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Tutorials·January 11, 2026·8 min read

CS336 Notes: Lecture 9 - Scaling Laws 1

Understanding scaling laws: how loss depends on data, parameters, and compute, the Chinchilla tradeoff for compute-optimal training, and why power laws emerge in deep learning.

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