17 min read

5 Must-Know Ways to Test ML Models in Production (Implementation Included)

Despite rigorously testing an ML model locally (on validation and test sets), it could be a terrible idea to instantly replace the previous model with the new model. A more reliable strategy is to test the model in production (yes, on real-world incoming data). While this might sound risky, ML