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Explainable Artificial Intelligence 3 hp

Undervisningen bedrivs på engelska.

In this course, we present an introduction to Explainable Artificial Intelligence (XAI). We describe the challenges associated with the use of black-box models and how we can overcome such challenges using interpretable and explainable methods. Moreover, we study other aspects related to interacting with AI-based systems, for example, trust, acceptance, evaluation, and Fairness Accountability and Transparency-issues.

Kursinnehåll

This course gives an introduction to Explainable AI (XAI), providing an overview of relevant concepts such as interpretability, transparency and black-box machine learning methods. The course provides an overview of state-of-the-art methods for generating explanations, and touches upon issues related to decision-support, human interaction with AI/intelligent systems and their evaluation. In summary, the Explainable AI course covers the following topics:

- Definitions and concepts such as black-box models, transparency, interpretable machine learning and explanations.
- Decision-making and decision support, Human-Computer Interaction (HCI) and AI.
- Explainable AI.
- Methods for Explainable AI.
- Applications and examples.
- Trust and acceptance.
- Evaluation methods and metrics.
- Ethical, legal and social issues of explainable AI.

Förkunskapskrav

The applicant must hold the minimum of a bachelor’s degree (i.e the equivalent of 180 ECTS credits at an accredited university) with at least 90 credits in computer engineering, electrical engineering (with relevant courses in computer engineering), or equivalent. The bachelor’s degree should comprise a minimum of 15 credits in mathematics. Proof of English proficiency is required.

Utbildningsnivå: Avancerad nivå
Kurskod/Ladokkod: TEXR20
Kursen ges vid: Tekniska Högskolan

Kurstillfällen öppna för ansökan

Typ av Kurs
Fristående
Studieform
Distans
Obligatoriska fysiska träffar
3
Termin
Hösten 2020: vecka 43 - vecka 50
Studietakt
20%
Undervisningsspråk
Engelska
Ort
Jönköping
Kurstid
Blandade tider
Platser
10
Kursansvarig
Maria Riveiro
Examinator
Maria Riveiro
Gäller enbart studenter utanför EU/EES/Schweiz: Studieavgift
6999kr
Kursplan
HTML  PDF
Anmälningskod
HJ-13158
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