MAI4CAREU - Machine Learning: Trees and Forests
The University of Cyprus's MSc Artificial Intelligence is part of the Master programmes 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 sixth lecture of the MAI612 - Machine Learning course focuses on Trees and Forests.
Learning outcomes
- How decision tree models work
- How to train decision trees using the concepts of entropy and information gain
- How to use continuous variables in decision trees
- Classification and regression trees
- Why ensembles of models can achieve lower generalization errors
- Ensemble methods such as bagging, random forests, boosting, XGBoost and stacking
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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