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.

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Mode of delivery

Web-Based Studies

Course study period

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Price

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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
online

Maximum participants

10

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: 3.12.2024