Opinion

River: the Best Python Library for Online Machine Learning

The “sklearn” for machine learning on streaming data

Alexandra Amidon
Towards Data Science
6 min readJul 26, 2021

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Image by UnboxScience at Pixabay

Conventional machine learning algorithms, such as linear regression and xgboost, operate in “batch” mode. That is, they fit a model using a full dataset in one go. Updating that model with new data requires fitting a brand new model from…

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