Appendix 1: Course list

Degree Programme in Computer Science and Engineering (D), Programme syllabus for studies starting in autumn 2004

General courses

Year 1

Mandatory courses (60.0 hp)

Course code Course name Credits Edu. level
2D1345 Introduction to Computer Science 16.5 hp
2D1347 Communication 6.0 hp
2H1340 Electrical Circuits 9.0 hp
5B1104 Calculus I, part 1 7.5 hp
5B1105 Calculus I, part 2 7.5 hp
5B1109 Linear Algebra II 7.5 hp
5B1928 Logic 6.0 hp

Optional courses

Course code Course name Credits Edu. level
2E1215 Introductory Matlab Course 1.5 hp
5B1111 Complementary Course in Calculus 3.0 hp

Year 2

Mandatory courses (54.0 hp)

Course code Course name Credits Edu. level
2D1240 Numerical Methods, Basic Course II 6.0 hp
2D1350 Programming Paradigms 6.0 hp
2D1352 Algorithms, Data Structures and Complexity 9.0 hp
5B1200 Differential Equations and Transforms I 6.0 hp
5B1204 Discrete Mathematics 12.0 hp
5B1506 Mathematical Statistics, Basic Course 9.0 hp
5C1105 Insights in Mechanics - Modelling and Simulation 6.0 hp

Conditionally elective courses

Course code Course name Credits Edu. level
5A1232 Optical Communication and Imaging 6.0 hp
5A1242 Physics of Microcosmos 6.0 hp

Year 3

Mandatory courses (27.0 hp)

Course code Course name Credits Edu. level
2D1954 Program Development Project 6.0 hp
2G1502 Computer Hardware Basics 6.0 hp
2I1100 Information Systems and Database Technology 9.0 hp
4D1091 Work Environment, Computers and Business Administration 6.0 hp

Conditionally elective courses

Course code Course name Credits Edu. level
3C1320 Environment and Technology 6.0 hp
3C1330 Technology and Ecosystems 6.0 hp

Year 4

Optional courses

Course code Course name Credits Edu. level
2A1170 Chaos and Self-organization 6.0 hp
2D1220 Applied Numerical Methods I 6.0 hp
2D1225 Numerical Solutions of Differential Equations 6.0 hp
2D1250 Applied Numerical Methods II 9.0 hp
2D1255 Numerical Solutions of Differential Equations 7.5 hp
2D1257 Visualization 6.0 hp
2D1258 Introduction to High Performance Computing 7.5 hp
2D1260 The Finite Element Method 6.0 hp
2D1263 Program Construction for Scientific Computing 6.0 hp
2D1266 Mathematical Models, Analysis and Simulation Part 1 7.5 hp
2D1269 Mathematical Models, Analysis and Simulation, part 2 7.5 hp
2D1272 Computational Physics 7.5 hp
2D1285 Numerical Algorithms for Parallel Computers 6.0 hp
2D1290 Advanced Numerical Analysis 6.0 hp
2D1365 Overview of Human-computer Interaction 6.0 hp
2D1370 Functional Programming 6.0 hp
2D1373 Artificial Languages and Syntax Analysis 6.0 hp
2D1375 Implementation of Programming Languages 6.0 hp
2D1378 Text and Image Processing 6.0 hp
2D1381 Industrial Applications of Artificial Intelligence 6.0 hp
2D1387 Program System Construction Using C++ 6.0 hp
2D1390 Internet Programming 6.0 hp
2D1392 Protocols and Principles of the Internet 7.5 hp
2D1406 Fundamentals of Human-Computer Interaction 6.0 hp
2D1408 Evaluation Methods in Human-Computer Interaction 6.0 hp
2D1410 User Centred Program Development 9.0 hp
2D1413 Advanced Graphics and Interaction 9.0 hp
2D1416 Computer Support for Cooperative Work 9.0 hp
2D1418 Language Engineering 6.0 hp
2D1420 Computer Vision, Basic Course 7.5 hp
2D1424 Geometric Computing in Digital Image Analysis and Visualization 6.0 hp
2D1426 Robotics and Autonomous Systems 7.5 hp
2D1432 Artificial Neural Networks and Other Learning Systems 6.0 hp
2D1435 Mathematical Modelling of Biological Systems 9.0 hp
2D1440 Advanced Algorithms 6.0 hp
2D1441 Seminars on Theoretical Computer Science 6.0 hp
2D1446 Complexity Theory 6.0 hp
2D1449 Foundations of Cryptography 6.0 hp
2D1450 Algorithmic Bioinformatics 6.0 hp
2D1464 Bigger Advanced, Individual Course in Computer Science 9.0 hp
2D1465 Advanced, Individual Course in Computer Science 6.0 hp
2D1469 Database Theory 6.0 hp
2D1470 Object Oriented Database Systems 7.5 hp
2D1482 Programming of Web Server Applications 6.0 hp
2D1490 IP Routing in Simple Computer Networks 7.5 hp
2D1491 IP Routing in Internet and Other Complex Networks 7.5 hp
2D1518 Audio, Video and Multimedia Production 7.5 hp
2D1520 Graphic Arts Technology, Minor Course 6.0 hp
2D1953 Graphics and Interaction Programming 6.0 hp
2E1252 Control Theory and Practice, Advanced Course 7.5 hp
2E1262 Nonlinear Control 7.5 hp
2E1340 Digital Signal Processing 7.5 hp
2E1423 Signal Theory 7.5 hp
2F1111 Speech Technology 6.0 hp
2F1212 Music Acoustics 6.0 hp
2F1213 Musical Communication and Music Technology 7.5 hp
2F1300 Perception of Sound 7.5 hp
2F1400 Electroacoustics 6.0 hp
2F1410 Audio Technology 7.5 hp
2G1113 Operating Systems 6.0 hp
2G1117 Semantics for Programming Languages 6.0 hp
2G1118 Network Programming with Java 6.0 hp
2G1120 Computer Architecture Fundamentals, Intermediate Course 6.0 hp
2G1121 Logic Programming 6.0 hp
2G1126 Distributed Computer Systems 15.0 hp
2G1301 Theory of Distributed Systems 6.0 hp
2G1305 Internetworking 6.0 hp
2G1316 Data Communications and Computer Networks 6.0 hp
2G1318 Queuing Theory and Teletraffic Systems 6.0 hp
2G1319 Communication System Design 15.0 hp
2G1503 System Modelling and Simulation 9.0 hp
2G1511 Computer Architecture 9.0 hp
2G1915 Concurrent Programming 7.5 hp
2I1130 Cognitive Psychology 6.0 hp
2I1140 Artificial Intelligence 9.0 hp
2I1150 Theory of Knowledge and Philosophy of Science 6.0 hp
2I1224 Data Warehousing 6.0 hp
2I1228 Enterprise Computing and ERP Systems 7.5 hp
2I1229 Knowledge Management 6.0 hp
2I1234 Machine Learning 6.0 hp
2I1235 Agent Programming 6.0 hp
2I1236 Intelligent Interfaces 6.0 hp
2I1242 Models and Languages for Object and Web Databases 7.5 hp
2I1251 Theory of Software Metrics 6.0 hp
2I1255 Quality Models and Standards 6.0 hp
2I1256 Current Problems in Software Engineering 6.0 hp
2I1258 Large-Scale Software Engineering 7.5 hp
2I1263 Internet Application Protocols and Standards 6.0 hp
2I1264 Internet Programming I 6.0 hp
2I1265 Internet Programming II 6.0 hp
2I1266 Internet Programming III 6.0 hp
2I1272 Security Architecture for Open Distributed Systems 6.0 hp
2I1273 Principles of Computer Security 6.0 hp
2I1274 Security Protocols and Applications in Computer Network 6.0 hp
2I1276 Security for Java Environment and Electronic Commerce 6.0 hp
2I1278 Computer Security - Overview 6.0 hp
3C1355 Ecology, Advanced Course 6.0 hp
3C1360 Environmental Consequences, Advanced Course 6.0 hp
3C1395 Technology and Sustainable Development 6.0 hp
5A1210 Thermodynamics 6.0 hp
5A1414 Radiation Detectors and Medical Imaging Systems 7.5 hp
5B1201 Complex Analysis 6.0 hp
5B1202 Differential Equations and Transforms II 9.0 hp
5B1303 Analysis, Basic Course 9.0 hp
5B1305 Applied Combinatorics 6.0 hp
5B1306 Financial Mathematics, Basic Course 7.5 hp
5B1456 Seminar Course in Mathematics I 7.5 hp
5B1457 Seminar Course in Mathematics II 7.5 hp
5B1466 Fourier Analysis 7.5 hp
5B1467 Algebra 7.5 hp
5B1472 Functional Analysis 7.5 hp
5B1479 Integration Theory 7.5 hp
5B1750 Optimization 6.0 hp
5C1212 Computational Fluid Dynamics 7.5 hp
5C1213 Applied Computational Fluid Dynamics 3.0 hp
7E1101 Medical Engineering, Basic Course 6.0 hp
7E1110 Quality and Regulatory Aspects on Medical Devices 3.0 hp
7E1112 Implants and Biomaterials 6.0 hp
7E1113 Medical Instrumentation and Signal Processing 6.0 hp
7E1114 Radiation Physics and Biology 6.0 hp
7E1115 Engineering in Intensive Care and Anesthesia 6.0 hp
7E1120 Biomedical Engineering, Basic Course 7.5 hp
DA2190 General Cultural Knowledge 6.0 hp Second cycle
DD2257 Visualization 7.5 hp Second cycle
DD2371 Theory of Automata 6.0 hp Second cycle
DD2380 Artificial Intelligence 6.0 hp Second cycle
DD2381 Industrial Applications of Artificial Intelligence 6.0 hp Second cycle
DD2387 Program System Construction Using C++ 6.0 hp Second cycle
DD2388 Program System Construction using .NET Framework 7.5 hp Second cycle
DD2390 Internet Programming 6.0 hp Second cycle
DD2392 Protocols and Principles of the Internet 7.5 hp Second cycle
DD2395 Computer Security 6.0 hp Second cycle
DD2422 Image Analysis and Computer Vision 6.0 hp Second cycle
DD2426 Robotics and Autonomous Systems 7.5 hp Second cycle
DD2427 Image Based Recognition and Classification 6.0 hp Second cycle
DD2431 Machine Learning 6.0 hp Second cycle
DD2432 Artificial Neural Networks and Other Learning Systems 6.0 hp Second cycle
DD2433 Artificial Neural Networks, Advanced Course 6.0 hp Second cycle
DD2435 Mathematical Modelling of Biological Systems 9.0 hp Second cycle
DD2436 Modelling of Processes in Cell Biology 6.0 hp Second cycle
DD2439 Artificial Intelligence and Multi-agent Systems, Project Course 21.0 hp Second cycle
DD2440 Advanced Algorithms 6.0 hp Second cycle
DD2441 Seminars on Theoretical Computer Science 6.0 hp Second cycle
DD2446 Complexity Theory 6.0 hp Second cycle
DD2447 Statistical Methods in Applied Computer Science 6.0 hp Second cycle
DD2449 Foundations of Cryptography 6.0 hp Second cycle
DD2450 Algorithmic Bioinformatics 6.0 hp Second cycle
DD2452 Formal Methods 7.5 hp Second cycle
DD2454 Semantics for Programming Languages 6.0 hp Second cycle
DD2455 Theoretical Foundations of Object-Orientation 7.5 hp Second cycle
DD2458 Problem Solving and Programming under Pressure 9.0 hp Second cycle
DD2464 Bigger Advanced, Individual Course in Computer Science 9.0 hp Second cycle
DD2465 Advanced, Individual Course in Computer Science 6.0 hp Second cycle
DD2469 Database Theory 6.0 hp Second cycle
DD2471 Modern Database Systems and Their Applications 7.5 hp Second cycle
DD2472 Database Systems for Modern Applications 6.0 hp Second cycle
DD2483 Development of Web Applications with Enterprise Java 6.0 hp Second cycle
DD2486 Systems Programming and Operating Systems 7.5 hp Second cycle
DD2488 Compiler Construction 9.0 hp Second cycle
DD2490 IP Routing in Simple Computer Networks 7.5 hp Second cycle
DD2491 IP Routing in Internet and Other Complex Networks 7.5 hp Second cycle
DD2492 Net Design, Project Course 9.0 hp Second cycle
DD2493 Seminars on Grid Computing and Internetworking 6.0 hp Second cycle
DH1600 Communication in Engineering Sciences 7.5 hp First cycle
DH2408 Evaluation Methods in Human-Computer Interaction 6.0 hp Second cycle
DH2413 Advanced Graphics and Interaction 9.0 hp Second cycle
DH2416 Computer Support for Cooperative Work 9.0 hp Second cycle
DH2418 Language Engineering 6.0 hp Second cycle
DH2603 Technologies that Change Time, Space and Reality 7.5 hp Second cycle
DH2620 Human-Computer Interaction, Introductory Course 6.0 hp Second cycle
DH2622 Human-Computer Interaction, Advanced Course with Prototyping 9.0 hp Second cycle
DH2640 Graphics and Interaction Programming 9.0 hp Second cycle
DH2650 Computer Game Design 6.0 hp Second cycle
DH2655 Cooperative IT-design 9.0 hp Second cycle
DM1523 Digital Video Production 7.5 hp First cycle
DM1570 Graphic Arts Technology 1 7.0 hp First cycle
DN2220 Applied Numerical Methods I 6.0 hp Second cycle
DN2258 Introduction to High Performance Computing 7.5 hp Second cycle
DN2266 Mathematical Models, Analysis and Simulation Part 1 7.5 hp Second cycle
DT2212 Music Acoustics 7.5 hp Second cycle
DT2213 Musical Communication and Music Technology 7.5 hp Second cycle
EH2010 Management of Technology 7.5 hp Second cycle
EL1820 Modelling of Dynamical Systems 6.0 hp First cycle
EL2450 Hybrid and Embedded Control Systems 7.5 hp Second cycle
EL2520 Control Theory and Practice, Advanced Course 7.5 hp Second cycle
EL2620 Nonlinear Control 7.5 hp Second cycle
EN2100 Sound Perception 7.5 hp Second cycle
EP1100 Data Communications and Computer Networks 7.5 hp First cycle
EP2120 Internetworking 7.5 hp Second cycle
EP2200 Queuing Theory and Teletraffic Systems 7.5 hp Second cycle
EP2210 Performance Analysis of Communication Networks 7.5 hp Second cycle
EP2300 Management of Networks and Networked Systems 7.5 hp Second cycle
EQ1200 Signal Theory 7.5 hp First cycle
EQ2300 Digital Signal Processing 7.5 hp Second cycle
HL1000 Quality and Regulatory Aspects on Medical Devices 3.0 hp First cycle
HL2002 Medical Instrumentation and Signal Processing 6.0 hp Second cycle
HL2003 Radiation Physics and Biology 6.0 hp Second cycle
HL2004 Engineering in Intensive Care and Anesthesia 6.0 hp Second cycle
HL2005 Implants and Biomaterials 6.0 hp Second cycle
HL2006 Medical Engineering, Basic Course 7.5 hp Second cycle
IC1003 Cognitive Science 6.0 hp First cycle
IC1004 Cognitive Psychology 6.0 hp First cycle
IC1008 Cognitive Science 7.5 hp First cycle
ID1011 Introduction to Software Engineering 7.5 hp First cycle
ID1215 Compilers and Execution Environments 7.5 hp First cycle
ID1217 Concurrent Programming 7.5 hp First cycle
ID2000 Machine Learning 6.0 hp Second cycle
ID2008 Software Engineering and Security Architecture 7.5 hp Second cycle
ID2009 Artificial Intelligence: Principles and Techniques 7.5 hp Second cycle
ID2012 Ubiquitous Computing 7.5 hp Second cycle
ID2013 Internet Programming I 7.5 hp Second cycle
ID2014 Internet Programming II 7.5 hp Second cycle
ID2015 Internet Programming III 7.5 hp Second cycle
ID2201 Distributed Systems, Basic Course 7.5 hp Second cycle
ID2203 Distributed Systems, Advanced Course 7.5 hp Second cycle
ID2206 Operating Systems 7.5 hp Second cycle
ID2207 Modern Methods in Software Engineering 7.5 hp Second cycle
ID2208 Programming Web-Services 7.5 hp Second cycle
ID2209 Distributed Artificial Intelligence and Intelligent Agents 7.5 hp Second cycle
ID2212 Network Programming with Java 7.5 hp Second cycle
ID2213 Logic Programming 7.5 hp Second cycle
ID2216 Developing Mobile Applications 7.5 hp Second cycle
IK1550 Internetworking 6.0 hp First cycle
IK2206 Internet Security and Privacy 7.5 hp Second cycle
IK2207 Communication System Design 18.0 hp Second cycle
IK2208 Communication System Design 24.0 hp Second cycle
IK2209 Communication System Design 30.0 hp Second cycle
IK2210 GSM Network and Services 7.5 hp Second cycle
IK2213 Network Services and Internet-based Applications 7.5 hp Second cycle
IK2554 Practical Voice Over IP (VoIP) 7.5 hp Second cycle
IK2555 Wireless and Mobile Network Architectures 7.5 hp Second cycle
IS1202 Computer Systems Architecture 7.5 hp First cycle
IS2206 Research Methods in Computer Systems Engineering 7.5 hp Second cycle
IV1200 System Modelling and Simulation 7.5 hp First cycle
IV2000 Security Management 7.5 hp Second cycle
IV2001 Internet and ERP Systems 7.5 hp Second cycle
IV2002 Internet Search and Monitoring Techniques 7.5 hp Second cycle
IV2007 Enterprise Computing and ERP Systems 7.5 hp Second cycle
IV2008 Models and Languages for Object and Web Databases 7.5 hp Second cycle
IV2009 Model-driven Development of Components 7.5 hp Second cycle
IV2010 Mobile Business 7.5 hp Second cycle
IV2016 Project and Power Games 7.5 hp Second cycle
IV2020 Network Security 7.5 hp Second cycle
IV2021 Legal Aspects of Information Security 7.5 hp Second cycle
IV2022 Security Management 15.0 hp Second cycle
IV2023 Value Based Risk Management 7.5 hp Second cycle
LI1021 Information Searching 1.5 hp First cycle
MJ2611 Introduction Industrial Ecology 6.0 hp Second cycle
MJ2651 Ecology, Advanced Course 6.0 hp Second cycle
MJ2691 Technology and Sustainable Development 6.0 hp Second cycle
SF2700 Analysis, Basic Course 9.0 hp Second cycle
SF2701 Financial Mathematics, Basic Course 7.5 hp Second cycle
SF2702 Wavelets 6.0 hp Second cycle
SF2703 Algebra, Basic Course 6.0 hp Second cycle
SH2310 Radiation Detectors and Medical Imaging Systems 7.5 hp Second cycle

Year 5

Conditionally elective courses

Course code Course name Credits Edu. level
2D1020 Master's Project in Numerical Analysis 30.0 hp Second cycle
2D1021 Master's Project in Computer Science 30.0 hp Second cycle
2D1024 Master's Project in Human - Computer Interaction 30.0 hp Second cycle
2D1025 Master's Project in Biomedical Engineering 30.0 hp Second cycle
2F1017 Master's Project in Music Acoustics 30.0 hp Second cycle
2F1018 Master's Project in Speech Communication 30.0 hp Second cycle
2I1020 Master's Project in Computer and Systems Sciences 30.0 hp Second cycle
DD221X Degree Project in Computer Science, Second Cycle 30.0 hp Second cycle
DD225X Degree Project in Biomedical Engineering, Second Cycle 30.0 hp Second cycle
DH224X Degree Project in Human-Computer Interaction, Second Cycle 30.0 hp Second cycle
DN220X Degree Project in Numerical Analysis, Second Cycle 30.0 hp Second cycle
DT217X Degree Project in Music Acoustics, Second Cycle 30.0 hp Second cycle
DT218X Degree Project in Speech Communication, Second Cycle 30.0 hp Second cycle

Autonomous Systems (AUTO)

Year 3

Optional courses

Course code Course name Credits Edu. level
2D1420 Computer Vision, Basic Course 7.5 hp
2D1424 Geometric Computing in Digital Image Analysis and Visualization 6.0 hp
2E1350 Adaptive Signal Processing 6.0 hp
2E1423 Signal Theory 7.5 hp
2I1140 Artificial Intelligence 9.0 hp
5B1750 Optimization 6.0 hp

Year 4

Optional courses

Course code Course name Credits Edu. level
2D1220 Applied Numerical Methods I 6.0 hp
2D1365 Overview of Human-computer Interaction 6.0 hp
2D1381 Industrial Applications of Artificial Intelligence 6.0 hp
2D1426 Robotics and Autonomous Systems 7.5 hp
2D1431 Machine Learning 6.0 hp
2D1432 Artificial Neural Networks and Other Learning Systems 6.0 hp
2D1435 Mathematical Modelling of Biological Systems 9.0 hp
2E1200 Automatic Control, General Course 6.0 hp
2E1252 Control Theory and Practice, Advanced Course 7.5 hp
2E1262 Nonlinear Control 7.5 hp
2E1340 Digital Signal Processing 7.5 hp
2G1915 Concurrent Programming 7.5 hp
2I1130 Cognitive Psychology 6.0 hp
7E1101 Medical Engineering, Basic Course 6.0 hp
DD2381 Industrial Applications of Artificial Intelligence 6.0 hp Second cycle
DD2387 Program System Construction Using C++ 6.0 hp Second cycle
DD2439 Artificial Intelligence and Multi-agent Systems, Project Course 21.0 hp Second cycle
DH2620 Human-Computer Interaction, Introductory Course 6.0 hp Second cycle
DN2220 Applied Numerical Methods I 6.0 hp Second cycle
EL1110 Automatic Control, General Course 6.0 hp First cycle
EN2200 Pattern Recognition 6.0 hp Second cycle
EQ1200 Signal Theory 7.5 hp First cycle
IC1004 Cognitive Psychology 6.0 hp First cycle
ID1217 Concurrent Programming 7.5 hp First cycle
ID2204 Constraint Programming 7.5 hp Second cycle
ID2209 Distributed Artificial Intelligence and Intelligent Agents 7.5 hp Second cycle
ID2213 Logic Programming 7.5 hp Second cycle
SF1851 Optimization 6.0 hp First cycle

Recommended courses

Course code Course name Credits Edu. level
DD2380 Artificial Intelligence 6.0 hp Second cycle
DD2422 Image Analysis and Computer Vision 6.0 hp Second cycle
DD2426 Robotics and Autonomous Systems 7.5 hp Second cycle
DD2427 Image Based Recognition and Classification 6.0 hp Second cycle
DD2428 Geometric Computing and Visualization 6.0 hp Second cycle
DD2431 Machine Learning 6.0 hp Second cycle
DD2432 Artificial Neural Networks and Other Learning Systems 6.0 hp Second cycle
DD2433 Artificial Neural Networks, Advanced Course 6.0 hp Second cycle

Scientific Computing (BERT)

Year 4

Mandatory courses (6.0 hp)

Course code Course name Credits Edu. level
DN2264 Parallel Computations for Large-Scale Problems, Part 1 6.0 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
DD2257 Visualization 7.5 hp Second cycle
DN2253 Numerical Algebra, Methods for Large Matrices 7.5 hp Second cycle
DN2255 Numerical Solutions of Differential Equations 7.5 hp Second cycle
DN2258 Introduction to High Performance Computing 7.5 hp Second cycle
DN2260 The Finite Element Method 6.0 hp Second cycle
DN2265 Parallel Computations for Large-Scale Problems, Part 2 3.0 hp Second cycle
DN2269 Mathematical Models, Analysis and Simulation, part 2 7.5 hp Second cycle
DN2290 Advanced Numerical Analysis 7.5 hp Second cycle

Biomedical Engineering (BIO)

Year 3

Mandatory courses (22.5 hp)

Course code Course name Credits Edu. level
7E1200 Cellular and Molecular Biology 15.0 hp
7E1201 Neuroscience 7.5 hp

Year 4

Mandatory courses (7.5 hp)

Course code Course name Credits Edu. level
7E1202 Systems Biology 7.5 hp

Optional courses

Course code Course name Credits Edu. level
2D1266 Mathematical Models, Analysis and Simulation Part 1 7.5 hp
2D1420 Computer Vision, Basic Course 7.5 hp
2D1432 Artificial Neural Networks and Other Learning Systems 6.0 hp
2D1435 Mathematical Modelling of Biological Systems 9.0 hp
2D1450 Algorithmic Bioinformatics 6.0 hp
2F1510 Pattern Recognition 6.0 hp
5A1352 Complex Systems 6.0 hp

Biomedical Engineering (BMT)

Year 4

Mandatory courses (7.5 hp)

Course code Course name Credits Edu. level
HL1010 Systems Biology 7.5 hp First cycle

Optional courses

Course code Course name Credits Edu. level
DD2422 Image Analysis and Computer Vision 6.0 hp Second cycle
DD2431 Machine Learning 6.0 hp Second cycle
DD2432 Artificial Neural Networks and Other Learning Systems 6.0 hp Second cycle
DD2433 Artificial Neural Networks, Advanced Course 6.0 hp Second cycle
DD2435 Mathematical Modelling of Biological Systems 9.0 hp Second cycle
DD2436 Modelling of Processes in Cell Biology 6.0 hp Second cycle
DD2447 Statistical Methods in Applied Computer Science 6.0 hp Second cycle
DD2450 Algorithmic Bioinformatics 6.0 hp Second cycle
DN2266 Mathematical Models, Analysis and Simulation Part 1 7.5 hp Second cycle
EN2100 Sound Perception 7.5 hp Second cycle
EN2200 Pattern Recognition 6.0 hp Second cycle
HL2006 Medical Engineering, Basic Course 7.5 hp Second cycle

Computer Security (DATA)

Year 3

Mandatory courses (18.0 hp)

Course code Course name Credits Edu. level
2I1272 Security Architecture for Open Distributed Systems 6.0 hp
2I1273 Principles of Computer Security 6.0 hp
2I1274 Security Protocols and Applications in Computer Network 6.0 hp

Recommended courses

Course code Course name Credits Edu. level
2I1263 Internet Application Protocols and Standards 6.0 hp

Year 4

Mandatory courses (12.0 hp)

Course code Course name Credits Edu. level
DD2395 Computer Security 6.0 hp Second cycle
DD2495 Network Security 6.0 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
2F1111 Speech Technology 6.0 hp
DD2387 Program System Construction Using C++ 6.0 hp Second cycle
DD2440 Advanced Algorithms 6.0 hp Second cycle
DD2441 Seminars on Theoretical Computer Science 6.0 hp Second cycle
DD2449 Foundations of Cryptography 6.0 hp Second cycle
DD2452 Formal Methods 7.5 hp Second cycle
DD2453 Advanced Formal Methods 7.5 hp Second cycle
DD2454 Semantics for Programming Languages 6.0 hp Second cycle
DD2458 Problem Solving and Programming under Pressure 9.0 hp Second cycle
DD2486 Systems Programming and Operating Systems 7.5 hp Second cycle
DD2490 IP Routing in Simple Computer Networks 7.5 hp Second cycle
DD2491 IP Routing in Internet and Other Complex Networks 7.5 hp Second cycle
ID2002 Value-Based Software Engineering 7.5 hp Second cycle
IV2021 Legal Aspects of Information Security 7.5 hp Second cycle

Recommended courses

Course code Course name Credits Edu. level
2D1392 Protocols and Principles of the Internet 7.5 hp
2D1440 Advanced Algorithms 6.0 hp
2G1301 Theory of Distributed Systems 6.0 hp
2I1276 Security for Java Environment and Electronic Commerce 6.0 hp

Distributed Systems (DIST)

Year 4

Mandatory courses (15.0 hp)

Course code Course name Credits Edu. level
ID2201 Distributed Systems, Basic Course 7.5 hp Second cycle
ID2203 Distributed Systems, Advanced Course 7.5 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
ID1217 Concurrent Programming 7.5 hp First cycle
ID2204 Constraint Programming 7.5 hp Second cycle
ID2207 Modern Methods in Software Engineering 7.5 hp Second cycle
ID2208 Programming Web-Services 7.5 hp Second cycle
ID2209 Distributed Artificial Intelligence and Intelligent Agents 7.5 hp Second cycle
ID2210 Distributed Computing, Peer-to-Peer and GRIDS 7.5 hp Second cycle
ID2212 Network Programming with Java 7.5 hp Second cycle
IK2206 Internet Security and Privacy 7.5 hp Second cycle
IV1200 System Modelling and Simulation 7.5 hp First cycle

Computer Systems (DSYS)

Year 3

Optional courses

Course code Course name Credits Edu. level
2D1373 Artificial Languages and Syntax Analysis 6.0 hp
2D1426 Robotics and Autonomous Systems 7.5 hp
2G1113 Operating Systems 6.0 hp
2G1316 Data Communications and Computer Networks 6.0 hp
2G1503 System Modelling and Simulation 9.0 hp

Year 4

Mandatory courses (30.0 hp)

Course code Course name Credits Edu. level
2G1120 Computer Architecture Fundamentals, Intermediate Course 6.0 hp
2G1126 Distributed Computer Systems 15.0 hp
2G1511 Computer Architecture 9.0 hp

Optional courses

Course code Course name Credits Edu. level
2B1511 Modern Digital Construction with VHDL 7.5 hp
2D1258 Introduction to High Performance Computing 7.5 hp
2D1263 Program Construction for Scientific Computing 6.0 hp
2D1375 Implementation of Programming Languages 6.0 hp
2D1432 Artificial Neural Networks and Other Learning Systems 6.0 hp
2G1114 Parallel Computer Systems 7.5 hp
2G1117 Semantics for Programming Languages 6.0 hp
2G1118 Network Programming with Java 6.0 hp
2G1121 Logic Programming 6.0 hp
2G1301 Theory of Distributed Systems 6.0 hp
2G1318 Queuing Theory and Teletraffic Systems 6.0 hp
2G1915 Concurrent Programming 7.5 hp

Computer Systems Engineering (DTEK)

Year 4

Optional courses

Course code Course name Credits Edu. level
DD2488 Compiler Construction 9.0 hp Second cycle
DN2258 Introduction to High Performance Computing 7.5 hp Second cycle
DN2264 Parallel Computations for Large-Scale Problems, Part 1 6.0 hp Second cycle
ID1215 Compilers and Execution Environments 7.5 hp First cycle
IL2200 ASIC-design Methodology with High-level Languages 7.5 hp Second cycle
IL2204 DSP-Construction with HDL 7.5 hp Second cycle
IL2206 Embedded Systems 7.5 hp Second cycle
IL2207 System-On-Chip Architectures 7.5 hp Second cycle
IL2212 Embedded Software 7.5 hp Second cycle
IL2217 Digital Design with HDL 7.5 hp Second cycle
IS1202 Computer Systems Architecture 7.5 hp First cycle
IS2206 Research Methods in Computer Systems Engineering 7.5 hp Second cycle
IV1200 System Modelling and Simulation 7.5 hp First cycle

Industrial Information and Control Systems (IIS)

Year 4

Mandatory courses (37.5 hp)

Course code Course name Credits Edu. level
2C1228 Industrial Information Systems, Systems Engineering 7.5 hp
EH2010 Management of Technology 7.5 hp Second cycle
EH2020 Industrial Control and Information Systems 7.5 hp Second cycle
EH2040 Industrial Information Systems, Systems Engineering 7.5 hp Second cycle
EH2050 Industrial Information Systems, Case Studies 7.5 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
AK2014 Decision Theory 7.5 hp Second cycle
DD2395 Computer Security 6.0 hp Second cycle
DD2471 Modern Database Systems and Their Applications 7.5 hp Second cycle
DH2620 Human-Computer Interaction, Introductory Course 6.0 hp Second cycle
EH2030 Business Development and Quality Management 7.5 hp Second cycle
EH2730 Requirements Engineering 7.5 hp Second cycle
ID2003 Software Testing and Metrics 7.5 hp Second cycle
IV2007 Enterprise Computing and ERP Systems 7.5 hp Second cycle
IV2031 Strategic Management of IT 7.5 hp Second cycle
ME1004 Industrial Management, Basic Course 6.0 hp First cycle
ME2037 Project Communication 6.0 hp Second cycle
ME2038 IT Management 6.0 hp Second cycle
ME2042 Business Negotiations 6.0 hp Second cycle

Information Systems and Databases (INFO)

Year 3

Mandatory courses (19.5 hp)

Course code Course name Credits Edu. level
2I1224 Data Warehousing 6.0 hp
2I1228 Enterprise Computing and ERP Systems 7.5 hp
2I1229 Knowledge Management 6.0 hp

Optional courses

Course code Course name Credits Edu. level
2I1140 Artificial Intelligence 9.0 hp
2I1236 Intelligent Interfaces 6.0 hp
2I1251 Theory of Software Metrics 6.0 hp
2I1258 Large-Scale Software Engineering 7.5 hp
2I1263 Internet Application Protocols and Standards 6.0 hp
2I1272 Security Architecture for Open Distributed Systems 6.0 hp
2I1273 Principles of Computer Security 6.0 hp
2I1274 Security Protocols and Applications in Computer Network 6.0 hp

Year 4

Mandatory courses (52.5 hp)

Course code Course name Credits Edu. level
2I1242 Models and Languages for Object and Web Databases 7.5 hp
IV2001 Internet and ERP Systems 7.5 hp Second cycle
IV2007 Enterprise Computing and ERP Systems 7.5 hp Second cycle
IV2008 Models and Languages for Object and Web Databases 7.5 hp Second cycle
IV2012 Knowledge and Software Reuse 7.5 hp Second cycle
IV2014 Data Warehousing 7.5 hp Second cycle
IV2015 Knowledge Management 7.5 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
2I1256 Current Problems in Software Engineering 6.0 hp
2I1264 Internet Programming I 6.0 hp
2I1265 Internet Programming II 6.0 hp
2I1266 Internet Programming III 6.0 hp
2I1276 Security for Java Environment and Electronic Commerce 6.0 hp
2I1278 Computer Security - Overview 6.0 hp

Recommended courses

Course code Course name Credits Edu. level
ID2006 Software Evolution and Maintenance 7.5 hp Second cycle
ID2007 Processes for IT Production 7.5 hp Second cycle
IV2002 Internet Search and Monitoring Techniques 7.5 hp Second cycle
IV2009 Model-driven Development of Components 7.5 hp Second cycle
IV2013 Relational Database Design 7.5 hp Second cycle
IV2016 Project and Power Games 7.5 hp Second cycle
IV2017 Interoperability of Enterprise Systems and Services 7.5 hp Second cycle
IV2029 Global IT-management 7.5 hp Second cycle
IV2030 Management of IT-enabled Change 7.5 hp Second cycle
IV2031 Strategic Management of IT 7.5 hp Second cycle

Intelligent Interactive Systems (INTE)

Year 3

Mandatory courses (27.0 hp)

Course code Course name Credits Edu. level
2I1140 Artificial Intelligence 9.0 hp
2I1234 Machine Learning 6.0 hp
2I1235 Agent Programming 6.0 hp
2I1236 Intelligent Interfaces 6.0 hp

Recommended courses

Course code Course name Credits Edu. level
2D1432 Artificial Neural Networks and Other Learning Systems 6.0 hp
2I1263 Internet Application Protocols and Standards 6.0 hp

Year 4

Mandatory courses (43.5 hp)

Course code Course name Credits Edu. level
IC1003 Cognitive Science 6.0 hp First cycle
IC1008 Cognitive Science 7.5 hp First cycle
ID2009 Artificial Intelligence: Principles and Techniques 7.5 hp Second cycle
ID2010 Programming of Interactive Systems 7.5 hp Second cycle
ID2011 Microsimulation 7.5 hp Second cycle
ID2012 Ubiquitous Computing 7.5 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
ID1008 Internet Application Protocols and Standards 6.0 hp First cycle

Recommended courses

Course code Course name Credits Edu. level
2D1365 Overview of Human-computer Interaction 6.0 hp
2I1130 Cognitive Psychology 6.0 hp
2I1150 Theory of Knowledge and Philosophy of Science 6.0 hp
2I1264 Internet Programming I 6.0 hp
2I1265 Internet Programming II 6.0 hp
IC1002 Web-design 7.5 hp First cycle
IC1004 Cognitive Psychology 6.0 hp First cycle
IC2000 Methods for the Design of Multimedia and Interactive Systems 9.0 hp Second cycle
IC2001 Complex Social Networks 6.0 hp Second cycle
IC2007 Collaborative Computing 7.5 hp Second cycle
IC2008 Affective Interaction 7.5 hp Second cycle
IC2010 Advanced Individual Course in Human-Computer Interaction 7.5 hp Second cycle
ID2013 Internet Programming I 7.5 hp Second cycle
ID2014 Internet Programming II 7.5 hp Second cycle
ID2209 Distributed Artificial Intelligence and Intelligent Agents 7.5 hp Second cycle

IT Project Management and Organisation (IPOD)

Year 4

Mandatory courses (18.0 hp)

Course code Course name Credits Edu. level
ME2015 Project Management: Leadership and Control 6.0 hp Second cycle
ME2017 Project Management: Leading Project-based Operations 6.0 hp Second cycle
ME2032 Economics of Industrial and Technical Transformation 6.0 hp Second cycle

Conditionally elective courses

Course code Course name Credits Edu. level
ME2018 Leading Temporary Organizations and Projects 6.0 hp Second cycle
ME2039 Knowledge Management 6.0 hp Second cycle

Internet Working Technology (ITEK)

Year 4

Mandatory courses (15.0 hp)

Course code Course name Credits Edu. level
DD2392 Protocols and Principles of the Internet 7.5 hp Second cycle
DD2490 IP Routing in Simple Computer Networks 7.5 hp Second cycle

Recommended courses

Course code Course name Credits Edu. level
DD2390 Internet Programming 6.0 hp Second cycle
DD2395 Computer Security 6.0 hp Second cycle
DD2491 IP Routing in Internet and Other Complex Networks 7.5 hp Second cycle
DD2492 Net Design, Project Course 9.0 hp Second cycle
EP2200 Queuing Theory and Teletraffic Systems 7.5 hp Second cycle
EP2210 Performance Analysis of Communication Networks 7.5 hp Second cycle
EP2300 Management of Networks and Networked Systems 7.5 hp Second cycle
ID2206 Operating Systems 7.5 hp Second cycle
ID2210 Distributed Computing, Peer-to-Peer and GRIDS 7.5 hp Second cycle
IK2213 Network Services and Internet-based Applications 7.5 hp Second cycle
IK2554 Practical Voice Over IP (VoIP) 7.5 hp Second cycle
IK2555 Wireless and Mobile Network Architectures 7.5 hp Second cycle

Communication Systems (KSYS)

Year 3

Mandatory courses (18.0 hp)

Course code Course name Credits Edu. level
2G1113 Operating Systems 6.0 hp
2G1305 Internetworking 6.0 hp
2G1316 Data Communications and Computer Networks 6.0 hp

Year 4

Mandatory courses (166.5 hp)

Course code Course name Credits Edu. level
2G1319 Communication System Design 15.0 hp
2G1711 Communication System Design 18.0 hp
2G1712 Communication System Design 24.0 hp
2G1713 Communication System Design 30.0 hp
EP2120 Internetworking 7.5 hp Second cycle
IK2207 Communication System Design 18.0 hp Second cycle
IK2208 Communication System Design 24.0 hp Second cycle
IK2209 Communication System Design 30.0 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
2G1120 Computer Architecture Fundamentals, Intermediate Course 6.0 hp
2G1301 Theory of Distributed Systems 6.0 hp
2G1318 Queuing Theory and Teletraffic Systems 6.0 hp
2G1330 Wireless and Mobile Network Architectures 7.5 hp
2G1331 Management of Network and Networked Systems 6.0 hp
2G1915 Concurrent Programming 7.5 hp

Recommended courses

Course code Course name Credits Edu. level
DD2452 Formal Methods 7.5 hp Second cycle
EP2200 Queuing Theory and Teletraffic Systems 7.5 hp Second cycle
EP2210 Performance Analysis of Communication Networks 7.5 hp Second cycle
EP2300 Management of Networks and Networked Systems 7.5 hp Second cycle
ID1217 Concurrent Programming 7.5 hp First cycle
ID2216 Developing Mobile Applications 7.5 hp Second cycle
IK2206 Internet Security and Privacy 7.5 hp Second cycle
IK2210 GSM Network and Services 7.5 hp Second cycle
IK2213 Network Services and Internet-based Applications 7.5 hp Second cycle
IK2554 Practical Voice Over IP (VoIP) 7.5 hp Second cycle
IK2555 Wireless and Mobile Network Architectures 7.5 hp Second cycle
IS1202 Computer Systems Architecture 7.5 hp First cycle

Human-Computer Interaction (MDAT)

Year 3

Mandatory courses (6.0 hp)

Course code Course name Credits Edu. level
2D1953 Graphics and Interaction Programming 6.0 hp

Optional courses

Course code Course name Credits Edu. level
4K1401 History of Technology, a General Survey 6.0 hp

Year 4

Mandatory courses (51.0 hp)

Course code Course name Credits Edu. level
2D1406 Fundamentals of Human-Computer Interaction 6.0 hp
2D1408 Evaluation Methods in Human-Computer Interaction 6.0 hp
2D1410 User Centred Program Development 9.0 hp
2D1416 Computer Support for Cooperative Work 9.0 hp
2I1130 Cognitive Psychology 6.0 hp
DH2620 Human-Computer Interaction, Introductory Course 6.0 hp Second cycle
DH2622 Human-Computer Interaction, Advanced Course with Prototyping 9.0 hp Second cycle

Optional courses

Course code Course name Credits Edu. level
2D1378 Text and Image Processing 6.0 hp
2D1381 Industrial Applications of Artificial Intelligence 6.0 hp
2D1413 Advanced Graphics and Interaction 9.0 hp
2D1418 Language Engineering 6.0 hp
2D1420 Computer Vision, Basic Course 7.5 hp
2D1518 Audio, Video and Multimedia Production 7.5 hp
2I1150 Theory of Knowledge and Philosophy of Science 6.0 hp

Recommended courses

Course code Course name Credits Edu. level
DD2381 Industrial Applications of Artificial Intelligence 6.0 hp Second cycle
DD2422 Image Analysis and Computer Vision 6.0 hp Second cycle
DH1378 Text and Image Processing 6.0 hp First cycle
DH2400 Physical Interaction Design and Realization 7.5 hp Second cycle
DH2408 Evaluation Methods in Human-Computer Interaction 6.0 hp Second cycle
DH2413 Advanced Graphics and Interaction 9.0 hp Second cycle
DH2416 Computer Support for Cooperative Work 9.0 hp Second cycle
DH2418 Language Engineering 6.0 hp Second cycle
DH2603 Technologies that Change Time, Space and Reality 7.5 hp Second cycle
DH2630 Methods in Behavioural Science 6.0 hp Second cycle
DH2650 Computer Game Design 6.0 hp Second cycle
DH2651 Computer Game Design and Advanced Graphics 9.0 hp Second cycle
DH2655 Cooperative IT-design 9.0 hp Second cycle
DT2213 Musical Communication and Music Technology 7.5 hp Second cycle
EN2200 Pattern Recognition 6.0 hp Second cycle
IC1004 Cognitive Psychology 6.0 hp First cycle
ME2041 Psychology for Engineers 6.0 hp Second cycle

Program System Technology (PSYS)

Year 3

Optional courses

Course code Course name Credits Edu. level
2D1370 Functional Programming 6.0 hp
2D1373 Artificial Languages and Syntax Analysis 6.0 hp
2D1450 Algorithmic Bioinformatics 6.0 hp
2D1470 Object Oriented Database Systems 7.5 hp
2D1482 Programming of Web Server Applications 6.0 hp
2G1113 Operating Systems 6.0 hp
2I1140 Artificial Intelligence 9.0 hp
5B1305 Applied Combinatorics 6.0 hp

Year 4

Optional courses

Course code Course name Credits Edu. level
2D1375 Implementation of Programming Languages 6.0 hp
2D1381 Industrial Applications of Artificial Intelligence 6.0 hp
2D1387 Program System Construction Using C++ 6.0 hp
2D1390 Internet Programming 6.0 hp
2D1392 Protocols and Principles of the Internet 7.5 hp
2D1418 Language Engineering 6.0 hp
2D1431 Machine Learning 6.0 hp
2D1440 Advanced Algorithms 6.0 hp
2D1469 Database Theory 6.0 hp
2D1490 IP Routing in Simple Computer Networks 7.5 hp
2D1491 IP Routing in Internet and Other Complex Networks 7.5 hp
2G1117 Semantics for Programming Languages 6.0 hp
2G1301 Theory of Distributed Systems 6.0 hp
2G1915 Concurrent Programming 7.5 hp
DD2371 Theory of Automata 6.0 hp Second cycle
DD2380 Artificial Intelligence 6.0 hp Second cycle
DD2381 Industrial Applications of Artificial Intelligence 6.0 hp Second cycle
DD2387 Program System Construction Using C++ 6.0 hp Second cycle
DD2388 Program System Construction using .NET Framework 7.5 hp Second cycle
DD2390 Internet Programming 6.0 hp Second cycle
DD2395 Computer Security 6.0 hp Second cycle
DD2431 Machine Learning 6.0 hp Second cycle
DD2440 Advanced Algorithms 6.0 hp Second cycle
DD2450 Algorithmic Bioinformatics 6.0 hp Second cycle
DD2452 Formal Methods 7.5 hp Second cycle
DD2454 Semantics for Programming Languages 6.0 hp Second cycle
DD2455 Theoretical Foundations of Object-Orientation 7.5 hp Second cycle
DD2458 Problem Solving and Programming under Pressure 9.0 hp Second cycle
DD2469 Database Theory 6.0 hp Second cycle
DD2471 Modern Database Systems and Their Applications 7.5 hp Second cycle
DD2472 Database Systems for Modern Applications 6.0 hp Second cycle
DD2483 Development of Web Applications with Enterprise Java 6.0 hp Second cycle
DD2486 Systems Programming and Operating Systems 7.5 hp Second cycle
DD2488 Compiler Construction 9.0 hp Second cycle
DH2418 Language Engineering 6.0 hp Second cycle
DH2655 Cooperative IT-design 9.0 hp Second cycle
ID1217 Concurrent Programming 7.5 hp First cycle
ID2003 Software Testing and Metrics 7.5 hp Second cycle
IV2007 Enterprise Computing and ERP Systems 7.5 hp Second cycle

Software Engineering (PTEK)

Year 3

Mandatory courses (19.5 hp)

Course code Course name Credits Edu. level
2I1251 Theory of Software Metrics 6.0 hp
2I1255 Quality Models and Standards 6.0 hp
2I1258 Large-Scale Software Engineering 7.5 hp

Recommended courses

Course code Course name Credits Edu. level
2D1410 User Centred Program Development 9.0 hp
2I1228 Enterprise Computing and ERP Systems 7.5 hp

Year 4

Optional courses

Course code Course name Credits Edu. level
2I1278 Computer Security - Overview 6.0 hp

Recommended courses

Course code Course name Credits Edu. level
2I1256 Current Problems in Software Engineering 6.0 hp

Theoretical Computer Science (TEOR)

Year 3

Optional courses

Course code Course name Credits Edu. level
2D1373 Artificial Languages and Syntax Analysis 6.0 hp
2D1450 Algorithmic Bioinformatics 6.0 hp
2E1423 Signal Theory 7.5 hp
2I1140 Artificial Intelligence 9.0 hp
5B1305 Applied Combinatorics 6.0 hp
5B1750 Optimization 6.0 hp

Year 4

Optional courses

Course code Course name Credits Edu. level
2D1440 Advanced Algorithms 6.0 hp
2D1441 Seminars on Theoretical Computer Science 6.0 hp
2D1446 Complexity Theory 6.0 hp
2D1449 Foundations of Cryptography 6.0 hp
2G1117 Semantics for Programming Languages 6.0 hp
2G1121 Logic Programming 6.0 hp
2G1301 Theory of Distributed Systems 6.0 hp
2G1915 Concurrent Programming 7.5 hp
5B1467 Algebra 7.5 hp
5B1475 Combinatorics 7.5 hp
DD2371 Theory of Automata 6.0 hp Second cycle
DD2380 Artificial Intelligence 6.0 hp Second cycle
DD2395 Computer Security 6.0 hp Second cycle
DD2440 Advanced Algorithms 6.0 hp Second cycle
DD2441 Seminars on Theoretical Computer Science 6.0 hp Second cycle
DD2446 Complexity Theory 6.0 hp Second cycle
DD2447 Statistical Methods in Applied Computer Science 6.0 hp Second cycle
DD2449 Foundations of Cryptography 6.0 hp Second cycle
DD2450 Algorithmic Bioinformatics 6.0 hp Second cycle
DD2452 Formal Methods 7.5 hp Second cycle
DD2453 Advanced Formal Methods 7.5 hp Second cycle
DD2454 Semantics for Programming Languages 6.0 hp Second cycle
DD2455 Theoretical Foundations of Object-Orientation 7.5 hp Second cycle
DD2458 Problem Solving and Programming under Pressure 9.0 hp Second cycle
DD2488 Compiler Construction 9.0 hp Second cycle
ID1217 Concurrent Programming 7.5 hp First cycle
ID2204 Constraint Programming 7.5 hp Second cycle
ID2213 Logic Programming 7.5 hp Second cycle
SF1811 Optimization 6.0 hp First cycle
SF1851 Optimization 6.0 hp First cycle
SF2703 Algebra, Basic Course 6.0 hp Second cycle
SF2708 Combinatorics 7.5 hp Second cycle