Advanced regression and prediction: machine learning tools
Introduction
1
Procedure followed
2
Machine Learning tools
2.1
K-Nearest Neighbors (KNN)
2.2
Support Vector Machines (SVM)
2.2.1
SVM with linear kernel
2.2.2
SVM with gaussian kernel
2.3
Decision Trees (DT)
2.4
Random Forest (RF)
2.5
Extreme Grandient Boosting (XGB)
2.6
Neural Networks (NN)
2.7
Ensemble of Models
3
Conclusions
References
Repository with all the code
ADVANCED REGRESSION AND PREDICTION: MACHINE LEARNING TOOLS
References
Nogales, Javier. 2021.
“Advanced Regression and Prediction.”
Universidad Carlos III de Madrid
1: 129.