The following courses are part of study year one.

The course application codes and study periods are valid for the academic year 2021/2022. For other academic years, different application codes and study periods may apply.

General courses

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management, 300 higher education credits, takes place within framework of the Master program Industrial Engineering and Management - TIEMM

During year 1-2  (CINEK year 4-5) you also attend courses within your choice of specialisation.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
ME2311 Leadership and Organizational Change 6.0 hp
ME2312 Advanced Studies in Industrial Economics and Management 12.0 hp

Specialisations

Track, Cyber Physical Systems (CYPS)

Courses (CYPS)

New track within the MSc programme Industrial Engineering and Management (TIEMM) as from batch autumn-21. Replaces the track Mechatronics Product Development (MPUA).

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
MF2095 Programming in C for Embedded Systems 51185 3.0 hp 3.0
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
DD2380 Artificial Intelligence 51272 6.0 hp 6.0
MF2140 Smart Cyber-Physical Systems (CPS) - understanding and acting in a sociotechnical shift 50739 6.0 hp 6.0
MF2103 Embedded Systems for Mechatronics 60733 9.0 hp 9.0
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0

At least one of the conditionally elective courses. The conditionally elective courses can be chosen year 1 or two.

Course MF2019 can be read in period 2 or 4.

The course MF2079 can replace MF2050, which starts year 2.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
MF2030 Mechatronics basic Course 51031 6.0 hp 6.0
DD2423 Image Analysis and Computer Vision 50181 7.5 hp 7.5
MF2007 Dynamics and Motion Control 51024 9.0 hp 9.0
MF2019 CAD 3D-modelling and Visualization Can be read in period 2 or 4. 50879 6.0 hp 6.0
MF2079 Mechatronics, Business and Management, extended course The course MF2079 can replace MF2050 60621 18.0 hp 3.0
DD2424 Deep Learning in Data Science 60130 7.5 hp 7.5
EL2520 Control Theory and Practice, Advanced Course 61058 7.5 hp 7.5

Track, Sustainable Energy Utilization (EEAA)

Courses (EEAA)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM.

At least one of the conditionally elective courses MJ2437, MJ2411, EG2210, EG2220 or ME2087 should be chosen.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
MJ2407 Sustainable Energy Utilisation 50253 9.0 hp 4.5 4.5
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0
MJ2141 Energy Systems, Models and Scenarios 61564 9.0 hp 4.5 4.5

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
MJ2411 Renewable Energy Technology 50252 6.0 hp 3.0 3.0
EG2210 Electricity Market Analysis 60181 7.5 hp 7.5
MJ2437 Modeling of Energy Systems - Energy Utilization 60209 6.0 hp 6.0
EG2220 Power Generation, Environment and Markets 60180 7.5 hp 7.5
ME2087 Energy Business 60906 6.0 hp 6.0

Track, Financial Mathematics (FMIB)

Courses (FMIB)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
SF2942 Portfolio Theory and Risk Management 50488 7.5 hp 7.5
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
SF2980 Risk Management 50481 7.5 hp 7.5
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0
SF2943 Time Series Analysis 60155 7.5 hp 7.5

At least one of the conditionally elective courses: SF2955, SF2972, SF2971, SF2935 or SF2975.

The conditionally elective courses can be chosen year 1 or two. SF2975 can only be read year 2.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
SF2935 Modern Methods of Statistical Learning 50348 7.5 hp 7.5
SF2971 Martingales and Stochastic Integrals 60386 7.5 hp 7.5
SF2972 Game Theory 60383 7.5 hp 7.5
SF2955 Computer Intensive Methods in Mathematical Statistics 60379 7.5 hp 7.5

Track, Sustainable Power Generation (HKPA)

Courses (HKPA)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM

At least one of the conditionally elective courses MJ2437, MJ2411, MJ2438, EG2220, EG2210 or ME2087 should be chosen.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
MJ2405 Sustainable Power Generation 50254 9.0 hp 4.5 4.5
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0
MJ2141 Energy Systems, Models and Scenarios 61564 9.0 hp 4.5 4.5

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
MJ2411 Renewable Energy Technology 50252 6.0 hp 3.0 3.0
EG2210 Electricity Market Analysis 60181 7.5 hp 7.5
EG2220 Power Generation, Environment and Markets 60180 7.5 hp 7.5
ME2087 Energy Business 60906 6.0 hp 6.0
MJ2438 Modeling of Energy Systems - Heat and Power Generation 60191 6.0 hp 6.0

Track, Interaction and Visualization (IAVN)

Courses (IAVN)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM.

After completing your education, you can, in addition to a MSc in Engineering in Industrial Engineering and Management, apply for a general master's degree in Computer Science and Computer Engineering, or a master's degree in Industrial Management. NOTE! Different conditions apply depending on which master's degree you want to apply for. 

Recommended courses:

DD2258 can be chosen instead of DH2320.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2395 Computer Security CINEK students chose DD1389 instead if DD2395 was attended year 3 51273 6.0 hp 6.0
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
DD2380 Artificial Intelligence 51272 6.0 hp 6.0
DH2628 Interaction Design Methods 60981 7.5 hp 7.5
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0

The conditionally elective courses can be chosen year 1 or two.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2257 Visualization *2 50478 7.5 hp 7.5
DH2400 Physical Interaction Design and Realization *1 52121 7.5 hp 7.5
DH2413 Advanced Graphics and Interaction *2 51262 9.0 hp 3.0 6.0
DH2408 Evaluation Methods in Human-Computer Interaction *1 50852 6.0 hp 6.0
DT2140 Multimodal Interaction and Interfaces *1/*2 52124 7.5 hp 7.5
DH2321 Information Visualization *1/*2 60566 6.0 hp 6.0
DT2112 Speech Technology *1 60531 7.5 hp 7.5
DT2300 Sound in Interaction *1 60562 7.5 hp 7.5
DH2642 Interaction Programming and the Dynamic Web *1 60546 7.5 hp 4.5 3.0
DH2323 Computer Graphics and Interaction *2 61575 6.0 hp 6.0
DH2650 Computer Game Design *2 60559 6.0 hp 6.0
DH2670 Haptics, Tactile and Tangible Interaction *1 60565 7.5 hp 7.5
DT2213 Musical Communication and Music Technology *1 60564 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DH2320 Introduction to Visualization and Computer Graphics Compulsory within Master degree in Computer Science 60829 6.0 hp 6.0

Track, Integrated Production Engineering (IPIB)

Courses (IPIB)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM

As from batch-21 the track, Integrated Production Engineering (IPIB) will be replaced by the track, Modern Production (MOPR).

Track, Machine Learning (MAIG)

Courses (MAIG)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM.

After completing your education, you can, in addition to a MSc in Engineering in Industrial Engineering and Management, apply for a general master's degree in Computer Science and Computer Engineering, or a master's degree in Industrial Management. NOTE! Different conditions apply depending on which master's degree you want to apply for. 

Recommended courses:

DD2258 can be chosen instead of DH2320.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2395 Computer Security CINEK students chose DD1389 instead if DD2395 was attended year 3 51273 6.0 hp 6.0
DD2421 Machine Learning 50490 7.5 hp 7.5
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
DD2380 Artificial Intelligence 51272 6.0 hp 6.0
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2257 Visualization *2 50478 7.5 hp 7.5
DD2410 Introduction to Robotics *2 50184 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision *2 50181 7.5 hp 7.5
DD2434 Machine Learning, Advanced Course *1 50172 7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science *1 50210 6.0 hp 6.0
EL2320 Applied Estimation *1 50179 7.5 hp 7.5
EL2805 Reinforcement Learning *1 52130 7.5 hp 7.5
ID2222 Data Mining *1 50824 7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning *1 51373 7.5 hp 7.5
DD2420 Probabilistic Graphical Models *1 60143 7.5 hp 7.5
DD2437 Artificial Neural Networks and Deep Architectures *1 60140 7.5 hp 7.5
DT2112 Speech Technology *2 60531 7.5 hp 7.5
DD2419 Project Course in Robotics and Autonomous Systems *2 60135 9.0 hp 4.5 4.5
DD2438 Artificial Intelligence and Multi Agent Systems *2 60144 15.0 hp 7.0 8.0
DD2477 Search Engines and Information Retrieval Systems *2 Replaces DD2476 60364 7.5 hp 4.5 3.0
DD2424 Deep Learning in Data Science *1/*2 60130 7.5 hp 7.5
DT2119 Speech and Speaker Recognition *2 60141 7.5 hp 7.5
EQ2341 Pattern Recognition and Machine Learning *1 60230 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DH2320 Introduction to Visualization and Computer Graphics Compulsory within Master degree in Computer Science 60829 6.0 hp 6.0

Track, Modern Production (MOPR)

Courses (MOPR)

New track within the MSc programme Industrial Engineering and Management (TIEMM) as from batch autumn-21 (CINEK batch-18).

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
MG2043 Circular Manufacturing Systems 52300 6.0 hp 6.0
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
MG2028 CAD and Other IT Tools in Industrial Processes 50352 6.0 hp 1.5 4.5
MG2045 Decision-making for Advanced Manufacturing 50369 6.0 hp 6.0
MG2044 Additive Manufacturing 61625 6.0 hp 6.0
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0

At least one of the conditionally elective courses must be read. The conditionally elective courses can be read year 1 or 2.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
MG2020 Modularisation of Products 51707 6.0 hp 6.0
MG2022 Advanced CAD Modelling and Rapid Prototyping, Project Course 50339 6.0 hp 3.0 3.0
MG2103 Industrial Process Engineering 60258 6.0 hp 6.0
MG1007 Contemporary Maintenance Techniques 61646 6.0 hp 6.0
MG2033 Quality Control 60256 6.0 hp 6.0
MG2036 Computer Aided Manufacturing - CAM 60257 6.0 hp 6.0
MG2040 Assembly Technology 60260 6.0 hp 6.0

Track, Mechatronics Product Development (MPUA)

Courses (MPUA)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM.

The course MF2079 can replace MF2050, which starts year 2.

As from autumn-21 the Track, Mechatronics Product Development (MPUA) will be replaced by the track, Cyber Physical Systems (CYPS).

Track, Optimization and Systems Theory (OSYT)

Courses (OSYT)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM

At least two of the conditionally elective courses SF2822, SF2842, SF2852, SF2935 and SF2942 should be chosen.

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
SF2832 Mathematical Systems Theory 50171 7.5 hp 7.5
SF2812 Applied Linear Optimization 60154 7.5 hp 7.5
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0

At least two of the conditionally elective courses SF2822, SF2842, SF2852, SF2935 and SF2942 should be chosen.

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
SF2852 Optimal Control Theory 50214 7.5 hp 7.5
SF2935 Modern Methods of Statistical Learning 50348 7.5 hp 7.5
SF2942 Portfolio Theory and Risk Management 50488 7.5 hp 7.5
SF2842 Geometric Control Theory 60131 7.5 hp 7.5
SF2822 Applied Nonlinear Optimization 60133 7.5 hp 7.5

Track, Software Engineering (PUET)

Courses (PUET)

Studies on advanced level, year 4 and 5, within the MSc in Engineering programme Industrial Engineering and Management takes place within framework of the Master program Industrial Engineering and Management - TIEMM.

Course DD2480 expire as from batch-21.

Course DD2459 is mandatory as from batch-21 (CINEK-18)

DD2258 can be chosen instead of DH2320

After completing your education, you can, in addition to a MSc in Engineering in Industrial Engineering and Management, apply for a general master's degree in Computer Science and Computer Engineering, or a master's degree in Industrial Management. NOTE! Different conditions apply depending on which master's degree you want to apply for. 

Mandatory courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2395 Computer Security CINEK students chose DD1389 instead if DD2395 was attended year 3 51273 6.0 hp 6.0
ME2311 Leadership and Organizational Change 50241 6.0 hp 3.0 3.0
DD2380 Artificial Intelligence 51272 6.0 hp 6.0
DD2459 Software Reliability 60160 7.5 hp 7.5
ME2312 Advanced Studies in Industrial Economics and Management 61560 12.0 hp 6.0 6.0

The conditionally elective courses can be chosen year 1 or two.

DD2352 can be chosen instead of DD2350

Conditionally elective courses

Course code and name Appl.code Scope P1 P2 P3 P4
DD2443 Parallel and Distributed Computing *2 51281 7.5 hp 7.5
DD2496 Privacy Enhancing Technologies *2 52141 7.5 hp 7.5
IK2218 Protocols and Principles of the Internet *1 51275 6.0 hp 6.0
DD2350 Algorithms, Data Structures and Complexity *1 50891 9.5 hp 6.0 3.5
DD2440 Advanced Algorithms *1 50559 6.0 hp 1.5 4.5
DD2487 Large-Scale Software Development *2 51060 7.5 hp 7.5
DD2497 Project course in System Security *2 51083 7.5 hp 7.5
DD2520 Applied Cryptography *2 60992 7.5 hp 7.5
DH2642 Interaction Programming and the Dynamic Web *2 60546 7.5 hp 4.5 3.0
DD2448 Foundations of Cryptography *2 60388 7.5 hp 7.5
DD2460 Software Safety and Security *2 60995 7.5 hp 7.5
DD2481 Principles of Programming Languages *2 61003 7.5 hp 7.5
DD2482 Automated Software Testing and DevOps *2 61000 7.5 hp 7.5
DD2525 Language-Based Security *1 60998 7.5 hp 7.5

Recommended courses

Course code and name Appl.code Scope P1 P2 P3 P4
DH2320 Introduction to Visualization and Computer Graphics Compulsory within Master degree in Computer Science 60829 6.0 hp 6.0