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 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 cancelled Autumn 2020), EQ2425.
- Language Processing; Speech & Text: DD2418, DT2112, DT2119.
- Visualization: DD2257.
- Robotics: DD2410, DD2411, DD2438 and DD2419 (as DD2425 is cancelled)
- 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 courses
| Course code and name | Appl.code | Scope | P1 | P2 | P3 | P4 |
|---|---|---|---|---|---|---|
| DD2301 Program Integrating Course in Machine Learning | 3.0 credits | 0.5 | 0.5 | |||
| DA233X Degree Project in Computer Science and Engineering, specializing in Machine Learning, Second Cycle | 30.0 credits | 15.0 | 15.0 | |||
| SF288X Degree Project in Optimization and Systems Theory, Second Cycle | 30.0 credits | 15.0 | 15.0 | |||
| SF299X Degree Project in Mathematical Statistics, Second Cycle | 30.0 credits | 15.0 | 15.0 |
Conditionally elective courses
| Course code and name | Appl.code | Scope | P1 | P2 | P3 | P4 |
|---|---|---|---|---|---|---|
| DD2257 VisualizationIncluded in Application Domain Visualization | 7.5 credits | 7.5 | ||||
| DD2410 Introduction to RoboticsIncluded in Application Domain, Robotics | 7.5 credits | 7.5 | ||||
| EQ2425 Analysis and Search of Visual DataIncluded in Application Domain Computer Vision | 7.5 credits | 7.5 | ||||
| SF2940 Probability TheoryIncluded in Theory, Statistics & Probability | 7.5 credits | 7.5 | ||||
| DD2411 Research project in Robotics, Perception and LearningIncluded in Application Domain, Robotics | 15.0 credits | 4.0 | 3.5 | |||
| DD2430 Project Course in Data ScienceIncluded in Application Domain | 7.5 credits | 3.5 | 4.0 | |||
| DD2435 Mathematical Modelling of Biological SystemsIncluded in Application Domain, Computational Biology | 9.0 credits | 6.0 | 3.0 | |||
| DD2423 Image Analysis and Computer VisionIncluded in Application Domain Computer Vision | 7.5 credits | 7.5 | ||||
| EL2320 Applied EstimationIncluded in Theory, Mathematics | 7.5 credits | 7.5 | ||||
| EL2805 Reinforcement LearningIncluded in Theory, Machine Learning | 7.5 credits | 7.5 | ||||
| ID2222 Data MiningIncluded in Theory, Machine Learning | 7.5 credits | 7.5 | ||||
| ID2223 Scalable Machine Learning and Deep LearningIncluded in Theory, Machine Learning | 7.5 credits | 7.5 | ||||
| SF1811 OptimizationIncluded in Theory, Mathematics | 6.0 credits | 6.0 | ||||
| DD2437 Artificial Neural Networks and Deep ArchitecturesIncluded in Theory, Machine Learning | 7.5 credits | 7.5 | ||||
| DT2112 Speech TechnologyIncluded in Application Domain, Language Processing; Speech & Text | 7.5 credits | 7.5 | ||||
| SF2930 Regression AnalysisIncluded in Theory, Statistics & Probability | 7.5 credits | 7.5 | ||||
| DD2402 Advanced Individual Course in Computational BiologyIncluded in Application Domain, Computational Biology | 6.0 credits | 3.0 | 3.0 | |||
| DD2419 Project Course in Robotics and Autonomous SystemsIncluded in Application Domain, Robotics | 9.0 credits | 4.5 | 4.5 | |||
| DD2438 Artificial Intelligence and Multi Agent SystemsIncluded in Application Domain, Robotics | 15.0 credits | 7.0 | 8.0 | |||
| DD2476 Search Engines and Information Retrieval SystemsIncluded in Application Domain Databases/Information Retrieval | 9.0 credits | 6.0 | 3.0 | |||
| DD2401 NeuroscienceIncluded in Application Domain, Computational Biology | 7.5 credits | 7.5 | ||||
| DD2418 Language EngineeringIncluded in Application Domain, Language Processing; Speech & Text | 6.0 credits | 6.0 | ||||
| DD2424 Deep Learning in Data ScienceIncluded in Application Domain Computer Vision | 7.5 credits | 7.5 | ||||
| DT2119 Speech and Speaker RecognitionIncluded in Application Domain, Language Processing; Speech & Text | 7.5 credits | 7.5 | ||||
| SF2943 Time Series AnalysisIncluded in Theory, Statistics & Probability | 7.5 credits | 7.5 | ||||
| DD2420 Probabilistic Graphical ModelsIncluded in Theory, Machine Learning | 7.5 credits | |||||
| DD2447 Statistical Methods in Applied Computer ScienceIncluded in Theory, Statistics & Probability | 6.0 credits |
Recommended courses
| Course code and name | Appl.code | Scope | P1 | P2 | P3 | P4 |
|---|---|---|---|---|---|---|
| ID2213 Logic Programming | 7.5 credits | 7.5 | ||||
| ID2221 Data-Intensive Computing | 7.5 credits | 7.5 | ||||
| DD2395 Computer Security | 6.0 credits | 6.0 | ||||
| DD1388 Program System Construction Using C++ | 7.5 credits | 4.0 | 3.5 | |||
| DD2352 Algorithms and Complexity | 7.5 credits | 4.5 | 3.0 | |||
| DH2642 Interaction Programming and the Dynamic Web | 7.5 credits | 4.5 | 3.0 | |||
| SF2568 Parallel Computations for Large- Scale Problems | 7.5 credits | 3.0 | 4.5 | |||
| DD2448 Foundations of Cryptography | 7.5 credits | 7.5 |