Chinchilla scaling laws

Concept

These laws demonstrated the compute-optimal way to scale models by increasing both parameter size and training data.

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Stanford MS&E435 Economics of the AI Supercycle | Spring 2026 | Enterprise Internal Knowledge

Stanford MS&E435 Economics of the AI Supercycle | Spring 2026 | Enterprise Internal Knowledge

Stanford Online

These laws demonstrated the compute-optimal way to scale models by increasing both parameter size and training data.