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Two Minute Papers

Decision Trees and Boosting, XGBoost | Two Minute Papers #55

By Advanced AI EditorJuly 2, 2025No Comments1 Min Read
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A decision tree is a great tool to help making good decisions from a huge bunch of data. In this episode, we talk about boosting, a technique to combine a lot of weak decision trees into a strong learning algorithm.

Please note that gradient boosting is a broad concept and this is only one possible application of it!

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The paper “Experiments with a new boosting algorithm” is available here:

Another great introduction to tree boosting:

WE WOULD LIKE TO THANK OUR GENEROUS SUPPORTERS WHO MAKE TWO MINUTE PAPERS POSSIBLE:
Sunil Kim, Vinay S.

The thumbnail image background was created by John Voo (CC BY 2.0), content-aware filling has been applied –
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