The University of Cyprus's MSc Artificial Intelligence is part of the Master programme in Artificial Intelligence 4 Careers in Europe (MAI4CAREU). One of Master's programme's courses, MAI612 - Machine Learning is split up into several lectures. Taught by Vassilis Vassiliades, PhD, the fourth lecture of the MAI612 - Machine Learning course focuses on Classification.

Learning outcomes

• Te k-nearest neighbour classification algorithm
• How logistic regression works
• The concept of the decision boundary
• Cross-entropy error function for binary and multi-class classification
• Error analysis: metrics, confusion matrix and ROC curves 
• Multi-class classification using the OneVsRest and the softmax classifier.

The course is divided in different sections: 

• Logistic Regression
• Error Analysis
• Multiclass Classification