Model Maintenance

Data drift is a common issue when moving models to production, yet always keeping your model up-to-date by continuously re-training as new data is collected is expensive and time-consuming.

Our Coreset Framework uses a unique Coreset Tree Structure (also referred to as Streaming Tree). The Coreset Tree structure allows you to add new data to the Coreset and update it on-the-go, and re-train the model using the updated Coreset in near real-time (to learn more, visit Introduction to Coresets).