# Machine learning in production

Essays and notes tagged Machine learning in production.

- [From MLOps to AI engineering: what industrializing ML still teaches us](https://muthub.org/writing/from-mlops-to-ai-engineering.md) (Nov 19, 2024): A trained model is the start of the work, not the end. The lessons of industrializing machine learning carry straight into generative and agentic AI, which is why AI engineering has to unify DataOps, MLOps and DevOps.

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Muthukrishnan (Muthu) Bommiah · https://muthub.org · Views are my own and do not represent my employer.