Neural Scaling Laws - Fitting Scaling Laws for Scientific Foundation Models - Tutorial 3
MICDE University of Michigan via YouTube
Overview
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Explore the intricacies of neural scaling laws in this comprehensive tutorial focusing on fitting scaling laws for SciFMs. Delve into advanced concepts and techniques presented by Alex Wadell from MICDE University of Michigan. Over the course of 1 hour and 5 minutes, gain valuable insights into the application of scaling laws in the context of scientific foundation models (SciFMs). Learn how to effectively analyze and interpret data to derive meaningful scaling relationships, enhancing your understanding of neural network performance and scalability. Acquire practical skills in implementing and adapting scaling laws to optimize model architectures and training strategies for improved outcomes in scientific computing and machine learning applications.
Syllabus
Alex Wadell: Neural Scaling Laws - Fitting Scaling Laws for SciFMs (Tutorial 3)
Taught by
MICDE University of Michigan