AI and Cognition - Focus area
Focus area: AI and Cognition
"AI and Cognition" focuses on advanced machine learning and statistics as well as artificial intelligence and human cognition, aiming at developing artificial intelligent systems and/or modelling human interaction and behaviour.
It is suggested that students pick courses from the following list, while observing the overall requirements for the programme. Please note that students that have previously had one or several of the General Competence courses mentioned below are free to choose either other General Compentence or Technology Specialisation courses, following the rules described in the section "Students who have completed MSc courses on their Beng or BSc programme".
Mandatory courses:
The following courses are mandatory:
| 02450 | Introduction to Machine Learning and Data Mining | 5 | point | Spring F4A (Tues 13-17), Autumn E4A (Tues 13-17) |
| 02809 | UX Design Prototyping | 5 | point | Autumn E1A (Mon 8-12) |
| 42500 | Innovation in Engineering (Polytechnical Foundation) | 5 | point | January |
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| 42504 | Innovation in Engineering (Polytechnical Foundation) | 5 | point | August |
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| 42501 | Innovation in Engineering (Polytechnical Foundation) | 5 | point | June |
Core courses
The following courses are considered core for the focus area:
| 02180 | Introduction to Artificial Intelligence | 5 | point | Spring F3A (Tues 8-12) |
| 02285 | Artificial Intelligence and Multi-Agent Systems | 7.5 | point | Spring F4A (Tues 13-17) |
| 02455 | Experiment in Cognitive Science | 5 | point | Autumn E5A (Wed 8-12) |
| 02456 | Deep learning | 5 | point | Autumn E2A (Mon 13-17) |
| 02458 | Cognitive Modelling | 5 | point | Autumn E2B (Thurs 8-12) |
| 02460 | Advanced Machine Learning | 5 | point | Spring F1B (Thurs 13-17) |
| 02471 | Machine learning for signal processing | 5 | point | Autumn E1B (Thurs 13-17) |
| 02504 | Computer Vision | 5 | point | Spring F3B (Fri 13-17) |
| 02506 | Advanced Image Analysis | 5 | point | Spring F5B (Wed 13-17) |
| 02516 | Introduction to Deep Learning in Computer Vision | 5 | point | January |
| 02805 | Social graphs and interactions | 10 | point | Autumn E5 (Wed 8-17) |
| 02807 | Computational Tools for Data Science | 5 | point | E7 (Tues 18-22) |
Addtional courses
Pick additionally among the following courses:
| 02409 | Multivariate Statistics | 5 | point | Autumn E1A (Mon 8-12) |
| 02417 | Time Series Analysis | 5 | point | Spring F4B (Fri 8-12) |
| 02427 | Advanced Time Series Analysis | 10 | point | Autumn E5 (Wed 8-17) |
| 02443 | Stochastic Simulation | 5 | point | June |
| 02501 | Advanced Deep Learning in Computer Vision | 5 | point | Spring F4A (Tues 13-17) |
| 22053 | Principles of brain computer interface | 5 | point | January |