MAI4CAREU - Machine Learning: Regression

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 third lecture of the MAI612 - Machine Learning course focuses on Regression.
Learning outcomes
The lecture provides students with examples, as well as visuals to accompany the theoretical content. With this lecture, participants will understand:
- The problem of "regression" in supervised learning
- The k-nearest neighbour regression model
- The linear regression model
- Gradient descent for finding the parameters of the linear regression model
- The analytic solution to the linear regression model
The lecture also provides resources for students to further explore the content covered, such as Supervised Learning course developed by Scikit-learn.
Learning content
Website link
Target audience
Digital skills in education.
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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