Data analysis and machine learning
NB! You can find this course on the application form under the study programme Åbo Akademi FITech-Tku courses 3/2021 and choosing the right course from the drop down menu.
The aim of this course is to learn different techniques for modeling dynamic systems using data and understand the limitation of data-based models.
Review of statistical concepts
Model types suitable for describing static and dynamical systems
- linear difference equations (finite and infinite impulse response models)
- neural networks
- support vector machines
Fitting of models to data using
- linear regression
- numerical optimization
- introduction to deep learning
More information in Åbo Akademi’s study guide.
Contact person for applications