Current and upcoming courses

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Bayesian Statistics I, 7.5 credits

Master’s course, Stockholm University
Fall semesters (Period 4)
course web page

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Machine Learning for Industry, 6 credits

AI Competence Sweden course for employees in industry
Linköping University
Fall semesters (latter half)
course web page

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Bayesian Learning, 6 credits

Master’s course, Linköping University
Spring semesters (second half)
course web page

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Advanced Bayesian Learning, 7.5 credits

PhD course
Next time: Fall 2019
course web page

Past Courses 

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Advanced Machine Learning, 6 credits

Master’s course, Linköping University, 2016-2017.
I taught the Gaussian Processes and State-Space Models parts
course web page
slides GP1 | slides GP2 | slides GP3 | slides SS1 | slides SS2 | slides SS3 | github repo

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Introduction to Machine Learning, 9 credits

Master’s course, Linköping University, 2015.
I taught the introduction and the high-dimensional parts.
slides overview MLslides Bayes | slides GP | slides mixtures | slides high-dimensional ML
github repo

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Text Mining, 6 credits

Master’s course, Linköping University, 2013-2016.
I was course responsible and taught the Statistical Analysis of Textual Data part.
course web page
Slides Python intro | Slides Stat4Text 1 | Slides Stati4Text 2 | Slides Stat4Text 3
github repo

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Probability and Statistics, 6 credits

Basic undergraduate course for engineering students, Linköping University, 2015-2017.
course web page | github repo

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Master’s thesis course, 30 credits

Master’s course, Linköping University, 2011-2018.
course web page

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Probability theory, 6 credits

Master’s course, Linköping University, 2013-2014.
slides

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Statistical Analysis of Complex Data, 7.5 credits

Bachelor course, Linköping University, 2012-2014.
I taught the longitudinal and spatial topics
longitudinal slidesspatial slides (in Swedish)

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Programming in R, 7.5 credits

Basic bachelor course, Linköping University, 2012.

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Theory of Statistics, 7.5 credits

Bachelors course, Linköping University, 2011.

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Statistical Methods, 7.5 credits

Master’s course, Stockholm University, 2010.
I taught the nonparametric regression and model selection parts

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Decision making, 30 credits

Basic bachelor course, Stockholm University, 2002.
I developed and was course responsible and taught half of the course.

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Decision Theory, 7.5 credits

Master’s course, Stockholm University, 2001.

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Bayesian Statistics i, 7.5 credits

Master’s course, Stockholm University, 2005-2011.

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Statistical Theory, 7.5 credits

Bachelor course, Stockholm University, 2001.

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Bayesian Statistics II, 7.5 credits

PhD course, Stockholm University, 2000.