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MAI4CAREU - Machine Learning: Classification

MAI4CAREU - Machine Learning: Classification

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

Learning content

Target audience
Digital skills for ICT professionals and other digital experts.
Digital skill level
Geographic scope - Country
Austria
Belgium
Bulgaria
Cyprus