Dividing MLOPs into Five Ops Groups

MLOps = DevOps + DataOps+ MLLabOps + MLProdOps + DSOps

Bruce H. Cottman, Ph.D.
Towards Data Science
5 min readMay 7, 2021

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MLOps is complex. Photo by Neven Krcmarek on Unsplash

I was taught to transform a complex problem into a simpler problem, by dividing the problem into smaller sub-problems.

I made the process paradigm of Machine Learning Operations (MLOps) simpler by dividing it into five different, but overlapping process groups or Operations (Ops) groups.

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I write my blog utilizing decades of experience in investment, programming, and data science.