Online: as data comes in, have more data with timing constraints.
Offline: you have a static dataset, acquire a large corpus as dataset and train a classifier.
https://stats.stackexchange.com/questions/897/online-vs-offline-learning
[Reinforcement Learning] Online vs Offline
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Byung Hoon Ahn 