Machine learning model serving for newbies with MLflow

A fully-reproducible, Dockerized, step-by-step tutorial for building an API for your sklearn model

Maria Patterson
Towards Data Science
5 min readJul 11, 2021

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Keep those models flowin’! (Poorly drawn cartoon by author.)

A common problem in machine learning is the fumbling handoff between the data scientists building machine learning models and the engineers trying to integrate these models into working software. The compute…

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Filipina data doofus, Astro PhD, Cubs fan, distance runner, dachshund enthusiast. Have code will Docker. Follow me at https://twitter.com/OpenSciPinay