How to test ML models in the real world

From standard ML metrics to production

Pau Labarta Bajo
Towards Data Science
9 min readJun 3, 2022

--

San Ángel, Mexico City (Image the author)

How often do you test ML models in a Jupyter notebook, get good results, but still cannot convince your boss that the model should be used right away?

Or maybe you manage to convince her and put the model in production, but you do not see any impact on business metrics?

--

--

I help you become a better data scientist ❤️ || Author of the Hands-on Reinforcement Learning course 🚀 || 👉🏽 https://datamachines.xyz/subscribe