Expert Circle

ML Engineering

Production ML systems, MLOps, and scaling models. Curated by practitioners.

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3 articles

Deep dive into training and serving infrastructure

If you are deploying models in production, understanding GPU infrastructure is no longer optional

Practical guide to building evaluation pipelines for LLM apps

Most teams skip evals and regret it. This is the most practical guide I have seen.

Understanding model quantization formats from first principles

Best explanation of model formats and quantization - essential for anyone serving models locally