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Data analysis and machine learning

Individual course

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.

Content:

Review of statistical concepts

Stochastic disturbances

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

Classification models

  • introduction to deep learning

More information in Åbo Akademi’s study guide.

Responsible teacher

Åbo Akademi
Jari Böling
jari.boling(at)abo.fi

Contact person for applications

FITech
Pilvi Lempiäinen , Head of study services
pilvi.lempiainen(at)fitech.io
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Category:
Technical studies
Topic:
Industrial engineering and management
Course code:
PS00CD54
Credits:
5 ECTS
Price:
0 €
Level:
Teaching period:
11.1.–21.3.2021
Application deadline:
3.1.2021
Host university:
Åbo Akademi University
Study is open for:
Adult learner,
Degree student
Teaching methods:
Contact
Place of contact learning:
Turku
Language:
English
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This course is included in the following minor