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Maskininlärning, 4 HP

Kursuppgifter

Forskarutbildningsämne

  • Datavetenskap

Kursplan

Kursplan

Kontaktpersoner

  • Lars Karlsson, Professor
    019 303355 This is an email address
  • Josefin Unander-Scharin, Utbildnings- och forskningsadministratör
    019 303507 This is an email address

Course content

The course covers the following topics in machine learning:

  • Supervised and unsupervised algorithms for classification, prediction and clustering
  • Manual and automatic feature design
  • Dimensionality reduction techniques and feature selection
  • Practical recommendations for applying machine learning algorithms
  • Training and classification of neural networks
  • Bayesian learning and recommender systems.