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Information and Communications Technology (International), S23: Data Networks and Cybersecurity

Code: PINFOS23

Degree:
Bachelor of Engineering

Degree title:
Insinööri (AMK), Bachelor of Engineering

Credits:
240 ects

Duration:
4 years (240 cr)

Start semester:
Autumn 2023

Teaching language:
English

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
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.

Professional studies

No attached course units

Practical Training

No attached course units

Bachelor's Thesis

No attached course units

Basic Studies

No attached course units

Optional Studies

No attached course units

Not grouped
Project Hatchery
Introduction to Programming
English Professional Skills, B2
Introduction to Mathematics and Physics
Introduction to Electronics
Finnish 1
Finnish Language and Communication
Engineering Precalculus
Engineering Physics
Finnish 1
Finnish Language and Communication
Product Development
Introduction to Competence Tracks
Internet Networks and Security
Measurements in Physics
Engineering Physics
Engineering Precalculus
Measurements in Physics
Introduction to Electronics
Calculus
Calculus
Application Programming
Basic Academic Writing
Topics in Applied Mathematics
Application Programming
Basic Academic Writing
Topics in Applied Mathematics
Introduction to Networks
Linux and Virtualization
Programming for networks and information security
Network Security
Routing, Switching and Wireless Essentials
Enterprise Networking, Security and Automation
Cyber Protection Team 1
Information Security Risk Management
Operational Security
Wireless Communications Systems
Cyber Protection Team 2
Information Security Testing and Assessment
Cybersecurity Situational Awareness
Advanced Information Security Risk Management
Cyber Protection Team 3
Innovation Project
Statistics and Probability
R&D Project
Cybersecurity in Industrial Networks
Object-Oriented Programming
Data Structures and Algorithms
System Software
IoT Essentials
IoT Big Data and Analytics
IoT Security
VHDL
Electronics
Sensors and Signal Conditioning
Embedded Linux
Innovation Project
Statistics and Probability
R&D Project
Game Development Essentials
Object-Oriented Programming
Introduction to Game Development Tools
Databases
Project Course in Game Development
Data Structures and Algorithms
Gamification and Serious Games
Game Mathematics and Algorithms
Game Physics and Algorithms
Gamification and Serious Games
2D Game Graphics
3D Game Graphics
Advanced UX and UI Technologies
Serious Games Project
Innovation Project
Statistics and Probability
Game Testing
R&D Project
Introduction to ICT Projects
Databases
Project Management
Front-End Development
Object-Oriented Programming
Software Engineering and Modelling
Back-End Development
Advanced UI and UX Design
Innovation Project
Statistics and Probability
ICT Projects
Technical Sales
Advanced ICT Projects
Advanced Application Development
Introduction to Health Technology
Databases
Usability and User Interface Design
Information System Design Process
Object-Oriented Programming
Data Structures and Algorithms
Information Security and Data Protection
Introduction to Data Engineering
Software Integration
Artificial Intelligence Applications
Laboratory Works in Health Technology
Big Data Engineering
Innovation Project
Statistics and Probability
Medical Device Design and Development
R&D Project
Introduction to Data Engineering
Data Structures and Algorithms
Basic skills for Data Management
Big Data Engineering
Introduction to Artificial Intelligence
Data Analytics and Machine Learning
Cloud Services
Advanced topics in Data Engineering & AI
Deep Learning
Innovation Project
Statistics and Probability
Data Engineering Project
Applications of AI
Software Development Operations
Advanced R&D Project
Basic Practice
Field-Specific Practice
Professional Practice
Thesis
International Students Orientation 101
Finnish 2 (basic level A2)
MATLAB Basics for ICT
Swedish for Working Life, Written Communication (replacing compulsory Swedish)
Swedish for Working Life, Oral Communication (replacing compulsory Swedish)

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