Study year 1

Master's Programme, ICT Innovation, 120 credits (TIVNM), Programme syllabus for studies starting in autumn 2020

The following courses are part of study year one.

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

Mandatory Appl.code Scope Study period
 1   2   3   4 
DD2410 Introduction to Robotics 50645 7.5 hp 7.5
DD2421 Machine Learning 50690 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
EQ2425 Analysis and Search of Visual Data 50624 7.5 hp 7.5
EQ2871 Cyber-Physical Networking 50236 7.5 hp 7.5
IL2206 Embedded Systems 50651 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 50603 7.5 hp 7.5
EL1010 Automatic Control, General Course 50128 6.0 hp 6.0
DD2380 Artificial Intelligence 60583 6.0 hp 6.0
EL2450 Hybrid and Embedded Control Systems 60594 7.5 hp 7.5
EQ2321 Speech and Audio Processing 60426 7.5 hp 7.5
II2302 Sensor Based Systems 60180 7.5 hp 7.5
DD2424 Deep Learning in Data Science 60491 7.5 hp 7.5
EL2520 Control Theory and Practice, Advanced Course 60555 7.5 hp 7.5
EQ2341 Pattern Recognition and Machine Learning 60413 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
DD2410 Introduction to Robotics 50645 7.5 hp 7.5
DD2421 Machine Learning 50690 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
EQ2425 Analysis and Search of Visual Data 50624 7.5 hp 7.5
EQ2871 Cyber-Physical Networking 50236 7.5 hp 7.5
IL2206 Embedded Systems 50651 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 50603 7.5 hp 7.5
EL1010 Automatic Control, General Course 50128 6.0 hp 6.0
DD2380 Artificial Intelligence 60583 6.0 hp 6.0
EL2450 Hybrid and Embedded Control Systems 60594 7.5 hp 7.5
EQ2321 Speech and Audio Processing 60426 7.5 hp 7.5
II2302 Sensor Based Systems 60180 7.5 hp 7.5
DD2424 Deep Learning in Data Science 60491 7.5 hp 7.5
EL2520 Control Theory and Practice, Advanced Course 60555 7.5 hp 7.5
EQ2341 Pattern Recognition and Machine Learning 60413 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
Can be taken in year 1 or in year 2
50408 7.5 hp 7.5
ID2221 Data-Intensive Computing 50686 7.5 hp 7.5
IK2215 Advanced Internetworking 51128 7.5 hp 7.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
EP2200 Queuing Theory and Teletraffic Systems 60416 7.5 hp 7.5
ID2203 Distributed Systems, Advanced Course 60720 7.5 hp 7.5
EP2950 Wireless Networks 60417 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
AK2036 Theory and Methodology of Science with Applications (Natural and Technological Science)
Can be taken in year 1 or in year 2
50408 7.5 hp 7.5
ID2221 Data-Intensive Computing 50686 7.5 hp 7.5
IK2215 Advanced Internetworking 51128 7.5 hp 7.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
EP2200 Queuing Theory and Teletraffic Systems 60416 7.5 hp 7.5
ID2203 Distributed Systems, Advanced Course 60720 7.5 hp 7.5
EP2950 Wireless Networks 60417 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
DD2421 Machine Learning 50690 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ID2214 Programming for Data Science 51521 7.5 hp 7.5
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ID2211 Data Mining, Basic Course 61076 7.5 hp 7.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
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
Mandatory Appl.code Scope Study period
 1   2   3   4 
DD2421 Machine Learning 50690 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ID2214 Programming for Data Science 51521 7.5 hp 7.5
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ID2211 Data Mining, Basic Course 61076 7.5 hp 7.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
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
Mandatory Appl.code Scope Study period
 1   2   3   4 
IC1007 Human-computer Interaction: Principles and Design 50343 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
DH2628 Interaction Design Methods 60469 7.5 hp 7.5
DH2632 Human-Computer Interaction, Research Seminars 60533 3.0 hp 1.5 1.5
DH2642 Interaction Programming and the Dynamic Web 60448 7.5 hp 4.5 3.0
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
DH2408 Evaluation Methods in Human-Computer Interaction 50650 6.0 hp 6.0
DT2140 Multimodal Interaction and Interfaces 50460 7.5 hp 7.5
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
DD2421 Machine Learning 60334 7.5 hp 7.5
DH2670 Haptics, Tactile and Tangible Interaction 60445 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
IC1007 Human-computer Interaction: Principles and Design 50343 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
DH2628 Interaction Design Methods 60469 7.5 hp 7.5
DH2632 Human-Computer Interaction, Research Seminars 60533 3.0 hp 1.5 1.5
DH2642 Interaction Programming and the Dynamic Web 60448 7.5 hp 4.5 3.0
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
DH2408 Evaluation Methods in Human-Computer Interaction 50650 6.0 hp 6.0
DT2140 Multimodal Interaction and Interfaces 50460 7.5 hp 7.5
ID2209 Distributed Artificial Intelligence and Intelligent Agents 50508 7.5 hp 7.5
DD2421 Machine Learning 60334 7.5 hp 7.5
DH2670 Haptics, Tactile and Tangible Interaction 60445 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
IL2206 Embedded Systems 50651 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ID2202 Compilers and Execution Environments 50505 7.5 hp 7.5
IL2212 Embedded Software 60808 7.5 hp 7.5
IS2202 Computer Systems Architecture 60791 7.5 hp 7.5
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5

Students going to exits Aalto, TU Berlin, TU Eindhoven do only have mandatory courses in year 1. Other exits can chose more freely.

 

Mandatory Appl.code Scope Study period
 1   2   3   4 
IL2206 Embedded Systems 50651 7.5 hp 7.5
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
ID2202 Compilers and Execution Environments
Mandatory for INSY exit Aalto, TU Berlin, TU Eindhoven. Elective for others.
50505 7.5 hp 7.5
IL2212 Embedded Software
Mandatory for INSY exit Aalto, TU Berlin, TU Eindhoven. Elective for others.
60808 7.5 hp 7.5
IS2202 Computer Systems Architecture
Mandatory for INSY exit Aalto, TU Berlin, TU Eindhoven. Elective for others.
60791 7.5 hp 7.5
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
IL2225 Embedded Hardware Design in ASIC and FPGA
Elective for INSY exit UNITN, TUCS, BME
51179 7.5 hp 7.5
IL2238 Fundamentals of Integrated Electronics
Elective for INSY exit UNITN, TUCS, BME
51123 7.5 hp 7.5
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
II2302 Sensor Based Systems
Elective for INSY exit UNITN, TUCS, BME
60180 7.5 hp 7.5
ID2218 Design of Fault-tolerant Systems
Elective for INSY exit UNITN, TUCS, BME
60815 7.5 hp 7.5
IL2237 Electronic Systems Design
Elective for INSY exit UNITN, TUCS, BME
60787 7.5 hp 7.5
IL2239 Analog-Digital Interfaces
Elective for INSY exit UNITN, TUCS, BME
60788 7.5 hp 7.5
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
DH2320 Introduction to Visualization and Computer Graphics 60528 6.0 hp 6.0
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
EP2120 Internetworking
Mandatory for students with exit Aalto, BME. Elective for others
50604 7.5 hp 7.5
EQ1220 Signal Theory
Mandatory for students with exit Sorbonne, UniTN. Elective for others.
50612 7.5 hp 7.5
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
DH2642 Interaction Programming and the Dynamic Web
Mandatory for students with exit Aalto. Elective for others
60448 7.5 hp 4.5 3.0
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
DD2257 Visualization 50670 7.5 hp 7.5
DD2421 Machine Learning 50690 7.5 hp 7.5
EQ2425 Analysis and Search of Visual Data 50624 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 50603 7.5 hp 7.5
EP2200 Queuing Theory and Teletraffic Systems 60416 7.5 hp 7.5
EQ2845 Information Theory and Source Coding 60420 7.5 hp 7.5
DD2476 Search Engines and Information Retrieval Systems 60493 9.0 hp 6.0 3.0
EQ2461 Seminars in Information and Network Engineering 60421 3.0 hp 1.5 1.5
DH2323 Computer Graphics and Interaction 60484 6.0 hp 6.0
EQ2341 Pattern Recognition and Machine Learning 60413 7.5 hp 7.5
Mandatory Appl.code Scope Study period
 1   2   3   4 
II2202 Research Methodology and Scientific Writing
Can be taken in year 1 or in year 2
51491 7.5 hp 4.0 3.5
ME2072 Entrepreneurship for Engineers 50450 6.0 hp 3.0 3.0
DH2320 Introduction to Visualization and Computer Graphics 60528 6.0 hp 6.0
ME2073 Business Development Lab of Entrepreneurship Engineers 60275 9.0 hp 4.5 4.5
ME2078 Summer Course- Entrepreneurship for Engineers 61035 4.0 hp 4.0

Conditionally elective Appl.code Scope Study period
 1   2   3   4 
EP2120 Internetworking
Mandatory for students with exit Aalto, BME. Elective for others
50604 7.5 hp 7.5
EQ1220 Signal Theory
Mandatory for students with exit Sorbonne, UniTN. Elective for others.
50612 7.5 hp 7.5
ME2094 Internet Marketing
One of ME2062, ME2094, ME2095 shall be choosen
51489 7.5 hp 7.5
DH2642 Interaction Programming and the Dynamic Web
Mandatory for students with exit Aalto, elective for others
60448 7.5 hp 4.5 3.0
ME2062 Technology-based Entrepreneurship
One of ME2062, ME2094, ME2095 shall be choosen
60283 7.5 hp 7.5
ME2095 e-Business Strategies
One of ME2062, ME2094, ME2095 shall be choosen
61032 7.5 hp 7.5
Optional Appl.code Scope Study period
 1   2   3   4 
DD2257 Visualization 50670 7.5 hp 7.5
DD2421 Machine Learning 50690 7.5 hp 7.5
EQ2425 Analysis and Search of Visual Data 50624 7.5 hp 7.5
DD2423 Image Analysis and Computer Vision 50603 7.5 hp 7.5
EP2200 Queuing Theory and Teletraffic Systems 60416 7.5 hp 7.5
EQ2845 Information Theory and Source Coding 60420 7.5 hp 7.5
DD2476 Search Engines and Information Retrieval Systems 60493 9.0 hp 6.0 3.0
EQ2461 Seminars in Information and Network Engineering 60421 3.0 hp 1.5 1.5
DH2323 Computer Graphics and Interaction 60484 6.0 hp 6.0
EQ2341 Pattern Recognition and Machine Learning 60413 7.5 hp 7.5