The following courses are part of study year two.

The course application codes and study periods are valid for the academic year 2018/2019. For other academic years, different application codes and study periods may apply.

General courses

Students from CTFYS or CINTE who miss the equivalent courses in previous degree are also required to take:

- DD2350 Algorithms, Data Structures and Complexity 9,5 credits or DD2352 Algorithms and Complexity 7.5 cr.
- SF1662 Discrete Mathematics 7,5 cr, SF1610 Discrete Mathematics, 7,5 cr. or SF1679 Discrete Mathematics 7.5 cr.

The course ID2200 Operating system 6 hp is compulsory for students from the engineering programme in Computer Science, who started 2011 or earlier.

The course Sustainability and Media Technology 7.5 credits is compulsory for studenter from the engineering programme in Media Technology.

The course IK2218 Protocols and Principles of the Internet. should be replaced by an elective course, of at least 6 cr. for students from CINTE.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2300 Program Integrating Course in Computer Science One credit each academic year 2.0 hp 0.2 0.3 0.2 0.3
DA231X Degree Project in Computer Science and Engineering, Second Cycle 30.0 hp 15.0 15.0

Specialisations

Track, Cognitive Systems (CSCS)

Courses (CSCS)

The student choose one of the subtrack:

1) Vision and robotics

2) Conversational system

Compulsory courses, subtrack Vision and Robotics:

DD2423 Image Analysis and Computer Vision, 7.5 credits

DD2424 Deep Learning in Data Science, 7.5 credits

DD2425 Robotics and Autonomous Systems, 9.0 credits

Compulsory courses, subtrack Conversational system:

DT2140 Multimodal Interaction and Interfaces, 7.5 credits

DT2150 Project in Cognitive Systems, 9 credits

At least one of:

DT2118 Speech and Speaker Recognition 7,5 credits

DT2112 Speech technology 7,5 credits

Subject to changes.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2425 Robotics and Autonomous Systems Compulsory for the subtrack Vision and robotics 9.0 hp 3.5 5.5
DD2423 Image Analysis and Computer Vision Compulsory for the subtrack Vision and robotics 7.5 hp 7.5
DT2140 Multimodal Interaction and Interfaces Compulsory for the subtrack Conversational systems 7.5 hp 7.5
DT2150 Project in Cognitive Systems Compulsory for the subtrack Conversational systems 7.5 hp 7.5
DT2112 Speech Technology Conditionally elective for the subtrack Conversational systems 7.5 hp 7.5
DD2424 Deep Learning in Data Science Compulsory for the subtrack Vision and robotics 7.5 hp 7.5
DT2119 Speech and Speaker Recognition Conditionally elective for the subtrack Conversational systems 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2429 Computational Photography 6.0 hp 6.0
DD2437 Artificial Neural Networks and Deep Architectures 7.5 hp 7.5
DM2350 Human Perception for Information Technology 7.5 hp 7.5
SF2940 Probability Theory 7.5 hp 7.5
DD2418 Language Engineering 6.0 hp 6.0
DD2434 Machine Learning, Advanced Course 7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science 6.0 hp 6.0
DT1130 Spectral Transforms 7.5 hp 7.5
DT2410 Audio Technology 7.5 hp 7.5
EL2320 Applied Estimation 7.5 hp 7.5
DD2438 Artificial Intelligence and Multi Agent Systems 15.0 hp 7.0 8.0
DD2476 Search Engines and Information Retrieval Systems 9.0 hp 6.0 3.0
EQ2341 Pattern Recognition and Machine Learning 7.5 hp 7.5
SF1861 Optimization 6.0 hp 6.0

Track, Data Science (CSDA)

Courses (CSDA)

One of the subtracks must be chosen.

1. Machine Learning

2. Natural languages processing

3. Bioinformatics

Compulsory courses, subtrack Machine Learning

DD2424 Deep Learning in Data Science, 7.5 credits

DD2434 Machine Learning, Advanced Course, 7.5 credits

Compulsory courses, subtrack Natural Language Processing

DD2476 Search Engines and Information Retrieval Systems, 9.0 credits

DD2418 Language Engineering, 6.0 credits

Compulsory courses, subtrack Bioinformatics

SF2940 Probability Theory 7.5 credits

DD2404 Applied Bioinformatics, 7.5 credits

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2430 Project Course in Data Science 7.5 hp 3.5 4.0

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
SF2940 Probability Theory Compulsory for the subtrack Bioinformatics 7.5 hp 7.5
DD2404 Applied Bioinformatics Compulsory for the subtrack Bioinformatics 7.5 hp 7.5
DD2418 Language Engineering Compulsory for the subtrack Natural Language Processing 6.0 hp 6.0
DD2434 Machine Learning, Advanced Course Compulsory for the subtrack Machine learning 7.5 hp 7.5
DD2476 Search Engines and Information Retrieval Systems Compulsory for the subtrack Natural Language Processing 9.0 hp 6.0 3.0
DD2424 Deep Learning in Data Science Compulsory for the subtrack Machine learning 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2257 Visualization 7.5 hp 7.5
DD2429 Computational Photography 6.0 hp 6.0
DD2425 Robotics and Autonomous Systems 9.0 hp 3.5 5.5
DD2423 Image Analysis and Computer Vision 7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science 6.0 hp 6.0
EL2320 Applied Estimation 7.5 hp 7.5
DH2320 Introduction to Visualization and Computer Graphics 6.0 hp 6.0
DH2321 Information Visualization 6.0 hp 6.0
DT2112 Speech Technology 7.5 hp 7.5
DD2438 Artificial Intelligence and Multi Agent Systems 15.0 hp 7.0 8.0
DT2119 Speech and Speaker Recognition 7.5 hp 7.5
SF1861 Optimization 6.0 hp 6.0

Track, Interaction Design (CSID)

Courses (CSID)

At least 15 credits from the conditionally elective courses must be taken.

Subject to changes.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DH2413 Advanced Graphics and Interaction 9.0 hp 3.0 6.0
DH2632 Human-Computer Interaction, Research Seminars 3.0 hp 1.5 1.5
DM2630 User Experience Design and Evaluation 9.0 hp 4.5 4.5
DH2408 Evaluation Methods in Human-Computer Interaction 6.0 hp 6.0
DT2140 Multimodal Interaction and Interfaces 7.5 hp 7.5
DH2321 Information Visualization 6.0 hp 6.0
DH2400 Physical Interaction Design and Realization 7.5 hp 7.5
DH2642 Interaction Programming and the Dynamic Web 7.5 hp 4.5 3.0

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DM2518 Mobile Development with Web Technologies 7.5 hp 7.5

Track, Scientific Computing (CSSC)

Courses (CSSC)

Conditionally elective courses (One of the three courses must be taken):

DD2437 Artificial Neural Networks and Deep Architectures7.5 credits

DD2257 Visualization, 7.5 credits

DD2365 Advanced computation in fluid mechanics, 7.5 credits

Subject to changes.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2444 Project Course in Scientific Computing 7.5 hp 7.5

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2257 Visualization 7.5 hp 7.5
DD2437 Artificial Neural Networks and Deep Architectures 7.5 hp 7.5
DD2365 Advanced Computation in Fluid Mechanics 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2443 Parallel and Distributed Computing 7.5 hp 7.5
EL2820 Modelling of Dynamical Systems 7.5 hp 7.5
SF2561 The Finite Element Method 7.5 hp 7.5
DD2435 Mathematical Modelling of Biological Systems 9.0 hp 6.0 3.0
SF2565 Program Construction in C++ for Scientific Computing 7.5 hp 3.5 4.0
BB2280 Molecular Modeling 7.5 hp 7.5
DD2421 Machine Learning 7.5 hp 7.5
DH2320 Introduction to Visualization and Computer Graphics 6.0 hp 6.0
DT2212 Music Acoustics 7.5 hp 7.5
HL2008 Simulation Methods in Medical Engineering 7.5 hp 7.5
DD2402 Advanced Individual Course in Computational Biology 6.0 hp 3.0 3.0
DD2401 Neuroscience 7.5 hp 7.5

Track, Software Technology (CSST)

Courses (CSST)

One of the following subtracks must be choosen:

  1. Computer Security
  2. Programming languages
  3. Software Engineering

Subtrack Computer Security

Compulsory courses

DD2448 Foundations of Cryptography 7,5 hp

DD2497 Project course in system security, 7,5 hp

Conditionally elective courses (one of the courses must be chosen)

DD2460 Software Safety and Security, 7.5 credits

DD2496 Privacy-Enhancing Technologies, 7.5 credits

Subtrack Programming languages:

Compulsory courses:

DD2481 Principles of Programming Languages, 7.5 credits

DD2488 Compiler Construction, 9 credits

Conditionally elective courses (at least one must be chosen):

DD2457 Program Semantics and Analysis 6,0 hp

DD2372 Automata and Languages, 6,0 credits

Subtrack Software Engineering

Compulsory courses

DD2459 Software Reliability, 7.5 credits

DD2487 Large-scale Software Development, 7,5 hp

At least one of:

DD2460 Software Safety and Security, 7.5 credits

DD2481 Principles of Programming Languages, 7.5 credits

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2443 Parallel and Distributed Computing Conditionally elective for the subtrack Programming languages 7.5 hp 7.5
DD2496 Privacy Enhancing Technologies Conditionally elective for the subtrack Computer Security 7.5 hp 7.5
DD2488 Compiler Construction Compulsory for the subtrack Programming languages 9.0 hp 4.5 4.5
DD2487 Large-Scale Software Development Compulsory for the subtrack Software Engineering 7.5 hp 7.5
DD2497 Project course in System Security Compulsory for the subtrack Computer Security 7.5 hp 7.5
EP2510 Advanced Networked Systems Security Computer Security 7.5 hp 7.5
EP2520 Building Networked Systems Security Computer Security 7.5 hp 7.5
DD2448 Foundations of Cryptography Compulsory for the subtrack Computer Security 7.5 hp 3.0 4.5
DD2457 Program Semantics and Analysis Conditionally elective for the subtrack Programming languages 6.0 hp 6.0
DD2460 Software Safety and Security Conditionally elective for the subtrack Computer Scurity; Conditionally elective for the subtrack Software Engineering 7.5 hp 7.5
DD2481 Principles of Programming Languages Compulsory for the subtrack Programming languages 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
EP2500 Networked Systems Security Computer Security 7.5 hp 7.5
DD1389 Internet Programming 6.0 hp 6.0
DD2421 Machine Learning 7.5 hp 7.5
ID1217 Concurrent Programming 7.5 hp 7.5
DD2458 Problem Solving and Programming under Pressure 9.0 hp 4.5 4.5
DD2476 Search Engines and Information Retrieval Systems 9.0 hp 6.0 3.0

Track, Theoretical Computer Science (CSTC)

Courses (CSTC)

One of the following subtracks must be choosen:

  1. Algorithms, Complexity and Cryptography
  2. Formal Methods and Semantics

Subtrack Algorithms, Complexity and Cryptography

Compulsory course:

DD2448 Foundations of Cryptography, 7.5 credits

At least one of:

DD2445 Complexity Theory, 7.5 credits

DD2442 Seminars on Theoretical Computer Science, 7.5 credits

Subtrack Formal Methods and Semantics:

Compulsory course:

DD2452 Formal Methods, 7.5 credits

At least one of:

DD2372 Automata and Languages, 6 credits

DD2442 Seminars on Theoretical Computer Science, 7.5 credits

DD2443 Parallel and Distributed Computing, 7.5 credits

DD2445 Complexity Theory, 7.5 credits

DD2448 Foundations of Cryptography, 7.5 credits

DD2457 Program Semantics and Analysis, 6 credits

DD2459 Software Reliability 7.5 credits

DD2460 Software Safety and Security, 7.5 credits

At least one of the following courses in Mathematics must be taken:

SF2713 Foundations of Analysis 7,5 hp

SF2741 Enumerative Combinatorics 7,5 hp

SF2729 Groups and Rings 7,5 hp

SF2723 Topics in Mathematics III 7,5 hp

SF2724 Topics in Mathematics IV 7,5 hp

SF2730 Topics in Mathematics V 7,5 hp

SF2940 Probability Theory 7,5 hp

SF2972 Game theory 7,5 hp

Recommended elective courses:

Courses in more or less every field of mathematics, e.g., combinatorics, analysis, probability theory, optimization, logic, group theory, algebra, etc

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2467 Individual Project in Theoretical Computer Science 7.5 hp 4.0 3.5

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2442 Seminars on Theoretical Computer Science Conditionally elective for the subtrack Algorithms, Complexity and Cryptography; Conditionally elective for the subtrack Formal Methods and Semantics 7.5 hp 7.5
DD2443 Parallel and Distributed Computing Conditionally elective for the subtrack Formal Methods and Semantics 7.5 hp 7.5
DD2452 Formal Methods Compulsory for the subtrack Formal Methods and Semantics 7.5 hp 7.5
SF2940 Probability Theory Conditionally elective course in Mathematics 7.5 hp 7.5
SF2741 Enumerative Combinatorics Conditionally elective course in Mathematics 7.5 hp 3.7 3.8
DD2459 Software Reliability Conditionally elective for the subtrack Formal Methods and Semantics 7.5 hp 7.5
SF2972 Game Theory Conditionally elective course in Mathematics 7.5 hp 7.5
DD2448 Foundations of Cryptography Compulsory for the subtrack Algorithms, Complexity and Cryptography; Conditionally elective for the subtrack Formal Methods and Semantics 7.5 hp 3.0 4.5
SF2723 Topics in Mathematics III Conditionally elective course in Mathematics 7.5 hp 3.7 3.8
DD2457 Program Semantics and Analysis Conditionally elective for the subtrack Formal Methods and Semantics 6.0 hp 6.0
DD2460 Software Safety and Security Conditionally elective for the subtrack Formal Methods and Semantics 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2447 Statistical Methods in Applied Computer Science 6.0 hp 6.0
ID1217 Concurrent Programming 7.5 hp 7.5
DD2458 Problem Solving and Programming under Pressure 9.0 hp 4.5 4.5

Track, Visualization and Interactive Graphics (CSVG)

Courses (CSVG)

At least 18 credits must be taken from the conditionally elective courses.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2470 Advanced Topics in Visualization and Computer Graphics 6.0 hp 6.0

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2257 Visualization 7.5 hp 7.5
DH2413 Advanced Graphics and Interaction 9.0 hp 3.0 6.0
DH2650 Computer Game Design 6.0 hp 6.0
DH2321 Information Visualization 6.0 hp 6.0
DH2323 Computer Graphics and Interaction 6.0 hp 6.0

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2429 Computational Photography 6.0 hp 6.0
DM2350 Human Perception for Information Technology 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 7.5 hp 7.5
DD2356 Methods in High Performance Computing 7.5 hp 7.5
DD2424 Deep Learning in Data Science 7.5 hp 7.5