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MAI4CAREU - Machine Learning: Regression

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

Target audience
Digital skills in education.
Digital skill level
Geographic scope - Country
Austria
Belgium
Bulgaria
Cyprus