Using my knowledge of Gradient Boosting to build a classifier from scratch and comparing against a Python Gradient Boosting library. The data was from the UCI ML Breast Cancer Wisconsin (Diagnostic) ...

It can benefit from regularization methods that penalize various parts of the algorithm and generally improve the performance of the algorithm by reducing overfitting. There are three types of ...

This paper presents the implementation of vehicles classification using Extreme Gradient Boost (XG Boost) Algorithm to improve the accuracy in the vehicle classification with respect to the shapes and ...

In practice, this boosting technique is used with simple classification trees or stumps as base-learners, which resulted in improved performance compared to the classification by one tree or other ...