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

  • 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 cancelled Autumn 2020), EQ2425.
    - Language Processing; Speech & Text: DD2418, DT2112, DT2119.
    - Visualization: DD2257.
    - Robotics: DD2410, DD2411, DD2438 and DD2419 (as DD2425 is cancelled).

    THEORY:

    - Mathematics: EL2320, SF1811.
    - Statistics & Probability: DD2447, SF2930, SF2940, SF2943.
    - Machine Learning: DD2420, DD2437, EL2805, EQ2341, ID2222, ID2223.DD242

  • .
    - Databases/Information Retrieval: DD2476.
    - Computational Biology: DD2401, DD2402, DD2404, DD2435.

Mandatory Appl.code Scope Study period
 1   2   3   4 
DD2301 Program Integrating Course in Machine Learning 3.0 hp 0.5 0.5
DA233X Degree Project in Computer Science and Engineering, specializing in Machine Learning, Second Cycle 60506 30.0 hp 15.0 15.0
SF288X Degree Project in Optimization and Systems Theory, Second Cycle 60507 30.0 hp 15.0 15.0
SF299X Degree Project in Mathematical Statistics, Second Cycle 60508 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
DD2257 Visualization
Included in Application Domain Visualization
50670 7.5 hp 7.5
DD2410 Introduction to Robotics
Included in Application Domain, Robotics
50645 7.5 hp 7.5
EQ2425 Analysis and Search of Visual Data
Included in Application Domain Computer Vision
50624 7.5 hp 7.5
SF2940 Probability Theory
Included in Theory, Statistics & Probability
50680 7.5 hp 7.5
DD2430 Project Course in Data Science
Included in Application Domain
50734 7.5 hp 3.5 4.0
DD2435 Mathematical Modelling of Biological Systems
Included in Application Domain, Computational Biology
50673 9.0 hp 6.0 3.0
DD2411 Research project in Robotics, Perception and Learning
Included in Application Domain, Robotics
60336 15.0 hp 4.0 3.5
DD2423 Image Analysis and Computer Vision
Included in Application Domain Computer Vision
50603 7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science
Included in Theory, Statistics & Probability
50689 6.0 hp 6.0
EL2320 Applied Estimation
Included in Theory, Mathematics
50687 7.5 hp 7.5
EL2805 Reinforcement Learning
Included in Theory, Machine Learning
50794 7.5 hp 7.5
ID2222 Data Mining
Included in Theory, Machine Learning
50683 7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning
Included in Theory, Machine Learning
50682 7.5 hp 7.5
SF1811 Optimization
Included in Theory, Mathematics
50328 6.0 hp 6.0
DD2420 Probabilistic Graphical Models
Included in Theory, Machine Learning
60496 7.5 hp 7.5
DD2437 Artificial Neural Networks and Deep Architectures
Included in Theory, Machine Learning
60575 7.5 hp 7.5
DT2112 Speech Technology
Included in Application Domain, Language Processing; Speech & Text
60450 7.5 hp 7.5
SF2930 Regression Analysis
Included in Theory, Statistics & Probability
60497 7.5 hp 7.5
DD2402 Advanced Individual Course in Computational Biology
Included in Application Domain, Computational Biology
60489 6.0 hp 3.0 3.0
DD2419 Project Course in Robotics and Autonomous Systems
Included in Application Domain, Robotics
61280 9.0 hp 4.5 4.5
DD2438 Artificial Intelligence and Multi Agent Systems
Included in Application Domain, Robotics
60501 15.0 hp 7.0 8.0
DD2476 Search Engines and Information Retrieval Systems
Included in Application Domain Databases/Information Retrieval
60493 9.0 hp 6.0 3.0
DD2401 Neuroscience
Included in Application Domain, Computational Biology
60502 7.5 hp 7.5
DD2418 Language Engineering
Included in Application Domain, Language Processing; Speech & Text
60512 6.0 hp 6.0
DD2424 Deep Learning in Data Science
Included in Application Domain Computer Vision
60491 7.5 hp 7.5
DT2119 Speech and Speaker Recognition
Included in Application Domain, Language Processing; Speech & Text
60454 7.5 hp 7.5
SF2943 Time Series Analysis
Included in Theory, Statistics & Probability
60498 7.5 hp 7.5
Recommended Appl.code Scope Study period
 1   2   3   4 
ID2213 Logic Programming 50692 7.5 hp 7.5
ID2221 Data-Intensive Computing 50686 7.5 hp 7.5
DD2395 Computer Security 50677 6.0 hp 6.0
DD1388 Program System Construction Using C++ 60494 7.5 hp 4.0 3.5
DD2352 Algorithms and Complexity 60499 7.5 hp 4.5 3.0
DH2642 Interaction Programming and the Dynamic Web 60448 7.5 hp 4.5 3.0
SF2568 Parallel Computations for Large- Scale Problems 60492 7.5 hp 3.0 4.5
DD2448 Foundations of Cryptography 60490 7.5 hp 7.5