Some quite useful thoughts here, about work flow and production versus testing, retesting and retraining systems. Ultimately we learn this, but sometimes painfully. Not different from implementing any kind of analytics or solution improvement based system. Its fairly rare that it is rigorously done.
Transitioning from Academic Machine Learning to AI in Industry
Jeremy Karnowski and Emmanuel Ameisen, Insight AI .... "
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