Machine learning

There several algorithms of machine learning, among them we can find Support Vector Machine (SVM), linear regression, logistic regression, Decision Trees, Random Forest, Adaboost among another popular algorithms.

Slides

Another resources….
Model	Material
Background concepts	Slides Background concepts
Linear regression	Slides Linear regression
Regularization	Slides Regularization
Logistic regression	Slides logistic regression
Naive Bayes	Slides Naive Bayes
K-Nearest Neighborhoods (KNN)	Slides KNN
Neural Networks (NN)	Slides Neural Networks
Decision Tree	Slides DT
Support Vector Machine (SVM)	Slides SVM
Insolvency prediction example	Slides example

Laboratories

Logistic regression LAB 1

K-means, PCA, a priori algorithm are in Data mining folder…