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Neural Scaling Laws - Fitting Scaling Laws for Scientific Foundation Models - Tutorial 3

Offered By: MICDE University of Michigan via YouTube

Tags

Machine Learning Courses Artificial Intelligence Courses Data Analysis Courses Statistical Modeling Courses Scientific Machine Learning Courses

Course Description

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

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