Efficient Methods in Natural Language Processing

This lecture covers the latest advancements in natural language processing, focusing on the efficiency of training large language models. Topics include the staggering costs of training state-of-the-art models, the environmental impact of AI, and the challenges of scaling language models. The lecture also discusses the evolution of model sizes over the years and the trade-offs between model accuracy and efficiency.