Why Machine Learning Models Degrade In Production

After several failed ML projects due to unexpected ML degradation, I wanted to share my experience in ML models degradation. Indeed, there is a lot of hype around model creation and development phase, as opposed to model maintenance.

Assuming that a Machine Learning solution will work perfectly without maintenance once in production is a faulty assumption and represents the most…