Study unit

Show courses/exams
3622348 Bayesian Inference 2, 5 Cp 
Code 3622348  Validity 01.01.1950 -
Name Bayesian Inference 2  Abbreviation BAY2 
Credits5 Cp  Date of expiry  
TypeIntermediate Studies Subject0390 Statistics 
ClassStudy Unit  Hours  
Study right   Grading0-5 
Recommended scheduling 
   
Organisation Computer Science (J,K) 

Description
Content 

Bayesian inference in machine learning. Predictive inference and Bayesian classification methods (logistic and multinomial regression). Graphical models and applications to different statistical modeling tasks. Estimating posterior distributions with different deterministic techniques.

 
Modes of study 

Contact teaching includes lectures and exercises given from Joensuu. These are transmitted via video to Kuopio. Included into exercises is also one bigger task, where students will use their own data.

 
Teaching methods 

Lectures (28 h), exercises (12 h), independent work (93 h)

 
Study materials 

Bishop, Machine Learning and Pattern Recognition, 2007, Springer Verlag.

Additional material: Marin-Robert, Bayesian Core, A Practical Approach to Computational Bayesian Statistics, 2007. Murphy, Machine Learning a Probabilistic Perspective, 2012, The MIT Press.  Geisser, Predictive Inference: An Introduction, 2nd edition, 1993, CRC press.

 
Evaluation criteria 

The grading scale of the course is 0-5.  It is based on the performance in the graded exercises.  Alternatively, the grade is based on the final exam only.

 
Prerequisites 

Probabilistic inference for data science 1 and 2, R-course, or corresponding knowledge, and Bayes inference 1

 
Time 

Spring 2021

 
Offering data 

Course is open to anyone. No restrictions in the number of participants. Useful also for PhD students who need statistical methods in their research

 
Further information 

Teaching language: English

 


Letter (J, K) in front of the name of the course/exam indicates the campus on which teaching or exam takes place: J = Joensuu, K = Kuopio.

Present and future teaching
Functions Name Type Cp Teacher Timetable
Registration not started (JOENSUU): Bayesian Inference 2  Lecture and exercise course  Ville Hautamäki  07.01.21 -18.06.21
Registration not started (KUOPIO): Bayesian Inference 2  Lecture and exercise course  Ville Hautamäki  07.01.21 -18.06.21

Future exams
No exams