Statisical Learning and Ensemble Methods - An short course

Representation of bagging and boosting methods

Abstract

This was a lecture that I taught to the Research Group Gamma at Federal Universitie of Bahia, about the main Ensemble Methods used in Statistical Learning Field. The lecture’s slides are presented above, as the code implemenation for each method.

Date
Event
Ensemble Methods - An Short Course
Location
Federal University of Bahia, Salvador, Bahia, Brazil
Click on the Slides button above to view the complete slides of the class, and click on Codes below to acess the script of codes that were used

Codes:

-Bagging Code

-Boosting Code

-XGBoosting Code

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Mateus Maia
Master’s Student in Statistics

My research interests include machine learning, statistical learning, ensemble methods and data-driven solutions to real world problems.