Language
Machine Learning (OPEN UNI)
5 ECTS credits,
Academic Year 2024-2025,
521289S
Mathematical optimization for machine learning. Linear and non-linear models for regression and classification.
The course will be held in spring 2025. Schedules will be revised during the autumn.
Enrollment period
-
Mode of delivery
Web-Based Studies
Course study period
-
Price
0 €. The price is conditional, changes are possible.
Education information
Introduction. Mathematical optimization for machine learning. Linear and non-linear models for regression and classification. Feature engineering and optimization. Model validation. Kernel methods, neural networks, tree-based learners.
Education format
Continuous learning
Open university
Semester
Academic Year 2024-2025
Field of study
Information and communication technologies
Teaching language
English
Course organiser
University of Oulu
Location
Oulu
Prerequisities and co-requisites
The mathematics studies of the bachelor degree program of computer science and engineering, or equivalent. Especially knowledge of basic probability theory, matrix algebra and programming in MATLAB
Contact information
Guidance and counselling
avoin.yliopisto (at) oulu.fi
Last updated: 29.10.2024