Tag: inference scaling

Scaling Laws for Large Language Models: A Practitioner's Guide

Scaling Laws for Large Language Models: A Practitioner's Guide

Discover how modern scaling laws like Chinchilla change LLM training strategies. Learn to balance parameters and data for optimal performance and avoid costly mistakes.

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Estimating Inference Demand to Guide LLM Training Decisions

Estimating Inference Demand to Guide LLM Training Decisions

Accurately forecasting LLM inference demand helps teams decide which models to train, how much infrastructure to buy, and when to scale. This guide breaks down the methods, tools, and real-world impact of demand-driven training decisions.

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