Machine Learning at Scale - Focus area
Focus Area: Machine Learning at Scale
"Machine Learning at Scale" focuses on efficiently designing and implementing machine learning algorithms and systems and on methods for analysing data.
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:
| 02282 | Algorithms for Massive Data Sets | 7.5 | point | Spring F1A (Mon 8-12) |
| 02289 | Algorithmic Techniques for Modern Data Models | 5 | point | Autumn E1A (Mon 8-12) |
| 02456 | Deep learning | 5 | point | Autumn E2A (Mon 13-17) |
| 02460 | Advanced Machine Learning | 5 | point | Spring F1B (Thurs 13-17) |
| 02471 | Machine learning for signal processing | 5 | point | Autumn E1B (Thurs 13-17) |
| 02476 | Machine Learning Operations | 5 | point | January |
| 02477 | Bayesian machine learning | 5 | point | Spring F2A (Mon 13-17) |
| 02582 | Computational Data Analysis | 5 | point | Spring F2B (Thurs 8-12) |
| 02614 | High-Performance Computing | 5 | point | January |
| 02830 | Advanced Project in Digital Media Engineering | 10 | point | Autumn E5B (Wed 13-17) |
Addtional courses
Pick additionally among the following courses:
| 02249 | Computationally Hard Problems | 7.5 | point | Autumn E3A (Tues 8-12) |
| 02409 | Multivariate Statistics | 5 | point | Autumn E1A (Mon 8-12) |
| 02424 | Advanced Dataanalysis and Statistical Modelling | 5 | point | Spring F2A (Mon 13-17) |
| 02612 | Constrained Optimization | 5 | point | Spring F4A (Tues 13-17) |