Retrain, or not Retrain? Online Machine Learning with Gradient Boosting

Comparing Refit Strategies for Continuous Learning in Scikit-Learn

Marco Cerliani
Towards Data Science
5 min readJun 22, 2022

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Photo by VD Photography on Unsplash

Training a machine learning model requires energy, time, and patience. Smart data scientists organize experiments and track trials on the historical data to deploy the best solution. Problems may arise when we pass newly available…

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