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.
course web page
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