Probabilistic Inference and Learning

Information

• Lecturer: Philipp Hennig
• Semester: Winter 2018
• Website: https://uni-tuebingen.de/fakultaeten/mathematisch-naturwissenschaftliche-fakultaet/fachbereiche/informatik/lehrstuehle/methoden-des-maschinellen-lernens/lehre/probabilistic-machine-learning/
• Video: https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd
• Note: Most linked content are from the 2020 version of the course.

Summary

The course is aimed at Master students of computer science and machine learning in particular. It provides an introduction to core concepts of machine learning from the probabilistic perspective (the lecture titles below give a rough overview of the contents).

Cite this Course

@techreport{2020_hennig_pml,
    title       = {Probabilistic Machine Learning},
    author      = {Philipp Hennig},     
    institution = {University of Tuebingen},     
    year        = {2020},
    type        = {lecture course},
    note        = {https://uni-tuebingen.de/en/180804}
}