Extreme Gradient Boosting (XGBoost) Ensemble in Python
Extreme Gradient Boosting (XGBoost) is an open-source library that provides an efficient and effective implementation of the gradient boosting algorithm.
Although other open-source implementations of the approach existed before XGBoost, the release of XGBoost appeared to unleash the power of the technique and made the applied machine learning community take notice of gradient boosting more generally.
Shortly after its development and initial release, XGBoost became the go-to method and often the key component in winning solutions for classification and regression problems in machine learning competitions.
In this tutorial, you will discover how to develop Extreme Gradient Boosting ensembles for classification and regression.
After completing this tutorial, you will know:
- Extreme Gradient Boosting is an efficient open-source implementation of the