chinchilla

1 free lesson tagged chinchilla across AI. Each one is a short sequence of focused steps with narration and a five-question quiz at the end — take them in any order, no signup required.

intermediate

LLM Scaling Laws: From Kaplan to Chinchilla and Beyond

How two landmark papers — Kaplan et al. 2020 and DeepMind's Chinchilla 2022 — rewrote our understanding of compute-optimal training, why the industry now deliberately overtrains models, and how inference costs flip the math entirely.

12 steps·~18 min

LLM Scaling Laws: From Kaplan to Chinchilla and Beyond

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