Information and Communications Technology (International), S23: Data Networks and Cybersecurity
Code: PINFOS23
Descriptions
Information and Communications Technology (ICT) deals with technologies, methods and tools such as software applications, data networks and cybersecurity, games and hi-tech electronic devices and systems. This programme offers you versatile opportunities as a future ICT professional. The extent of the Bachelor of Engineering degree programme is 240 ECTS credits and the planned duration of the studies is four years. The degree is placed on level 6 in the Finnish national qualifications framework.
An ICT engineering graduate has wide and practically-oriented fundamental knowledge and skills. After graduation, you are able to follow and contribute to the development of your field. Your studies will strengthen your capabilities to promote life-long learning, your language and communication skills, and prepare you for working in international environment. Typical entry-level positions of ICT engineering graduates include Game Developer, Hardware Engineer, Project Engineer, Software Designer, and System Administrator.
Objective
Basic Studies contain fundamentals of Science and ICT, language and communication courses, and coaching in study skills. Basic studies take place during the first and the second study year, and they guide you into the topics of your future professional field. The main goal is to build solid fundamental knowledge and skills required in the professional studies.
Professional Studies focus mainly on more advanced topics in our ICT competence tracks and their applications, as well as business and entrepreneurship topics. Most of the advanced professional studies take place during the third and fourth year.
Competence tracks
Data Networks and Cybersecurity studies focus on securing the ICT infrastructure. Cybersecurity topics are covered widely including both risk management and technical cybersecurity. The students will also encounter topics such as designing, operating and managing various wired and wireless network configurations. Graduates will find employment, for example, as cybersecurity specialists, in ICT companies and ICT functions in various industries.
Embedded Software and IoT focuses on design and implementation of network connected microcontroller systems such as fitness devices, mobile phones, robots, and future vehicles. The studies include both hardware and software design in wired and wireless environment. Graduated students are typically employed in product development tasks in industry.
An engineer specialized in Game and Interactive Technologies has the ability to create technology and art interfaces ranging from playful user interface design and gamification to high-end entertainment games. The graduates are able to develop game applications using state-of-the-art platforms, and to efficiently work as members of a game production team or other teams that employ game technology expertise in their product portfolio.
Health Technology studies combine competence in ICT and healthcare sector. The studies include user-oriented design, product development for medical devices, healthcare industry know-how and information system design. Application areas include e.g. personal care aids and health care information systems. Graduates work in product development and expert positions for both the private and public sectors.
Software Engineering and Project Management studies concentrate on mobile and web development as well as on project management and the software industry. Majority of the studies consists of project work in the learning environment called theFIRMA or in local software companies. In addition to technical knowledge, the studies also cover project productization and project management aspects. After graduation, possible work titles can be software engineer and project manager. Some graduates run their own business.
Data Engineering and AI studies concentrate on designing data models, automating data pipelines, and working with massive datasets. AI is accomplished by studying the patterns of the human brain and by analyzing the cognitive process. The outcome of these studies develops intelligent software and systems. Graduates work with people in roles like data warehouse engineer, data platform engineer, data infrastructure engineer, analytics engineer, data architect, and devops engineer. A devops engineer must have skills that span both development and operations
Development
The degree programme is implemented following TUAS Innovation Pedagogy principles and methods of active learning. The learning process is supported by lectures, laboratory exercises, virtual courses, seminar presentations, and project work. In group work you get to train your team work and communication skills. We incorporate our students in hands-on projects from the beginning.
The studies typically contain several real-life research and development projects that are implemented together with local companies. It is possible to include studies from other degree programmes and universities in your professional studies. Summer semester gives you an opportunity to study in the summer and even speed up your studies.
As a part of your studies, you can work in real life projects in the FIRMA, our project learning environment. You can start working there at any point of your studies.
Many ICT engineers work at some point either as an independent entrepreneur or as a responsible manager or expert. To develop your entrepreneurial skills, you can carry out study projects, internships or thesis project for your own company.
Further information
Assessment is continuous and different assessment methods are used depending on the learning objectives of each course or assignment. The assessment can be done based on a specific outcome (e.g. a report or a seminar presentation), a process (e.g. one’s activity and performance during the course) or both. The student gets regular feedback from the teachers and tutors. In addition, peer and self-assessment, as well as stakeholder evaluation can be used when appropriate. Most of the courses are assessed using the scale 0 – 5, in which the grade one (1) represents the lowest accepted and the grade five (5) the best grade.
Description
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Code | Name | Credits (cr) | 2023-2024 | 2024-2025 | 2025-2026 | 2026-2027 | Autumn 2023 | Spring 2024 | Autumn 2024 | Spring 2025 | Autumn 2025 | Spring 2026 | Autumn 2026 | Spring 2027 | 1. / 2023 | 2. / 2023 | 3. / 2024 | 4. / 2024 | 5. / 2024 | 1. / 2024 | 2. / 2024 | 3. / 2025 | 4. / 2025 | 5. / 2025 | 1. / 2025 | 2. / 2025 | 3. / 2026 | 4. / 2026 | 5. / 2026 | 1. / 2026 | 2. / 2026 | 3. / 2027 | 4. / 2027 | 5. / 2027 |
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CORE COMPETENCE
(Choose ects: 210) |
210 | |||||||||||||||||||||||||||||||||
PINFOS23-1001 |
Working Life Skills for Engineers 1
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
5000BH71 | Project Hatchery | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5051111 | Introduction to Programming | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
1001005 | English Professional Skills, B2 | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1062 |
Engineering Tools 1
(Choose one) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
PINFOS23-1050 |
Engineering Tools 1 (AB)
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00CE17 | Introduction to Mathematics and Physics | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TE00CE12 | Introduction to Electronics | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
Finnish language
(Choose one) |
5 | 1 | 1 | 0.5 | 0.5 | |||||||||||||||||||||||||||||
5071130 | Finnish 1 | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TT00BU34 | Finnish Language and Communication | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1051 |
Engineering Tools 1 (C)
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00CE16 | Engineering Precalculus | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TE00BZ99 | Engineering Physics | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
Finnish language
(Choose one) |
5 | 1 | 1 | 0.5 | 0.5 | |||||||||||||||||||||||||||||
5071130 | Finnish 1 | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TT00BU34 | Finnish Language and Communication | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1003 |
Working Life Skills for Engineers 2
(Choose all) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
5000BL69 | Product Development | 7 | 7 | 7 | 2.3 | 2.3 | 2.3 | |||||||||||||||||||||||||||
5000BL70 | Introduction to Competence Tracks | 3 | 3 | 3 | 1 | 1 | 1 | |||||||||||||||||||||||||||
5051215 | Internet Networks and Security | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS23-1063 |
Engineering Tools 2
(Choose one) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
PINFOS23-1053 |
Engineering Tools 2 (AB)
(Choose all) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
5051115 | Measurements in Physics | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00BZ99 | Engineering Physics | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CE16 | Engineering Precalculus | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS23-1004 |
Engineering Tools 2 (C)
(Choose all) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
5051115 | Measurements in Physics | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CE12 | Introduction to Electronics | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CE14 | Calculus | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS23-1064 |
Engineering Tools 3
(Choose one) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
PINFOS23-1054 |
Engineering Tools 3 (AB)
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00CE14 | Calculus | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5000BL73 | Application Programming | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5000BX83 | Basic Academic Writing | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1055 |
Engineering Tools 3 (C)
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00CE13 | Topics in Applied Mathematics | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5000BL73 | Application Programming | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5000BX83 | Basic Academic Writing | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1056 |
Engineering Tools 4 (AB)
(Choose all) |
5 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
TE00CE13 | Topics in Applied Mathematics | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS23-1007 |
DATA NETWORKS AND CYBERSECURITY
(Choose all) |
90 | ||||||||||||||||||||||||||||||||
PINFOS23-1008 |
DNCS introduction module
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00BU11 | Introduction to Networks | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5051265 | Linux and Virtualization | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TT00BO26 | Programming for networks and information security | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1009 |
Networking Theory and Skills
(Choose ects: 15) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
TE00BL63 | Network Security | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00BU42 | Routing, Switching and Wireless Essentials | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00BU43 | Enterprise Networking, Security and Automation | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CY44 | Cyber Protection Team 1 | 5 | 5 | 10 | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | 2.5 | 2.5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||
PINFOS23-1010 |
Cybersecurity for Business and Industry
(Choose ects: 15) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
3011369 | Information Security Risk Management | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
5051245 | Operational Security | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TT00CD89 | Wireless Communications Systems | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1011 |
Cybersecurity for Networked Systems
(Choose ects: 15) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
5051244 | Information Security Testing and Assessment | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00BZ70 | Cybersecurity Situational Awareness | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CP91 | Advanced Information Security Risk Management | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS23-1006 |
Project Skills and Entrepreneurship
(Choose all) |
15 | ||||||||||||||||||||||||||||||||
TE00BL66 | Innovation Project | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
TE00CS11 | Statistics and Probability | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1013 |
R&D Project Implementation
(Choose all) |
15 | 2 | 1 | 1 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | ||||||||||||||||||||||||
5051270 | R&D Project | 10 | 10 | 5 | 5 | 2.5 | 2.5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||
TT00CD80 | Cybersecurity in Industrial Networks | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS23-1046 |
Practical training
(Choose all) |
30 | 1 | 1 | 1 | 1 | 1 | 1 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | 0.3 | |||||||||||||||||
5000BM82 | Basic Practice | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
5000BM83 | Field-Specific Practice | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
5000BM84 | Professional Practice | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
PINFOS23-1047 |
Bachelor thesis
(Choose all) |
15 | 2 | 1 | 1 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | ||||||||||||||||||||||||
TE00BM91 | Thesis | 15 | 15 | 7.5 | 7.5 | 3.8 | 3.8 | 2.5 | 2.5 | 2.5 | ||||||||||||||||||||||||
COMPLEMENTARY COMPETENCE
(Choose ects: 30) |
30 | |||||||||||||||||||||||||||||||||
PINFOS23-1048 |
OPTIONAL STUDIES
(Choose ects: 30) |
30 | ||||||||||||||||||||||||||||||||
TE00CP60 | International Students Orientation 101 | 1 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00CJ64 | MATLAB Basics for ICT | 3 | 2 | 2 | 0.7 | 0.7 | 0.7 | |||||||||||||||||||||||||||
PINFOS23-1049 |
Swedish Business Communication, B1
(Choose all) |
3 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
100115 | Swedish for Working Life, Written Communication (replacing compulsory Swedish) | 2 | 2 | 2 | 1 | 1 | ||||||||||||||||||||||||||||
100114 | Swedish for Working Life, Oral Communication (replacing compulsory Swedish) | 1 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
Total | 240 | 113 | 83 | 65 | 30 | 56 | 57 | 48 | 35 | 25 | 40 | 17.5 | 12.5 | 28 | 28 | 19.2 | 19.2 | 19.2 | 24 | 24 | 11.8 | 11.8 | 11.8 | 12.5 | 12.5 | 13.4 | 13.4 | 13.4 | 8.8 | 8.8 | 4.2 | 4.2 | 4.2 |
Due to the timing of optional and elective courses, credit accumulation per semester / academic year may vary.
Code | Name | Credits (cr) |
---|---|---|
CORE COMPETENCE
(Choose ects: 210) |
210 | |
PINFOS23-1001 |
Working Life Skills for Engineers 1
(Choose all) |
15 |
5000BH71 | Project Hatchery | 5 |
5051111 | Introduction to Programming | 5 |
1001005 | English Professional Skills, B2 | 5 |
PINFOS23-1062 |
Engineering Tools 1
(Choose one) |
15 |
PINFOS23-1050 |
Engineering Tools 1 (AB)
(Choose all) |
15 |
TE00CE17 | Introduction to Mathematics and Physics | 5 |
TE00CE12 | Introduction to Electronics | 5 |
Finnish language
(Choose one) |
5 | |
5071130 | Finnish 1 | 5 |
TT00BU34 | Finnish Language and Communication | 5 |
PINFOS23-1051 |
Engineering Tools 1 (C)
(Choose all) |
15 |
TE00CE16 | Engineering Precalculus | 5 |
TE00BZ99 | Engineering Physics | 5 |
Finnish language
(Choose one) |
5 | |
5071130 | Finnish 1 | 5 |
TT00BU34 | Finnish Language and Communication | 5 |
PINFOS23-1003 |
Working Life Skills for Engineers 2
(Choose all) |
15 |
5000BL69 | Product Development | 7 |
5000BL70 | Introduction to Competence Tracks | 3 |
5051215 | Internet Networks and Security | 5 |
PINFOS23-1063 |
Engineering Tools 2
(Choose one) |
15 |
PINFOS23-1053 |
Engineering Tools 2 (AB)
(Choose all) |
15 |
5051115 | Measurements in Physics | 5 |
TE00BZ99 | Engineering Physics | 5 |
TE00CE16 | Engineering Precalculus | 5 |
PINFOS23-1004 |
Engineering Tools 2 (C)
(Choose all) |
15 |
5051115 | Measurements in Physics | 5 |
TE00CE12 | Introduction to Electronics | 5 |
TE00CE14 | Calculus | 5 |
PINFOS23-1064 |
Engineering Tools 3
(Choose one) |
15 |
PINFOS23-1054 |
Engineering Tools 3 (AB)
(Choose all) |
15 |
TE00CE14 | Calculus | 5 |
5000BL73 | Application Programming | 5 |
5000BX83 | Basic Academic Writing | 5 |
PINFOS23-1055 |
Engineering Tools 3 (C)
(Choose all) |
15 |
TE00CE13 | Topics in Applied Mathematics | 5 |
5000BL73 | Application Programming | 5 |
5000BX83 | Basic Academic Writing | 5 |
PINFOS23-1056 |
Engineering Tools 4 (AB)
(Choose all) |
5 |
TE00CE13 | Topics in Applied Mathematics | 5 |
PINFOS23-1007 |
DATA NETWORKS AND CYBERSECURITY
(Choose all) |
90 |
PINFOS23-1008 |
DNCS introduction module
(Choose all) |
15 |
TE00BU11 | Introduction to Networks | 5 |
5051265 | Linux and Virtualization | 5 |
TT00BO26 | Programming for networks and information security | 5 |
PINFOS23-1009 |
Networking Theory and Skills
(Choose ects: 15) |
15 |
TE00BL63 | Network Security | 5 |
TE00BU42 | Routing, Switching and Wireless Essentials | 5 |
TE00BU43 | Enterprise Networking, Security and Automation | 5 |
TE00CY44 | Cyber Protection Team 1 | 5 |
PINFOS23-1010 |
Cybersecurity for Business and Industry
(Choose ects: 15) |
15 |
3011369 | Information Security Risk Management | 5 |
5051245 | Operational Security | 5 |
TT00CD89 | Wireless Communications Systems | 5 |
TE00CZ36 | Cyber Protection Team 2 | 5 |
PINFOS23-1011 |
Cybersecurity for Networked Systems
(Choose ects: 15) |
15 |
5051244 | Information Security Testing and Assessment | 5 |
TE00BZ70 | Cybersecurity Situational Awareness | 5 |
TE00CP91 | Advanced Information Security Risk Management | 5 |
TE00CZ37 | Cyber Protection Team 3 | 5 |
PINFOS23-1006 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
TE00BL66 | Innovation Project | 10 |
TE00CS11 | Statistics and Probability | 5 |
PINFOS23-1013 |
R&D Project Implementation
(Choose all) |
15 |
5051270 | R&D Project | 10 |
TT00CD80 | Cybersecurity in Industrial Networks | 5 |
PINFOS23-1014 |
EMBEDDED SOFTWARE AND IOT
(Choose all) |
90 |
PINFOS23-1016 |
Software Tools
(Choose all) |
15 |
5051125 | Object-Oriented Programming | 5 |
5051260 | Data Structures and Algorithms | 5 |
5051226 | System Software | 5 |
PINFOS23-1015 |
IoT
(Choose all) |
15 |
5051224 | IoT Essentials | 5 |
5000BL72 | IoT Big Data and Analytics | 5 |
5000BO10 | IoT Security | 5 |
PINFOS23-1017 |
Hardware Tools
(Choose all) |
15 |
5051158 | VHDL | 5 |
5051225 | Electronics | 5 |
5051229 | Sensors and Signal Conditioning | 5 |
PINFOS23-1018 |
Linux Systems
(Choose all) |
15 |
5051227 | Embedded Linux | 15 |
PINFOS23-1057 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
TE00BL66 | Innovation Project | 10 |
TE00CS11 | Statistics and Probability | 5 |
PINFOS23-1019 |
System Design
(Choose all) |
15 |
5051269 | R&D Project | 15 |
PINFOS23-1020 |
GAME AND INTERACTIVE TECHNOLOGIES
(Choose all) |
90 |
PINFOS23-1021 |
Game Development Introduction
(Choose all) |
15 |
5051259 | Game Development Essentials | 5 |
5051125 | Object-Oriented Programming | 5 |
5051234 | Introduction to Game Development Tools | 5 |
PINFOS23-1022 |
Game Development
(Choose all) |
15 |
5051271 | Databases | 5 |
5051237 | Project Course in Game Development | 5 |
5051128 | Data Structures and Algorithms | 5 |
PINFOS23-1023 |
Optional module: Game Technologies or Game Graphics
(Choose one) |
15 |
PINFOS23-1024 |
Game Technologies
(Choose all) |
15 |
5051235 | Gamification and Serious Games | 5 |
5051236 | Game Mathematics and Algorithms | 5 |
5051233 | Game Physics and Algorithms | 5 |
PINFOS23-1025 |
Game Graphics
(Choose all) |
15 |
5051235 | Gamification and Serious Games | 5 |
TE00BL90 | 2D Game Graphics | 5 |
TE00BL91 | 3D Game Graphics | 5 |
PINFOS23-1026 |
Applied UX Development
(Choose all) |
15 |
5051238 | Advanced UX and UI Technologies | 5 |
5051239 | Serious Games Project | 10 |
PINFOS23-1058 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
TE00BL66 | Innovation Project | 10 |
TE00CS11 | Statistics and Probability | 5 |
PINFOS23-1027 |
Game Production
(Choose all) |
15 |
5051258 | Game Testing | 5 |
5051268 | R&D Project | 10 |
PINFOS23-1028 |
SOFTWARE ENGINEERING AND PROJECT MANAGEMENT
(Choose all) |
90 |
PINFOS23-1029 |
Introduction to Software Engineering
(Choose all) |
15 |
TE00BR81 | Introduction to ICT Projects | 10 |
TT00BM52 | Databases | 5 |
PINFOS23-1030 |
Software Development
(Choose all) |
15 |
TE00BR83 | Project Management | 5 |
TE00BR85 | Front-End Development | 5 |
5051125 | Object-Oriented Programming | 5 |
PINFOS23-1031 |
Full Stack Development
(Choose all) |
15 |
TE00BR84 | Software Engineering and Modelling | 5 |
TE00BR86 | Back-End Development | 5 |
TE00CD84 | Advanced UI and UX Design | 5 |
PINFOS23-1059 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
TE00BL66 | Innovation Project | 10 |
TE00CS11 | Statistics and Probability | 5 |
PINFOS23-1032 |
Software Business
(Choose all) |
15 |
TE00BR87 | ICT Projects | 10 |
TE00BR88 | Technical Sales | 5 |
PINFOS23-1033 |
Software Engineering Practices
(Choose all) |
15 |
TE00BR89 | Advanced ICT Projects | 10 |
TE00BR90 | Advanced Application Development | 5 |
PINFOS23-1034 |
HEALTH TECHNOLOGY
(Choose all) |
90 |
PINFOS23-1035 |
Basics of Health Technology
(Choose all) |
15 |
5051249 | Introduction to Health Technology | 5 |
5051264 | Databases | 5 |
5051257 | Usability and User Interface Design | 5 |
PINFOS23-1036 |
Information System Design
(Choose all) |
15 |
5051250 | Information System Design Process | 5 |
5051262 | Object-Oriented Programming | 5 |
5051263 | Data Structures and Algorithms | 5 |
PINFOS23-1037 |
Projects and Information Security
(Choose all) |
15 |
5051252 | Information Security and Data Protection | 5 |
TT00CN68 | Introduction to Data Engineering | 5 |
TE00CR11 | Software Integration | 5 |
PINFOS23-1038 |
Practical Tools and Methods for Health Technology
(Choose all) |
15 |
5051253 | Artificial Intelligence Applications | 5 |
5000BL71 | Laboratory Works in Health Technology | 5 |
TT00CN70 | Big Data Engineering | 5 |
PINFOS23-1060 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
TE00BL66 | Innovation Project | 10 |
TE00CS11 | Statistics and Probability | 5 |
PINFOS23-1039 |
Health Technology Product Development
(Choose all) |
15 |
5051256 | Medical Device Design and Development | 5 |
5051267 | R&D Project | 10 |
PINFOS23-1040 |
DATA ENGINEERING & AI
(Choose all) |
90 |
PINFOS23-1041 |
Data Engineering & AI Essentials
(Choose all) |
15 |
TT00CN68 | Introduction to Data Engineering | 5 |
TT00CN71 | Data Structures and Algorithms | 5 |
TT00CN80 | Basic skills for Data Management | 5 |
PINFOS23-1042 |
Basic Processes for Data Engineering & AI
(Choose all) |
15 |
TT00CN70 | Big Data Engineering | 5 |
TT00CO51 | Introduction to Artificial Intelligence | 5 |
TT00CO52 | Data Analytics and Machine Learning | 5 |
PINFOS23-1043 |
Advanced Processes for Data Engineering & AI
(Choose all) |
15 |
TT00CN73 | Cloud Services | 5 |
TT00CN74 | Advanced topics in Data Engineering & AI | 5 |
TT00CN75 | Deep Learning | 5 |
PINFOS23-1061 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
TE00BL66 | Innovation Project | 10 |
TE00CS11 | Statistics and Probability | 5 |
PINFOS23-1044 |
Applications of Data Engineering & AI
(Choose all) |
15 |
TT00CN76 | Data Engineering Project | 5 |
TT00CN77 | Applications of AI | 5 |
TT00CN78 | Software Development Operations | 5 |
PINFOS23-1045 |
R&D Project for Data Engineering & AI
(Choose all) |
15 |
TT00CN79 | Advanced R&D Project | 15 |
PINFOS23-1046 |
Practical training
(Choose all) |
30 |
5000BM82 | Basic Practice | 10 |
5000BM83 | Field-Specific Practice | 10 |
5000BM84 | Professional Practice | 10 |
PINFOS23-1047 |
Bachelor thesis
(Choose all) |
15 |
TE00BM91 | Thesis | 15 |
COMPLEMENTARY COMPETENCE
(Choose ects: 30) |
30 | |
PINFOS23-1048 |
OPTIONAL STUDIES
(Choose ects: 30) |
30 |
TE00CP60 | International Students Orientation 101 | 1 |
YH00CL60 | Finnish 2 (basic level A2) | 5 |
TE00CJ64 | MATLAB Basics for ICT | 3 |
PINFOS23-1049 |
Swedish Business Communication, B1
(Choose all) |
3 |
100115 | Swedish for Working Life, Written Communication (replacing compulsory Swedish) | 2 |
100114 | Swedish for Working Life, Oral Communication (replacing compulsory Swedish) | 1 |