Machine Learning and Data Science - Focus area
Machine Learning and Data Science
The explosion in the availability of data from the internet and modern sensor technology (in neuroscience, bio-medicine, imaging, etc.) offers new possibilities for science and technology, but it also poses significant challenges for the development of methodology and computational tools. Statistics, mathematical modeling, and computational methods come together in machine learning and data science to form solutions to these large-scale data engineering problems.
Recommended courses
Core competences
| 02443 | Stochastic Simulation | 5 | point | June |
| 02612 | Constrained Optimization | 5 | point | Spring F4A (Tues 13-17) |
Programme specific courses
| 02407 | Stochastic Processes - Probability 2 | 5 | point | Autumn E3A (Tues 8-12) |
| 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) |
| 02429 | Analysis of correlated data: Mixed linear models | 5 | point | Autumn E2B (Thurs 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) |
| 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) |
| 02516 | Introduction to Deep Learning in Computer Vision | 5 | point | January |
| 02582 | Computational Data Analysis | 5 | point | Spring F2B (Thurs 8-12) |
| 02807 | Computational Tools for Data Science | 5 | point | E7 (Tues 18-22) |
| 42186 | Model-based machine learning | 5 | point | Spring F5B (Wed 13-17) |
Electives
| 02282 | Algorithms for Massive Data Sets | 7.5 | point | Spring F1A (Mon 8-12) |
| 02476 | Machine Learning Operations | 5 | point | January |
| 02806 | Social data analysis and visualization | 5 | point | Spring F3A (Tues 8-12) |
Contact
Tommy Sonne Alstrøm Associate Professor Phone: +45 45253431 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