Beyond AUC and RMSE: How to Align Offline Metrics with Real-World KPIs

For ML practitioners, the natural expectation is that a new ML model that shows promising results offline will also succeed in production. But often, that’s not the case. ML models that outperform on test data can underperform for real production users. This discrepancy between offline and online metrics is often a big challenge in applied […]

The post Beyond AUC and RMSE: How to Align Offline Metrics with Real-World KPIs appeared first on Analytics Vidhya.

from Analytics Vidhya https://ift.tt/rwocVpq