecture and its significance in the field. This 1-hour 19-minute session, led by Graham Neubig, provides a thorough exploration of cutting-edge NLP technologies that form the backbone of modern language understanding and generation systems.
Syllabus
CMU Advanced NLP Fall 2024 (4): Attention and Transformers
Taught by
Graham Neubig