Glossary term
Glossary term
Foundations
A model that is frequently (maybe even continuously) retrained. A dynamic model is a "lifelong learner" that constantly adapts to evolving data. A dynamic model is also known as an online model.
Contrast with static model.
E
Created for this library
An advertising platform deploys a dynamic model that retrains daily on the freshest click data to keep up with fast-changing inventory.
A retail demand team uses a dynamic model that updates weekly so promotion sensitivity is captured close to real time.
A trading research team runs a dynamic model that retrains on a rolling window so it adapts to regime changes in the market.
Definition source: Google for Developers Machine Learning Glossary | Creative Commons Attribution 4.0 License