Study year 1

Master's Programme, Machine Learning, 120 credits (TMAIM), Programme syllabus for studies starting in autumn 2013

The following courses are part of study year one.

The course application codes and study periods are valid for the academic year 2013/2014. For other academic years, different application codes and study periods may apply.

General

Specialization streams are:

  • Perception and Cognition
  • Information Retrieval
  • Computational Biology
Mandatory Appl.code Scope Study period
 1   2   3   4 
DD2380 Artificial Intelligence 6.0 hp 6.0
DD2431 Machine Learning 6.0 hp 6.0
DA2205 Introduction to the Philosophy of Science and Research Methodology
One of the courses DA2205 and DA2210 must be taken
7.5 hp 3.0 4.5
DA2210 Introduction to the Philosophy of Science and Research Methodology for Computer Scientists
One of the courses DA2205 and DA2210 must be taken
6.0 hp 1.5 4.5
DD2423 Image Analysis and Computer Vision 7.5 hp 7.5

Specialisations

At least 3 of the conditionally elective courses within the specialization must be taken.

At least three of the conditionally elective courses within the specialization must be taken.

At least three of the conditionally elective courses within the specialization must be taken.

Mandatory Appl.code Scope Study period
 1   2   3   4 
SK2530 Introduction to Biomedicine
track 2, could be taken year 2
6.0 hp 6.0
DD2435 Mathematical Modelling of Biological Systems
track 2, could be taken year 2
9.0 hp 6.0 3.0
DD2450 Algorithmic Bioinformatics
Track 1, conditionally elective track 2
6.0 hp 6.0
DD2397 Applied Bioinformatics
Track 1
7.5 hp
DD2398 Quantitative Systems Biology
Track 2, conditionally elective track 1.
7.5 hp
DD2399 Omic Data and Systems Biology
Track 1, conditionally elective track 2.
7.5 hp

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
DD2447 Statistical Methods in Applied Computer Science
Could be taken year 2
6.0 hp 6.0
DD2432 Artificial Neural Networks and Other Learning Systems 6.0 hp 6.0
SF2950 Applied Mathematical Statistics 7.5 hp 7.5
DD2476 Search Engines and Information Retrieval Systems 9.0 hp 6.0 3.0
DD2401 Neuroscience 7.5 hp 7.5
DD2427 Image Based Recognition and Classification 6.0 hp 6.0
SF2943 Time Series Analysis 7.5 hp 7.5
DD2400 Cellular and Molecular Biology 15.0 hp
SF1841 Optimization 6.0 hp