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
Website link
Target audience
Digital skills for ICT professionals and other digital experts.
Digital skill level
Geographic scope - Country
Austria
Belgium
Bulgaria
Cyprus
Romania
Slovenia
Croatia
Czech republic
Denmark
Estonia
Finland
France
Germany
Greece
Hungary
Italy
Ireland
Malta
Latvia
Lithuania
Luxembourg
Netherlands
Portugal
Poland
Sweden
Spain
Slovakia
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