Information and Communications Technology (International), S24: Software Engineering and Project Management
Tunnus: PINFOS24
Koulutuksen kuvaus
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.
Osaamistavoitteet
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 Electronics 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 Development 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
Pedagogiset toimintatavat
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.
Arviointi
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.
Valitse opintojen ajoitus-, rakenne- tai jäsentelynäkymä
Näytä opintojen ajoitukset lukuvuosittain, lukukausittain tai periodeittain
Tunnus | Opinnon nimi | Laajuus (op) | 2024-2025 | 2025-2026 | 2026-2027 | 2027-2028 | Syksy 2024 | Kevät 2025 | Syksy 2025 | Kevät 2026 | Syksy 2026 | Kevät 2027 | Syksy 2027 | Kevät 2028 | 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 | 1. / 2027 | 2. / 2027 | 3. / 2028 | 4. / 2028 | 5. / 2028 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
YDINOSAAMINEN
(Valitaan opintopisteitä: 210) |
210 | |||||||||||||||||||||||||||||||||
PINFOS24-1069 |
Viestintätaidot
(Valitaan kaikki) |
15 - 18 | ||||||||||||||||||||||||||||||||
5071130 | Finnish 1 | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
1001005 | English Professional Skills, B2 | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TE00CR87 | Basic Academic Writing | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||||||||||
5000BL68 | Tutkimusviestintä | 2 | 2 | 2 | 1 | 1 | ||||||||||||||||||||||||||||
PINFOS24-1060 |
Toinen kotimainen kieli, ruotsi, B1
(Valitaan erillisten kriteerien mukaan: 3) |
0 - 3 | ||||||||||||||||||||||||||||||||
TE00CS28 | Svenska i arbetslivet skriftlig kommunikation | 2 | 2 | 2 | 1 | 1 | ||||||||||||||||||||||||||||
TE00CS29 | Svenska i arbetslivet muntlig kommunikation | 1 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
PINFOS24-1070 |
ICT-osaajan perustaidot
(Valitaan kaikki) |
15 | ||||||||||||||||||||||||||||||||
TE00CQ19 | ICT-alan perusteet ja opiskelutaidot | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||||||||||
TE00CQ20 | Koodittoman sovelluskehityksen perusteet | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TE00CM20 | Basics of Git | 1 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
5000BL70 | Johdanto osaamispolkuihin | 3 | 3 | 3 | 1 | 1 | 1 | |||||||||||||||||||||||||||
TE00CQ24 | SUSTIS Kestävän kehityksen projekti | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||||||||||
PINFOS24-1071 |
ICT-osaajan perustyökalut
(Valitaan kaikki) |
15 | ||||||||||||||||||||||||||||||||
TE00CS88 | Ohjelmoinnin perusteet | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CN56 | Tietoverkkojen ja tietoturvan perusteet | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CS89 | Tietokannat | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS24-1072 |
Insinöörin matematiikka
(Valitaan kaikki) |
15 | ||||||||||||||||||||||||||||||||
TE00CQ16 | Insinöörimatematiikan perusteet | 5 | 5 | 2.5 | 2.5 | 1.3 | 1.3 | 0.8 | 0.8 | 0.8 | ||||||||||||||||||||||||
TE00CE14 | Calculus | 5 | 2.5 | 2.5 | 2.5 | 2.5 | 0.8 | 0.8 | 0.8 | 1.3 | 1.3 | |||||||||||||||||||||||
TE00CE13 | Soveltava matematiikka | 5 | 5 | 2.5 | 2.5 | 1.3 | 1.3 | 0.8 | 0.8 | 0.8 | ||||||||||||||||||||||||
PINFOS24-1073 |
Insinööritieteiden perusteet
(Valitaan kaikki) |
15 | ||||||||||||||||||||||||||||||||
TE00CE12 | Elektroniikan perusteet | 5 | 5 | 2.5 | 2.5 | 1.3 | 1.3 | 0.8 | 0.8 | 0.8 | ||||||||||||||||||||||||
TE00BZ99 | Insinöörifysiikka | 5 | 5 | 2.5 | 2.5 | 1.3 | 1.3 | 0.8 | 0.8 | 0.8 | ||||||||||||||||||||||||
5051115 | Fysikaaliset mittaukset | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS24-1036 |
SOFTWARE ENGINEERING AND PROJECT MANAGEMENT
(Valitaan kaikki) |
85 | ||||||||||||||||||||||||||||||||
PINFOS24-1037 |
Introduction to Software Engineering
(Valitaan kaikki) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00BR81 | Introduction to ICT Projects | 10 | 10 | 10 | 5 | 5 | ||||||||||||||||||||||||||||
TE00CY21 | Introduction to Web Development | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS24-1038 |
Software Development
(Valitaan kaikki) |
10 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
TE00BR83 | Project Management | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
TE00CW16 | Olio-ohjelmointi Pythonilla | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS24-1039 |
Full Stack Development
(Valitaan kaikki) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00BR84 | Software Engineering and Modelling | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TE00CD84 | Advanced UI and UX Design | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TT00BU52 | Front-end Development | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS24-1040 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00BL66 | Innovaatioprojekti | 10 | 10 | 10 | 5 | 5 | ||||||||||||||||||||||||||||
TE00CS11 | Tilastot ja todennäköisyys | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS24-1041 |
Software Business
(Valitaan kaikki) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||||||
TE00BR87 | ICT Projects | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
TE00BR88 | Technical Sales | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||||||
PINFOS24-1042 |
Software Engineering Practices
(Valitaan kaikki) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00BR89 | Advanced ICT Projects | 10 | 10 | 10 | 5 | 5 | ||||||||||||||||||||||||||||
TE00CY22 | Mobile Application Development | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
PINFOS24-1057 |
Harjoittelu
(Valitaan kaikki) |
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 | Perusharjoittelu | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
5000BM83 | Alakohtainen harjoittelu | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
5000BM84 | Ammattiharjoittelu | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||||||||
PINFOS24-1058 |
Opinnäytetyö
(Valitaan kaikki) |
15 | 2 | 1 | 1 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | ||||||||||||||||||||||||
TE00BM91 | Opinnäytetyö | 15 | 15 | 7.5 | 7.5 | 3.8 | 3.8 | 2.5 | 2.5 | 2.5 | ||||||||||||||||||||||||
LAAJENTAVA OSAAMINEN
(Valitaan opintopisteitä: 30) |
30 | |||||||||||||||||||||||||||||||||
PINFOS24-1059 |
OPTIONAL STUDIES
(Valitaan opintopisteitä: 30) |
30 | ||||||||||||||||||||||||||||||||
TE00CP60 | International Students Orientation 101 | 1 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||||||
TE00CQ15 | Matemaattisten aineiden perustaidot | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||||||
TE00CJ64 | MATLAB Basics for ICT | 3 | 1.5 | 1.5 | 1.5 | 1.5 | 0.5 | 0.5 | 0.5 | 0.8 | 0.8 | |||||||||||||||||||||||
TE00CS04 | Fräscha upp din svenska | 3 | 3 | 3 | 1 | 1 | 1 | |||||||||||||||||||||||||||
Yhteensä | 240 | 75 | 58 | 55 | 32 | 31.5 | 43.5 | 35.5 | 22.5 | 30 | 25 | 24.5 | 7.5 | 15.9 | 15.9 | 14.4 | 14.4 | 14.4 | 17.9 | 17.9 | 7.5 | 7.5 | 7.5 | 15 | 15 | 8.3 | 8.3 | 8.3 | 12.3 | 12.3 | 2.5 | 2.5 | 2.5 |
Lukukausi- ja lukuvuosikohtaiset opintopistekertymät vaihtelevat valinnaisten ja vapaasti valittavien opintojen ajoituksesta johtuen.
Asetuksen mukainen jäsentely AMK
Valtioneuvoston asetus ammattikorkeakouluista 1129/2014 2 § Opintojen rakenne Ammattikorkeakoulututkintoon johtaviin opintoihin kuuluu: 1) perus- ja ammattiopintoja; 2) vapaasti valittavia opintoja; 3) ammattitaitoa edistävää harjoittelua; 4) opinnäytetyö.
Tunnus | Opinnon nimi | Laajuus (op) |
---|---|---|
YDINOSAAMINEN
(Valitaan opintopisteitä: 210) |
210 | |
PINFOS24-1069 |
Viestintätaidot
(Valitaan kaikki) |
15 - 18 |
5071130 | Finnish 1 | 5 |
1001005 | English Professional Skills, B2 | 5 |
TE00CR87 | Basic Academic Writing | 3 |
5000BL68 | Tutkimusviestintä | 2 |
PINFOS24-1060 |
Toinen kotimainen kieli, ruotsi, B1
(Valitaan erillisten kriteerien mukaan: 3) |
0 - 3 |
TE00CS28 | Svenska i arbetslivet skriftlig kommunikation | 2 |
TE00CS29 | Svenska i arbetslivet muntlig kommunikation | 1 |
PINFOS24-1070 |
ICT-osaajan perustaidot
(Valitaan kaikki) |
15 |
TE00CQ19 | ICT-alan perusteet ja opiskelutaidot | 3 |
TE00CQ20 | Koodittoman sovelluskehityksen perusteet | 5 |
TE00CM20 | Basics of Git | 1 |
5000BL70 | Johdanto osaamispolkuihin | 3 |
TE00CQ24 | SUSTIS Kestävän kehityksen projekti | 3 |
PINFOS24-1071 |
ICT-osaajan perustyökalut
(Valitaan kaikki) |
15 |
TE00CS88 | Ohjelmoinnin perusteet | 5 |
TE00CN56 | Tietoverkkojen ja tietoturvan perusteet | 5 |
TE00CS89 | Tietokannat | 5 |
PINFOS24-1072 |
Insinöörin matematiikka
(Valitaan kaikki) |
15 |
TE00CQ16 | Insinöörimatematiikan perusteet | 5 |
TE00CE14 | Calculus | 5 |
TE00CE13 | Soveltava matematiikka | 5 |
PINFOS24-1073 |
Insinööritieteiden perusteet
(Valitaan kaikki) |
15 |
TE00CE12 | Elektroniikan perusteet | 5 |
TE00BZ99 | Insinöörifysiikka | 5 |
5051115 | Fysikaaliset mittaukset | 5 |
PINFOS24-1013 |
DATA NETWORKS AND CYBERSECURITY
(Valitaan kaikki) |
90 |
PINFOS24-1014 |
DNC intro
(Valitaan kaikki) |
15 |
TE00BU11 | Introduction to Networks | 5 |
5051265 | Linux and Virtualization | 5 |
TT00BO26 | Programming for networks and information security | 5 |
PINFOS24-1081 |
Networking Theory and Skills
(Valitaan opintopisteitä: 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 |
PINFOS24-1016 |
Cybersecurity for Business and Industry
(Valitaan kaikki) |
15 |
3011369 | Information Security Risk Management | 5 |
5051245 | Operational Security | 5 |
TT00CD89 | Wireless Communications Systems | 5 |
PINFOS24-1017 |
Cybersecurity for Networked Systems
(Valitaan kaikki) |
15 |
5051244 | Information Security Testing and Assessment | 5 |
TE00BZ70 | Cybersecurity Situational Awareness | 5 |
TE00CP91 | Advanced Information Security Risk Management | 5 |
PINFOS24-1018 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1019 |
R&D Project Implementation
(Valitaan kaikki) |
15 |
5051270 | R&D Project | 10 |
TT00CD80 | Cybersecurity in Industrial Networks | 5 |
PINFOS24-1020 |
EMBEDDED SOFTWARE AND IOT
(Valitaan kaikki) |
90 |
PINFOS24-1022 |
Software Tools
(Valitaan kaikki) |
15 |
TE00CW16 | Olio-ohjelmointi Pythonilla | 5 |
5051226 | Järjestelmäläheinen ohjelmointi | 5 |
TT00CN71 | Data Structures and Algorithms | 5 |
PINFOS24-1021 |
IoT
(Valitaan kaikki) |
15 |
5051224 | IoT Essentials | 5 |
5000BL72 | IoT Big Data and Analytics | 5 |
5000BO10 | IoT Security | 5 |
PINFOS24-1023 |
Hardware Tools
(Valitaan kaikki) |
15 |
5051158 | VHDL | 5 |
5051225 | Electronics | 5 |
5051229 | Sensors and Signal Conditioning | 5 |
PINFOS24-1024 |
Linux Systems
(Valitaan kaikki) |
15 |
5051227 | Embedded Linux | 15 |
PINFOS24-1025 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1026 |
System Design
(Valitaan kaikki) |
15 |
5051269 | R&D Project | 15 |
PINFOS24-1027 |
GAME AND INTERACTIVE TECHNOLOGIES
(Valitaan kaikki) |
90 |
PINFOS24-1028 |
Game Development Introduction
(Valitaan kaikki) |
15 |
5051259 | Game Development Essentials | 5 |
TE00CW15 | Olio-ohjelmointi C#:lla | 5 |
5051234 | Introduction to Game Development Tools | 5 |
PINFOS24-1029 |
Game Development
(Valitaan kaikki) |
15 |
5051237 | Project Course in Game Development | 5 |
TT00CN71 | Data Structures and Algorithms | 5 |
TE00CY20 | Unity Development C# | 5 |
PINFOS24-1030 |
Optional module: Game Technologies or Game Graphics
(Valitaan yksi) |
15 |
PINFOS24-1031 |
Game Technologies
(Valitaan kaikki) |
15 |
5051235 | Gamification and Serious Games | 5 |
5051236 | Game Mathematics and Algorithms | 5 |
5051233 | Game Physics and Algorithms | 5 |
PINFOS24-1032 |
Game Graphics
(Valitaan kaikki) |
15 |
5051235 | Gamification and Serious Games | 5 |
TE00BL90 | 2D Game Graphics | 5 |
TE00BL91 | 3D Game Graphics | 5 |
PINFOS24-1033 |
Applied UX Development
(Valitaan kaikki) |
15 |
5051238 | Advanced UX and UI Technologies | 5 |
5051239 | Serious Games Project | 10 |
PINFOS24-1034 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1035 |
Game Production
(Valitaan kaikki) |
15 |
5051258 | Game Testing | 5 |
5051268 | R&D Project | 10 |
PINFOS24-1036 |
SOFTWARE ENGINEERING AND PROJECT MANAGEMENT
(Valitaan kaikki) |
90 |
PINFOS24-1037 |
Introduction to Software Engineering
(Valitaan kaikki) |
15 |
TE00BR81 | Introduction to ICT Projects | 10 |
TE00CY21 | Introduction to Web Development | 5 |
PINFOS24-1038 |
Software Development
(Valitaan kaikki) |
15 |
TE00BR83 | Project Management | 5 |
TE00CW16 | Olio-ohjelmointi Pythonilla | 5 |
TT00BU51 | Back-end Development | 5 |
PINFOS24-1039 |
Full Stack Development
(Valitaan kaikki) |
15 |
TE00BR84 | Software Engineering and Modelling | 5 |
TE00CD84 | Advanced UI and UX Design | 5 |
TT00BU52 | Front-end Development | 5 |
PINFOS24-1040 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1041 |
Software Business
(Valitaan kaikki) |
15 |
TE00BR87 | ICT Projects | 10 |
TE00BR88 | Technical Sales | 5 |
PINFOS24-1042 |
Software Engineering Practices
(Valitaan kaikki) |
15 |
TE00BR89 | Advanced ICT Projects | 10 |
TE00CY22 | Mobile Application Development | 5 |
PINFOS24-1043 |
TERVEYSTEKNOLOGIA
(Valitaan kaikki) |
90 |
PINFOS24-1044 |
Terveysteknologian perusteet
(Valitaan kaikki) |
15 |
5051249 | Johdanto terveysteknologiaan | 5 |
5051257 | Käytettävyys ja käyttöliittymäsuunnittelu | 5 |
TT00CN71 | Data Structures and Algorithms | 5 |
PINFOS24-1045 |
Tietojärjestelmien suunnittelu
(Valitaan kaikki) |
15 |
5051250 | Tietojärjestelmien suunnitteluprosessi | 5 |
TT00CO52 | Data Analytics and Machine Learning | 5 |
TE00CW16 | Olio-ohjelmointi Pythonilla | 5 |
PINFOS24-1046 |
Projektit ja tietoturva
(Valitaan kaikki) |
15 |
5051252 | Tietoturva ja tietosuoja | 5 |
TE00CR11 | Ohjelmistointegraatio | 5 |
TT00CN68 | Introduction to Data Engineering | 5 |
PINFOS24-1047 |
Terveysteknologian työkaluja
(Valitaan kaikki) |
15 |
5051253 | Tekoälysovellukset | 5 |
5000BL71 | Terveysteknologian laboratoriotyöt | 5 |
TT00CN70 | Big Data Engineering | 5 |
PINFOS24-1048 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1049 |
Terveysteknologiatuotteen tuotekehitys
(Valitaan kaikki) |
15 |
5051256 | Lääkinnällisten laitteiden tuotekehitys | 5 |
5051267 | TK-projekti | 10 |
PINFOS24-1050 |
DATA ENGINEERING & AI
(Valitaan kaikki) |
90 |
PINFOS24-1051 |
Data Engineering & AI Essentials
(Valitaan kaikki) |
15 |
TT00CN68 | Introduction to Data Engineering | 5 |
TT00CN71 | Data Structures and Algorithms | 5 |
TT00CN80 | Basic skills for Data Management | 5 |
PINFOS24-1052 |
Basic Processes for Data Engineering & AI
(Valitaan kaikki) |
15 |
TT00CN70 | Big Data Engineering | 5 |
TT00CO51 | Introduction to Artificial Intelligence | 5 |
TT00CO52 | Data Analytics and Machine Learning | 5 |
PINFOS24-1053 |
Advanced Processes for Data Engineering & AI
(Valitaan kaikki) |
15 |
TT00CN73 | Cloud Services | 5 |
TT00CN74 | Advanced topics in Data Engineering & AI | 5 |
TT00CN75 | Deep Learning | 5 |
PINFOS24-1055 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1054 |
Applications of Data Engineering & AI
(Valitaan kaikki) |
15 |
TT00CN76 | Data Engineering Project | 5 |
TT00CN77 | Applications of AI | 5 |
TT00CN78 | Software Development Operations | 5 |
PINFOS24-1056 |
R&D Project for Data Engineering & AI
(Valitaan kaikki) |
15 |
TT00CN79 | Advanced R&D Project | 15 |
PINFOS24-1074 |
OHJELMISTOJEN KEHITTÄMINEN JA TIETOJÄRJESTELMÄT
(Valitaan kaikki) |
90 |
PINFOS24-1075 |
Ohjelmistotuotanto 1
(Valitaan kaikki) |
15 |
3011632 | Yrityksen tieto- ja toiminnanohjausjärjestelmät | 5 |
TT00CW12 | Olio-ohjelmointi Javalla | 5 |
TE00CY21 | Introduction to Web Development | 5 |
PINFOS24-1076 |
Ohjelmistotuotanto 2
(Valitaan kaikki) |
15 |
3011465 | Ohjelmistotuotanto ja mallintaminen | 5 |
TT00BU51 | Back-end Development | 5 |
3011633 | Data-analytiikka ja Koneoppiminen | 5 |
PINFOS24-1077 |
Ohjelmistotuotanto 3
(Valitaan kaikki) |
15 |
TT00CD87 | Pilvipalvelut | 5 |
3011640 | Application Security | 5 |
TE00BR85 | Front-End Development | 5 |
PINFOS24-1078 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
TE00BL66 | Innovaatioprojekti | 10 |
TE00CS11 | Tilastot ja todennäköisyys | 5 |
PINFOS24-1079 |
R&D Module / TKI Projekti
(Valitaan opintopisteitä: 15) |
15 |
TT00CD85 | DevOps | 5 |
TT00CD86 | Tekoälyn soveltaminen | 5 |
TT00BN30 | Liiketoiminnan kehitysprojekti | 5 |
PINFOS24-1080 |
Ohjelmistojen tuotekehitys
(Valitaan kaikki) |
15 |
TT00CD88 | TK-projekti | 15 |
PINFOS24-1057 |
Harjoittelu
(Valitaan kaikki) |
30 |
5000BM82 | Perusharjoittelu | 10 |
5000BM83 | Alakohtainen harjoittelu | 10 |
5000BM84 | Ammattiharjoittelu | 10 |
PINFOS24-1058 |
Opinnäytetyö
(Valitaan kaikki) |
15 |
TE00BM91 | Opinnäytetyö | 15 |
LAAJENTAVA OSAAMINEN
(Valitaan opintopisteitä: 30) |
30 | |
PINFOS24-1059 |
OPTIONAL STUDIES
(Valitaan opintopisteitä: 30) |
30 |
TE00CP60 | International Students Orientation 101 | 1 |
TE00CQ15 | Matemaattisten aineiden perustaidot | 5 |
TE00CJ64 | MATLAB Basics for ICT | 3 |
TE00CS04 | Fräscha upp din svenska | 3 |