Study year 1

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

The following courses are part of study year one.

The course application codes and study periods are valid for the academic year 2019/2020. 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.
- 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 Scope Study period
 1   2   3   4 
DD2380 Artificial Intelligence 6.0 hp 6.0
DD2421 Machine Learning 7.5 hp 7.5
DA2205 Introduction to the Philosophy of Science and Research Methodology 7.5 hp 3.0 4.5
DD2301 Program Integrating Course in Machine Learning 3.0 hp 0.5 0.5 0.5 0.5
DD2434 Machine Learning, Advanced Course 7.5 hp 7.5

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
DD2257 Visualization
Included in Application Domain Visualization
7.5 hp 7.5
DD2410 Introduction to Robotics
Included in Application Domain, Robotics
7.5 hp 7.5
DD2429 Computational Photography
Included in Application Domain Computer Vision
6.0 hp 6.0
DD2437 Artificial Neural Networks and Deep Architectures
Included in Theory, Machine Learning
7.5 hp 7.5
SF2940 Probability Theory
Included in Theory, Statistics & Probability
7.5 hp 7.5
DD2425 Robotics and Autonomous Systems
Included in Application Domain, Robotics
9.0 hp 3.5 5.5
DD2430 Project Course in Data Science
Included in Application Domain
7.5 hp 3.5 4.0
DD2435 Mathematical Modelling of Biological Systems
Included in Application Domain, Computational Biology
9.0 hp 6.0 3.0
DD2423 Image Analysis and Computer Vision
Included in Application Domain Computer Vision
7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science
Included in Theory, Statistics & Probability
6.0 hp 6.0
EL2320 Applied Estimation
Included in Theory, Mathematics
7.5 hp 7.5
EL2805 Reinforcement Learning
Included in Theory, Machine Learning
7.5 hp 7.5
ID2222 Data Mining
Included in Theory, Machine Learning
7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning
Included in Theory, Machine Learning
7.5 hp 7.5
SF1811 Optimization
Included in Theory, Mathematics
6.0 hp 6.0
DD2411 Research project in Robotics, Perception and Learning
Included in Application Domain, Robotics
60336 15.0 hp 4.0 3.5
DD2420 Probabilistic Graphical Models
Included in Theory, Machine Learning
60354 7.5 hp 7.5
DT2112 Speech Technology
Included in Application Domain, Language Processing; Speech & Text
60115 7.5 hp 7.5
SF2930 Regression Analysis
Included in Theory, Statistics & Probability
60172 7.5 hp 7.5
DD2402 Advanced Individual Course in Computational Biology
Included in Application Domain, Computational Biology
60135 6.0 hp 3.0 3.0
DD2438 Artificial Intelligence and Multi Agent Systems
Included in Application Domain, Robotic
60112 15.0 hp 7.0 8.0
DD2476 Search Engines and Information Retrieval Systems
Included in Application Domain Databases/Information Retrieval
60119 9.0 hp 6.0 3.0
DD2401 Neuroscience
Included in Application Domain, Computational Biology
60109 7.5 hp 7.5
DD2418 Language Engineering
Included in Application Domain Language Processing; Speech & Text
60111 6.0 hp 6.0
DD2424 Deep Learning in Data Science
Included in Application Domain Computer Vision
60118 7.5 hp 7.5
DT2119 Speech and Speaker Recognition
Included in Application Domain, Language Processing; Speech & Text
60126 7.5 hp 7.5
EQ2341 Pattern Recognition and Machine Learning
Included in Theory, Machine Learning
60166 7.5 hp 7.5
SF2943 Time Series Analysis
Included in Theory, Statistics & Probability
60175 7.5 hp 7.5
Recommended Appl.code Scope Study period
 1   2   3   4 
ID2213 Logic Programming 7.5 hp 7.5
ID2221 Data-Intensive Computing 7.5 hp 7.5
DD2395 Computer Security 6.0 hp 6.0
DD1388 Program System Construction Using C++ 60710 7.5 hp 4.0 3.5
DD2352 Algorithms and Complexity 60319 7.5 hp 4.5 3.0
DH2642 Interaction Programming and the Dynamic Web 60128 7.5 hp 4.5 3.0
SF2568 Parallel Computations for Large- Scale Problems 60269 7.5 hp 3.0 4.5
DD2448 Foundations of Cryptography 60102 7.5 hp 7.5