RetrainingΒΆ
How often to retrain?
Depends on drift: Frequent updates if data shifts, otherwise periodic (weekly, monthly, quarterly).
Periodic vs Continuous Training?
Periodic: Easier to manage, avoids instability.
Continuous: Needed when real-time adaptation is required (e.g., dynamic pricing, recommendation systems).