The course covers advanced topics in machine learning, primarily from Bayesian perspective. A major part of the course is devoted to the graphical models, such as Hidden Markov Models, Bayesian networks, Markov random fields and other methods. The course includes laboratory works in which students get a practical experience of data analysis.
Advanced Machine Learning, 6 credits
Autumn 2022, Half-time, Linköping
Semester
Autumn 2022
Place of study
Linköping
Pace of study
Half-time
Level
Second cycle
Teaching form
On-Campus
Education Time
Day-time
Education Language
English
Course offering id
LIU-46189
Period
202235 - 202243
Number of Places
3
Specific requirements
- 180 ECTS credits passed including 90 ECTS credits in one of the following subjects:
- statistics
- mathematics
- applied mathematics
- computer science
- engineering
- Passed courses in:
- calculus
- linear algebra
- statistics
- programming
- Passed course in Bayesian Learning of at least 6 ECTS credits
- Passed course in Computational Statistics of at least 6 ECTS credits
or equivalent - English corresponding to the level of English in Swedish upper secondary education (Engelska 6)
Exemption from Swedish
Selection
Tuition fees
SEK 11598 - NB: Applies only to students from outside the EU, EEA and Switzerland.
If you have questions about the course, contact us
Isak Hietala
Jolanta Pielaszkiewicz
Advanced Machine Learning, 6 credits
Autumn 2023, Half-time, Linköping
Semester
Autumn 2023
Place of study
Linköping
Pace of study
Half-time
Level
Second cycle
Teaching form
On-Campus
Education Time
Day-time
Education Language
English
Course offering id
LIU-46189
Period
202335 - 202343
Number of Places
3
Specific requirements
- 180 ECTS credits passed including 90 ECTS credits in one of the following subjects:
- statistics
- mathematics
- applied mathematics
- computer science
- engineering
- Passed courses in:
- calculus
- linear algebra
- statistics
- programming
- Passed course in Bayesian Learning of at least 6 ECTS credits
- Passed course in Computational Statistics of at least 6 ECTS credits
or equivalent - English corresponding to the level of English in Swedish upper secondary education (Engelska 6)
Exemption from Swedish
Selection
Tuition fees
SEK 11598 - NB: Applies only to students from outside the EU, EEA and Switzerland.