Study year 2

Master's Programme, ICT Innovation, 120 credits (TIVNM), Programme syllabus for studies starting in autumn 2019

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.

Specialisations

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
DA258X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60478 30.0 hp 15.0 15.0
EA258X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60475 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
EL2820 Modelling of Dynamical Systems 50762 7.5 hp 7.5
IL2206 Embedded Systems 50651 7.5 hp 7.5
EL2320 Applied Estimation 50687 7.5 hp 7.5
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning 50682 7.5 hp 7.5
DD2380 Artificial Intelligence 60583 6.0 hp 6.0

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
DA256X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60477 30.0 hp 15.0 15.0
EA256X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60474 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
EL2820 Modelling of Dynamical Systems 50762 7.5 hp 7.5
IL2206 Embedded Systems 50651 7.5 hp 7.5
EL2320 Applied Estimation 50687 7.5 hp 7.5
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning 50682 7.5 hp 7.5
DD2380 Artificial Intelligence 60583 6.0 hp 6.0

Degree project 30 credits advanced level is mandatory during the spring term.

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
DA256X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60477 30.0 hp 15.0 15.0
EA256X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60474 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
ID2207 Modern Methods in Software Engineering 51071 7.5 hp 7.5
EP2420 Network Analytics 50631 7.5 hp 7.5
EP2500 Networked Systems Security 50598 7.5 hp 7.5
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
ID2222 Data Mining 50683 7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning 50682 7.5 hp 7.5
IK2206 Internet Security and Privacy 51129 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
DA258X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60478 30.0 hp 15.0 15.0
EA258X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60475 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
ID2207 Modern Methods in Software Engineering 51071 7.5 hp 7.5
EP2420 Network Analytics 50631 7.5 hp 7.5
EP2500 Networked Systems Security 50598 7.5 hp 7.5
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
ID2222 Data Mining 50683 7.5 hp 7.5
ID2223 Scalable Machine Learning and Deep Learning 50682 7.5 hp 7.5
IK2206 Internet Security and Privacy 51129 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
ID2221 Data-Intensive Computing 50686 7.5 hp 7.5
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
ID2222 Data Mining 50683 7.5 hp 7.5
DA258X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60478 30.0 hp 15.0 15.0
EA258X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60475 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
DD2257 Visualization 50670 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 50603 7.5 hp 7.5
DD2434 Machine Learning, Advanced Course 50618 7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science 50689 6.0 hp 6.0
ID2223 Scalable Machine Learning and Deep Learning 50682 7.5 hp 7.5
ID2225 Learning Machines 51519 7.5 hp 7.5
DD2380 Artificial Intelligence 60583 6.0 hp 6.0
DD2437 Artificial Neural Networks and Deep Architectures 60575 7.5 hp 7.5
ID2203 Distributed Systems, Advanced Course 60720 7.5 hp 7.5
DD2476 Search Engines and Information Retrieval Systems 60493 9.0 hp 6.0 3.0
DD2418 Language Engineering 60512 6.0 hp 6.0
DD2424 Deep Learning in Data Science 60491 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
ID2221 Data-Intensive Computing 50686 7.5 hp 7.5
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
ID2222 Data Mining 50683 7.5 hp 7.5
DA256X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60477 30.0 hp 15.0 15.0
EA256X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60474 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
DD2257 Visualization 50670 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 50603 7.5 hp 7.5
DD2434 Machine Learning, Advanced Course 50618 7.5 hp 7.5
DD2447 Statistical Methods in Applied Computer Science 50689 6.0 hp 6.0
ID2223 Scalable Machine Learning and Deep Learning 50682 7.5 hp 7.5
ID2225 Learning Machines 51519 7.5 hp 7.5
DD2380 Artificial Intelligence 60583 6.0 hp 6.0
DD2437 Artificial Neural Networks and Deep Architectures 60575 7.5 hp 7.5
ID2203 Distributed Systems, Advanced Course 60720 7.5 hp 7.5
DD2476 Search Engines and Information Retrieval Systems 60493 9.0 hp 6.0 3.0
DD2418 Language Engineering 60512 6.0 hp 6.0
DD2424 Deep Learning in Data Science 60491 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
DH2400 Physical Interaction Design and Realization 51590 7.5 hp 7.5
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
ID2216 Developing Mobile Applications 50480 7.5 hp 7.5
DA258X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60478 30.0 hp 15.0 15.0
EA258X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60475 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
DT2140 Multimodal Interaction and Interfaces 50460 7.5 hp 7.5
IK2560 Mobile Networks and Services 51130 7.5 hp 7.5
II2302 Sensor Based Systems 60180 7.5 hp 7.5
DH2670 Haptics, Tactile and Tangible Interaction 60445 7.5 hp 7.5
ID2012 Ubiquitous Computing 60712 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
DH2400 Physical Interaction Design and Realization 51590 7.5 hp 7.5
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
ID2216 Developing Mobile Applications 50480 7.5 hp 7.5
DA256X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60477 30.0 hp 15.0 15.0
EA256X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60474 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
DT2140 Multimodal Interaction and Interfaces 50460 7.5 hp 7.5
IK2560 Mobile Networks and Services 51130 7.5 hp 7.5
II2302 Sensor Based Systems 60180 7.5 hp 7.5
DH2670 Haptics, Tactile and Tangible Interaction 60445 7.5 hp 7.5
ID2012 Ubiquitous Computing 60712 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
IL2203 Digital Design and Validation using Hardware Description Languages 51181 9.0 hp 9.0
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
DA256X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60477 30.0 hp 15.0 15.0
EA256X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60474 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
IS2500 RFID Systems 51191 7.5 hp 7.5
II2300 Product Realization Processes I 51074 7.5 hp 7.5
IL2225 Embedded Hardware Design in ASIC and FPGA 51179 7.5 hp 7.5
IL2230 Hardware Architectures for Deep Learning 51190 7.5 hp 7.5
II2302 Sensor Based Systems 60180 7.5 hp 7.5
IL2236 Embedded Many-Core Architectures 60796 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
IL2203 Digital Design and Validation using Hardware Description Languages 51181 9.0 hp 9.0
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
DA258X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60478 30.0 hp 15.0 15.0
EA258X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60475 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
IS2500 RFID Systems 51191 7.5 hp 7.5
II2300 Product Realization Processes I 51074 7.5 hp 7.5
IL2225 Embedded Hardware Design in ASIC and FPGA 51179 7.5 hp 7.5
IL2230 Hardware Architectures for Deep Learning 51190 7.5 hp 7.5
II2302 Sensor Based Systems 60180 7.5 hp 7.5
IL2236 Embedded Many-Core Architectures 60796 7.5 hp 7.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
EQ2425 Analysis and Search of Visual Data
At least one of EQ2330, EQ2425 must be taken (the one not chosen as mandatory can still be taken as elective)
50624 7.5 hp 7.5
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
EQ2330 Image and Video Processing
At least one of EQ2330, EQ2425 must be taken (the one not chosen as mandatory can still be taken as elective)
50605 7.5 hp 7.5
DA256X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60477 30.0 hp 15.0 15.0
EA256X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA256X, EA256X
60474 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
EQ2415 Machine Learning and Data Science 50617 7.5 hp 7.5
EL2805 Reinforcement Learning 50794 7.5 hp 7.5
EQ2300 Digital Signal Processing 50609 7.5 hp 7.5
EQ2310 Digital Communications 50610 9.0 hp 8.5 0.5
EQ2321 Speech and Audio Processing 60426 7.5 hp 7.5
EQ2401 Adaptive Signal Processing 60415 7.5 hp 7.5
EQ2411 Advanced Digital Communications 60410 7.5 hp 7.5
EQ2461 Seminars in Information and Network Engineering 60421 3.0 hp 1.5 1.5

In accordance with KTH's regulations, a mandatory course in Research Methodology and Scientific Writing 7,5 credits needs to be included. This course can be taken anytime during the studies. Currently, the following courses are offered:

  • II2202 Research Methodology and Scientific Writing 7,5 credits
  • AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science 7,5 credits
Mandatory Appl.code Scope Study period
 1   2   3   4 
EQ2425 Analysis and Search of Visual Data
At least one of EQ2330, EQ2425 must be taken (the one not chosen as mandatory can still be taken as elective)
50624 7.5 hp 7.5
ME2096 ICT Innovation Study Project 51583 6.0 hp 6.0
EQ2330 Image and Video Processing
At least one of EQ2330, EQ2425 must be taken (the one not chosen as mandatory can still be taken as elective)
50605 7.5 hp 7.5
DA258X Degree Project in Computer Science and Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60478 30.0 hp 15.0 15.0
EA258X Degree Project in Electrical Engineering, specialising in ICT Innovation, Second Cycle
Choose one of DA258X, EA258X
60475 30.0 hp 15.0 15.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
One of II2202, AK2036 shall be choosen
50408 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
One of II2202, AK2036 shall be choosen
51491 7.5 hp 4.0 3.5
Optional Appl.code Scope Study period
 1   2   3   4 
EQ2415 Machine Learning and Data Science 50617 7.5 hp 7.5
EL2805 Reinforcement Learning 50794 7.5 hp 7.5
EQ2300 Digital Signal Processing 50609 7.5 hp 7.5
EQ2310 Digital Communications 50610 9.0 hp 8.5 0.5
EQ2321 Speech and Audio Processing 60426 7.5 hp 7.5
EQ2401 Adaptive Signal Processing 60415 7.5 hp 7.5
EQ2411 Advanced Digital Communications 60410 7.5 hp 7.5
EQ2461 Seminars in Information and Network Engineering 60421 3.0 hp 1.5 1.5