Alerts&Automated Retraining

Embracing Automated Retraining

Towards Data Science

Image by author How to move away from retraining at a set cadence (or not at all) in favor of a dynamic approach This piece was co-authored by Trevor LaViale While the industry has invested a lot in p...

Plug-and-Play Reinforcement Learning for Real-Time Forecast Recalibration

Towards AI

When I build a time-series model — say an ARMA trained on last season’s prices, promos, and holiday flags — to forecast daily sales, everything looks sharp on the validation plots. A few months later ...

Evolving Churn Predictions: Navigating Interventions and Retraining

Towards Data Science

Retraining churn models presents unique challenges that need special attention Photo by CrowN on Unsplash Retraining machine learning models, especially those focused on customer churn prediction, is...