Study year 2

Master's Programme, Machine Learning, 120 credits (TMAIM), Programme syllabus for studies starting in autumn 2019

The following courses are part of study year two.

The course application codes and study periods are valid for the academic year 2020/2021. For other academic years, different application codes and study periods may apply.

General

General courses

  • Choose among the conditionally elective courses, so that the following conditions are fulfilled:

    - at least 6 courses from Application Domains + Theory, and
    - at least 2 courses from Application Domains, and also
    - at least 2 courses from Theory.

    Examples of possible combinations of courses:
    - at least 2 courses from Application Domains, and at least 4 courses from Theory,
    - at least 3 courses from Application Domains, and at least 3 courses from Theory,
    - at least 4 courses from Application Domains, and at least 2 courses from Theory.

    APPLICATION DOMAINS:

    DD2430.
    - Computer Vision: DD2423, DD2424, DD2429.
    - Language Processing; Speech & Text: DD2418, DT2112, DT2119.
    - Visualization: DD2257.
    - Robotics: DD2410, DD2411, DD2425, DD2438.
    - Databases/Information Retrieval: DD2476.
    - Computational Biology: DD2401, DD2402, DD2404, DD2435.

    THEORY:

    - Mathematics: EL2320, SF1811.
    - Statistics & Probability: DD2447, SF2930, SF2940, SF2943.
    - Machine Learning: DD2420, DD2437, EL2805, EQ2341, ID2222, ID2223.

Mandatory Appl.code cr. Study period
 1   2   3   4 
DD2301 Program Integrating Course in Machine Learning 50032 3.0 0.5 0.5
DA233X Degree Project in Computer Science and Engineering, specializing in Machine Learning, Second Cycle 30.0
SF288X Degree Project in Optimization and Systems Theory, Second Cycle 30.0
SF299X Degree Project in Mathematical Statistics, Second Cycle 30.0


Conditionally elective Appl.code cr. Study period
 1   2   3   4 
DD2257 Visualization
Included in Application Domain Visualization
51036 7.5
DD2410 Introduction to Robotics
Included in Application Domain, Robotics
50220 7.5
DD2429 Computational Photography
Included in Application Domain Computer Vision
50226 6.0
DD2437 Artificial Neural Networks and Deep Architectures
Included in Theory, Machine Learning
50252 7.5
SF2940 Probability Theory
Included in Theory, Statistics & Probability
50348 7.5
DD2425 Robotics and Autonomous Systems
Included in Application Domain, Robotics
50824 9.0
DD2430 Project Course in Data Science
Included in Application Domain
51366 7.5
DD2435 Mathematical Modelling of Biological Systems
Included in Application Domain, Computational Biology
50258 9.0
DD2418 Language Engineering
Included in Application Domain, Language Processing; Speech & Text
50462 6.0
DD2423 Image Analysis and Computer Vision
Included in Application Domain Computer Vision
50235 7.5
DD2447 Statistical Methods in Applied Computer Science
Included in Theory, Statistics & Probability
50338 6.0
EL2320 Applied Estimation
Included in Theory, Mathematics
50228 7.5
EL2805 Reinforcement Learning
Included in Theory, Machine Learning
50161 7.5
ID2222 Data Mining
Included in Theory, Machine Learning
50243 7.5
ID2223 Scalable Machine Learning and Deep Learning
Included in Theory, Machine Learning
50248 7.5
SF1811 Optimization
Included in Theory, Mathematics
50255 6.0
DD2411 Research project in Robotics, Perception and Learning
Included in Application Domain, Robotics
60336 15.0 4.0 3.5
DD2420 Probabilistic Graphical Models
Included in Theory, Machine Learning
60354 7.5
DT2112 Speech Technology
Included in Application Domain, Language Processing; Speech & Text
60115 7.5
SF2930 Regression Analysis
Included in Theory, Statistics & Probability
60172 7.5
DD2402 Advanced Individual Course in Computational Biology
Included in Application Domain, Computational Biology
60135 6.0
DD2438 Artificial Intelligence and Multi Agent Systems
Included in Application Domain, Robotics
60112 15.0
DD2476 Search Engines and Information Retrieval Systems
Included in Application Domain Databases/Information Retrieval
60119 9.0
DD2401 Neuroscience
Included in Application Domain, Computational Biology
60109 7.5
DD2424 Deep Learning in Data Science
Included in Application Domain Computer Vision
60118 7.5
DT2119 Speech and Speaker Recognition
Included in Application Domain, Language Processing; Speech & Text
60126 7.5
SF2943 Time Series Analysis
Included in Theory, Statistics & Probability
60175 7.5
DD2404 Applied Bioinformatics
Included in Application Domain, Computational Biology
7.5

Recommended Appl.code cr. Study period
 1   2   3   4 
ID2213 Logic Programming 50916 7.5
ID2221 Data-Intensive Computing 50720 7.5
DD2395 Computer Security 50259 6.0
DD1388 Program System Construction Using C++ 60710 7.5
DD2352 Algorithms and Complexity 60319 7.5
DH2642 Interaction Programming and the Dynamic Web 60128 7.5
SF2568 Parallel Computations for Large- Scale Problems 60269 7.5
DD2448 Foundations of Cryptography 60102 7.5