Dr. Owns

September 15, 2025

Introduction My previous posts looked at the bog-standard decision tree and the wonder of a random forest. Now, to complete the triplet, I’ll visually explore gradient boosted trees! There are a bunch of gradient boosted tree libraries, including XGBoost, CatBoost, and LightGBM. However, for this I’m going to use sklearn’s one. Why? Simply because, compared […]

The post A Visual Guide to Tuning Gradient Boosted Trees appeared first on Towards Data Science.

​Introduction My previous posts looked at the bog-standard decision tree and the wonder of a random forest. Now, to complete the triplet, I’ll visually explore gradient boosted trees! There are a bunch of gradient boosted tree libraries, including XGBoost, CatBoost, and LightGBM. However, for this I’m going to use sklearn’s one. Why? Simply because, compared
The post A Visual Guide to Tuning Gradient Boosted Trees appeared first on Towards Data Science.  Data Science, Data Visualization, Deep Dives, Gradient Boosting, Hyperparameter Tuning, Machine Learning Towards Data ScienceRead More

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Dr. Owns

September 15, 2025

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