Machine Learning and Data Science - Specialization
Machine Learning
Machine learning plays an more and more important role in many engineering application fields. This specialization provides a theoretical and computational foundation in machine learning.
Specialization specific courses
The student must follow the requirements in the general curriculum for the programme. In addition, at least 20 ECTS points are obtained among the following courses:
| 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) |
| 02477 | Bayesian machine learning | 5 | point | Spring F2A (Mon 13-17) |
| 02501 | Advanced Deep Learning in Computer Vision | 5 | point | Spring F4A (Tues 13-17) |
| 02504 | Computer Vision | 5 | point | Spring F3B (Fri 13-17) |
| 42186 | Model-based machine learning | 5 | point | Spring F5B (Wed 13-17) |
Recommended elective courses
The following courses are recommended for the specialization:
| 02195 | Quantum Algorithms and Machine Learning | 5 | point | Spring F2A (Mon 13-17) |
| 02456 | Deep learning | 5 | point | Autumn E2A (Mon 13-17) |
| 02476 | Machine Learning Operations | 5 | point | January |
| 02510 | Deep learning and data engineering for image analysis | 5 | point | Spring F5A (Wed 8-12) |
| 02516 | Introduction to Deep Learning in Computer Vision | 5 | point | Autumn E5B (Wed 13-17) |
| 02517 | Responsible AI: Algorithmic fairness and explainability | 5 | point | Autumn E2B (Thurs 8-12) |
| 02582 | Computational Data Analysis | 5 | point | Spring F2B (Thurs 8-12) |
| 02611 | Optimization for Data Science | 5 | point | Spring F5B (Wed 13-17) |
Specializations are merely recommended ways of choosing the courses in the curriculum. Applicants are not admitted to a specialization but to the programme and it is possible to choose among all the courses in the curriculum following the directions given. However, if a specialization has been fulfilled the title of the specialization may be added to the diploma.
Contact
Tommy Sonne Alstrøm Associate Professor Phone: +45 45253431 Mobile: +45 93511848 tsal@dtu.dk
Allan Peter Engsig-Karup Associate professor Phone: +45 45253073 apek@dtu.dk
Anders Bjorholm Dahl Professor, Head of Section Phone: +45 45253907 Mobile: +4551896913 abda@dtu.dk