This course explores the principles, methods, and applications of Explainable Artificial Intelligence (XAI). As AI systems become more complex and widely used in critical domains such as healthcare, finance, and autonomous systems, understanding their decision-making processes is crucial for transparency, fairness, and trust.
Students will learn about various XAI approaches, including model-specific and model-agnostic techniques, interpretable machine learning models, and post-hoc explanation methods. The course also covers human-centered design for AI explanations and real-world case studies where explainability is essential.
Through hands-on exercises, projects, and discussions, participants will gain practical experience in implementing XAI techniques, evaluating explainability metrics, and assessing the validity, reliability, and usability of XAI explanations. A particular emphasis will be placed on identifying the intended audience and tailoring explanations to different user groups. The course will also explore how explanations may need to be adapted based on the specific context of use.
Application and eligibility
Explainable Artificial Intelligence, 7.5 credits
Autumn Term 2025
Starts
3 November 2025
Ends
18 January 2026
Study location
Umeå
Language
English
Type of studies
Daytime,
50%
Required Knowledge
At least 90 ECTS. At least 7.5 ECTS artificial intelligence (5DV243 or similar). Either 7.5 ECTS machine learning (5DV238 or similar) or 7.5 ECTS data processing and visualisation (5DV217 or similar). Proficiency in English equivalent to the level required for basic eligibility for higher studies.
Academic credits
Applicants in some programs at Umeå University have guaranteed admission to this course. The number of places for a single course may therefore be limited.
Application code
UMU-57248
Application
The online application opens 17 March 2025 at 09:00 CET.
Application deadline is
15 April 2025. How to apply
Application and tuition fees
As a citizen of a country outside the European Union (EU), the European Economic Area (EEA) or Switzerland, you are required to pay application and tuition fees for studies at Umeå University.
