Online learning continuously updates models as new data comes in, much like refreshing your news feed. For example, lightweight on-device updates allow applications to adapt quickly without complete retraining. Mike Erlihson and Uri Itai detail methods like EMA and SGD in a 2025 Substack post, showcasing real-time model adaptation in evolving data environments.