Tieto- ja viestintätekniikka, Kyberturvallisuus ja IoT: Data Engineering & AI
Tunnus: PIOTK22
Koulutuksen kuvaus
This bachelor degree program in Information and Communication Technology (ICT) provides students with the skills and knowledge needed to manage, operate and protect applications and computer systems from cyber security threats in the digital environment. A student will also gain insight to digital international business management.
A Cyber Security engineering graduate has wide and practically oriented fundamental knowledge and skills. The studies will strengthen students’ capabilities to promote lifelong learning, their language and communication skills, and prepare them for working in an international environment. After graduation, the students are innovative and oriented towards various kinds of development tasks, which means that they have acquired – in addition to the expertise on their own field – innovation competences required by all working life environments.
Typical entry-level positions of Cyber Security engineering graduates include System Administrator, System Tester and Information Security Manager or Responsible.
Osaamistavoitteet
The curriculum consists of three levels of professional studies, practical training and optional studies, and Bachelor’s thesis. The studies are a balanced combination of technology and business management studies.
The Cyber Security and IoT curriculum (240 ECTS) consists of
- General Professional studies and Computer Sciences (75 ECTS)
- Professional studies in Information Systems, Programming, Cyber Security and IoT (60 ECTS)
- Advanced professional studies in Cyber Security Operations, Cyber Security for Networked systems and Digital International Business Management (60 ECTS)
- Practical training and optional studies (30 ECTS)
- Bachelor’s thesis (15 ECTS)
Bachelor Thesis is the final step to deepen the student’s knowledge and competences within ICT industry. The thesis demonstrates the research, analytical and reporting skills a student has developed throughout the studies.
Pedagogiset toimintatavat
Innovation pedagogy, which is the framework all teaching and learning is implemented, encourages students to absorb, produce and use information in a way which creates innovations. Innovation pedagogy is a learning approach that aims at enhancing the innovation competences of students. This refers to, for example, group working abilities, international competence, communications skills as well as the ability to act as part of a multidisciplinary team. An important aspect of learning is to learn by doing in practice.
All through the studies tutoring and coaching in studying skills are provided to help students to complete the modules in time and build their professional career in ICT industry.
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 grade one (1) represents the lowest accepted and grade five (5) the best grade.
Valitse opintojen ajoitus-, rakenne- tai jäsentelynäkymä
Näytä opintojen ajoitukset lukuvuosittain, lukukausittain tai periodeittain
| Tunnus | Opinnon nimi | Laajuus (op) | 2021-2022 | 2022-2023 | 2023-2024 | 2024-2025 | 2025-2026 | Kevät 2022 | Syksy 2022 | Kevät 2023 | Syksy 2023 | Kevät 2024 | Syksy 2024 | Kevät 2025 | Syksy 2025 | 3. / 2022 | 4. / 2022 | 5. / 2022 | 1. / 2022 | 2. / 2022 | 3. / 2023 | 4. / 2023 | 5. / 2023 | 1. / 2023 | 2. / 2023 | 3. / 2024 | 4. / 2024 | 5. / 2024 | 1. / 2024 | 2. / 2024 | 3. / 2025 | 4. / 2025 | 5. / 2025 | 1. / 2025 | 2. / 2025 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
CORE COMPETENCE
(Valitaan opintopisteitä: 210) |
210 | ||||||||||||||||||||||||||||||||||
| PIOTK22-1001 |
Working Life Skills for Engineers I
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00BM49 | Computer Skills | 5 | 5 | 5 | 5 | ||||||||||||||||||||||||||||||
| TT00BX39 | Introduction to Programming | 5 | 5 | 5 | 5 | ||||||||||||||||||||||||||||||
| TT00BX41 | English Professional Skills | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| PIOTK22-1002 |
Working Life Skills for Engineers II
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00BX40 | Finnish 1 | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| 5000BL69 | Tuotekehitys | 7 | 7 | 7 | 2.3 | 2.3 | 2.3 | ||||||||||||||||||||||||||||
| 5000BL70 | Johdanto osaamispolkuihin | 3 | 3 | 3 | 1 | 1 | 1 | ||||||||||||||||||||||||||||
| PIOTK22-1003 |
Engineering Tools I
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| 5051211 | Insinöörimatematiikan perusteet | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| 5051114 | Insinöörifysiikka | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| 5051115 | Fysikaaliset mittaukset | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| PIOTK22-1004 |
Engineering Tools II
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| 5051212 | Calculus | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| TE00CE12 | Elektroniikan perusteet | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| 5051215 | Tietoverkkojen ja tietoturvan perusteet | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| PIOTK22-1005 |
Engineering Tools III
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TE00CE13 | Soveltava matematiikka | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| 5000BL73 | Sovellusohjelmointi | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| 5000BX83 | Basic Academic Writing | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| PIOTK22-1015 |
Bachelor Thesis
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00BM66 | Thesis | 15 | 10 | 5 | 10 | 5 | 3.3 | 3.3 | 3.3 | 2.5 | 2.5 | ||||||||||||||||||||||||
| PIOTK22-1016 |
Practical Training
(Valitaan kaikki) |
30 | |||||||||||||||||||||||||||||||||
| TT00BU54 | Basic Practice | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | ||||||||||||||||||||||||||||
| TT00BU55 | Field-specific Practice | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | ||||||||||||||||||||||||||||
| TT00BU56 | Professional Practice | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | ||||||||||||||||||||||||||||
| PIOTK22-1045 |
DATA ENGINEERING & AI
(Valitaan kaikki) |
90 | |||||||||||||||||||||||||||||||||
| PIOTK22-1046 |
Data Engineering & AI Essentials
(Valitaan opintopisteitä: 15) |
15 | |||||||||||||||||||||||||||||||||
| TT00CN68 | Introduction to Data Engineering | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| TT00CO51 | Introduction to Artificial Intelligence | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| TT00CN80 | Basic skills for Data Management | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| PIOTK22-1047 |
Basic Processes for Data Engineering & AI
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00CN70 | Big Data Engineering | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| TT00CN71 | Data Structures and Algorithms | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| 3011633 | Data-analytiikka ja Koneoppiminen | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| PIOTK22-1055 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TE00BL66 | Innovaatioprojekti | 10 | 10 | 10 | 3.3 | 3.3 | 3.3 | ||||||||||||||||||||||||||||
| 5000BL67 | Tilastot ja todennäköisyys | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| PIOTK22-1048 |
Advanced Processes for Data Engineering & AI
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00CN73 | Cloud Services | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| TT00CN74 | Advanced topics in Data Engineering & AI | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| TT00CN75 | Deep Learning | 5 | 5 | 5 | 2.5 | 2.5 | |||||||||||||||||||||||||||||
| PIOTK22-1049 |
Applications of Data Engineering & AI
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00CN76 | Data Engineering Project | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| TT00CN77 | Applications of AI | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| TT00CN78 | Software Development Operations | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | ||||||||||||||||||||||||||||
| PIOTK22-1050 |
R&D Project for Data Engineering & AI
(Valitaan kaikki) |
15 | |||||||||||||||||||||||||||||||||
| TT00CN79 | Advanced R&D Project | 15 | 15 | 15 | 7.5 | 7.5 | |||||||||||||||||||||||||||||
|
LAAJENTAVA OSAAMINEN
(Valitaan kaikki) |
30 | 10 | 20 | 10 | 10 | 10 | 5 | 5 | 5 | 5 | 3.3 | 3.3 | 3.3 | ||||||||||||||||||||||
| PIOTK22-1017 |
OPTIONAL STUDIES
(Valitaan opintopisteitä: 30) |
30 | 10 | 20 | 10 | 10 | 10 | 5 | 5 | 5 | 5 | 3.3 | 3.3 | 3.3 | |||||||||||||||||||||
| Yhteensä | 240 | 30 | 55 | 50 | 55 | 20 | 30 | 20 | 35 | 15 | 35 | 20 | 35 | 20 | 16.8 | 6.8 | 6.8 | 10 | 10 | 11.7 | 11.7 | 11.7 | 7.5 | 7.5 | 11.7 | 11.7 | 11.7 | 10 | 10 | 11.7 | 11.7 | 11.7 | 10 | 10 |
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) |
|---|---|---|
|
CORE COMPETENCE
(Valitaan opintopisteitä: 210) |
210 | |
| PIOTK22-1001 |
Working Life Skills for Engineers I
(Valitaan kaikki) |
15 |
| TT00BM49 | Computer Skills | 5 |
| TT00BX39 | Introduction to Programming | 5 |
| TT00BX41 | English Professional Skills | 5 |
| PIOTK22-1002 |
Working Life Skills for Engineers II
(Valitaan kaikki) |
15 |
| TT00BX40 | Finnish 1 | 5 |
| 5000BL69 | Tuotekehitys | 7 |
| 5000BL70 | Johdanto osaamispolkuihin | 3 |
| PIOTK22-1003 |
Engineering Tools I
(Valitaan kaikki) |
15 |
| 5051211 | Insinöörimatematiikan perusteet | 5 |
| 5051114 | Insinöörifysiikka | 5 |
| 5051115 | Fysikaaliset mittaukset | 5 |
| PIOTK22-1004 |
Engineering Tools II
(Valitaan kaikki) |
15 |
| 5051212 | Calculus | 5 |
| TE00CE12 | Elektroniikan perusteet | 5 |
| 5051215 | Tietoverkkojen ja tietoturvan perusteet | 5 |
| PIOTK22-1005 |
Engineering Tools III
(Valitaan kaikki) |
15 |
| TE00CE13 | Soveltava matematiikka | 5 |
| 5000BL73 | Sovellusohjelmointi | 5 |
| 5000BX83 | Basic Academic Writing | 5 |
| PIOTK22-1015 |
Bachelor Thesis
(Valitaan kaikki) |
15 |
| TT00BM66 | Thesis | 15 |
| PIOTK22-1016 |
Practical Training
(Valitaan kaikki) |
30 |
| TT00BU54 | Basic Practice | 10 |
| TT00BU55 | Field-specific Practice | 10 |
| TT00BU56 | Professional Practice | 10 |
| PIOTK22-1018 |
DATA NETWORKS AND CYBERSECURITY
(Valitaan kaikki) |
90 |
| PIOTK22-1019 |
DNC intro
(Valitaan kaikki) |
15 |
| TE00BU11 | Introduction to Networks | 5 |
| 5051265 | Linux and Virtualization | 5 |
| TT00BO26 | Programming for networks and information security | 5 |
| PIOTK22-1020 |
Networking Theory and Skills
(Valitaan kaikki) |
15 |
| TE00BL63 | Network Security | 5 |
| TE00BU42 | Routing, Switching and Wireless Essentials | 5 |
| TE00BU43 | Enterprise Networking, Security and Automation | 5 |
| PIOTK22-1051 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
| TE00BL66 | Innovaatioprojekti | 10 |
| 5000BL67 | Tilastot ja todennäköisyys | 5 |
| PIOTK22-1021 |
Cybersecurity for Business and Industry
(Valitaan kaikki) |
15 |
| 3011369 | Information Security Risk Management | 5 |
| 5051245 | Operational Security | 5 |
| TT00CD89 | Wireless Communications Systems | 5 |
| PIOTK22-1022 |
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 |
| PIOTK22-1024 |
R&D Project Implementation
(Valitaan kaikki) |
15 |
| 5051270 | R&D Project | 10 |
| TT00CD80 | Cybersecurity in Industrial Networks | 5 |
| PIOTK22-1025 |
EMBEDDED SOFTWARE AND IOT
(Valitaan kaikki) |
90 |
| PIOTK22-1026 |
IoT
(Valitaan kaikki) |
15 |
| 5051224 | IoT Essentials | 5 |
| 5000BL72 | IoT Big Data and Analytics | 5 |
| 5000BO10 | IoT Security | 5 |
| PIOTK22-1027 |
Software Tools
(Valitaan kaikki) |
15 |
| 5051125 | Olio-ohjelmointi | 5 |
| 5051260 | Tietorakenteet ja algoritmit | 5 |
| 5051226 | Järjestelmäläheinen ohjelmointi | 5 |
| PIOTK22-1052 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
| TE00BL66 | Innovaatioprojekti | 10 |
| 5000BL67 | Tilastot ja todennäköisyys | 5 |
| PIOTK22-1028 |
Hardware Tools
(Valitaan kaikki) |
15 |
| 5051158 | VHDL | 5 |
| 5051225 | Electronics | 5 |
| 5051229 | Sensors and Signal Conditioning | 5 |
| PIOTK22-1029 |
Linux Systems
(Valitaan kaikki) |
15 |
| 5051227 | Embedded Linux | 15 |
| PIOTK22-1030 |
System Design
(Valitaan kaikki) |
15 |
| 5051269 | R&D Project | 15 |
| PIOTK22-1031 |
GAME AND INTERACTIVE TECHNOLOGIES
(Valitaan kaikki) |
90 |
| PIOTK22-1032 |
Game Development Introduction
(Valitaan kaikki) |
15 |
| 5051259 | Game Development Essentials | 5 |
| 5051125 | Olio-ohjelmointi | 5 |
| 5051234 | Introduction to Game Development Tools | 5 |
| PIOTK22-1033 |
Game Development
(Valitaan kaikki) |
15 |
| 5051271 | Tietokannat | 5 |
| 5051237 | Project Course in Game Development | 5 |
| 5051128 | Tietorakenteet ja algoritmit | 5 |
| PIOTK22-1053 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
| TE00BL66 | Innovaatioprojekti | 10 |
| 5000BL67 | Tilastot ja todennäköisyys | 5 |
| PIOTK22-1034 |
Optional module: Game Technologies or Game Graphics
(Valitaan yksi) |
15 |
| PIOTK22-1035 |
Game Technologies
(Valitaan kaikki) |
15 |
| 5051235 | Gamification and Serious Games | 5 |
| 5051236 | Game Mathematics and Algorithms | 5 |
| 5051233 | Game Physics and Algorithms | 5 |
| PIOTK22-1036 |
Game Graphics
(Valitaan kaikki) |
15 |
| 5051235 | Gamification and Serious Games | 5 |
| TE00BL90 | 2D Game Graphics | 5 |
| TE00BL91 | 3D Game Graphics | 5 |
| PIOTK22-1037 |
Applied UX Development
(Valitaan kaikki) |
15 |
| 5051238 | Advanced UX and UI Technologies | 5 |
| 5051239 | Serious Games Project | 10 |
| PIOTK22-1038 |
Game Production
(Valitaan kaikki) |
15 |
| 5051258 | Game Testing | 5 |
| 5051268 | R&D Project | 10 |
| PIOTK22-1039 |
SOFTWARE ENGINEERING AND PROJECT MANAGEMENT
(Valitaan kaikki) |
90 |
| PIOTK22-1040 |
Introduction to Software Engineering
(Valitaan kaikki) |
15 |
| TE00BR81 | Introduction to ICT Projects | 10 |
| TT00BM52 | Databases | 5 |
| PIOTK22-1041 |
Software Development
(Valitaan kaikki) |
15 |
| TE00BR83 | Project Management | 5 |
| TE00BR85 | Front-End Development | 5 |
| 5051125 | Olio-ohjelmointi | 5 |
| PIOTK22-1042 |
Full Stack Development
(Valitaan kaikki) |
15 |
| TE00BR84 | Software Engineering and Modelling | 5 |
| TE00BR86 | Back-End Development | 5 |
| TE00CD84 | Advanced UI and UX Design | 5 |
| PIOTK22-1054 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
| TE00BL66 | Innovaatioprojekti | 10 |
| 5000BL67 | Tilastot ja todennäköisyys | 5 |
| PIOTK22-1043 |
Software Business
(Valitaan kaikki) |
15 |
| TE00BR87 | ICT Projects | 10 |
| TE00BR88 | Technical Sales | 5 |
| PIOTK22-1044 |
Software Engineering Practices
(Valitaan kaikki) |
15 |
| TE00BR89 | Advanced ICT Projects | 10 |
| TE00BR90 | Advanced Application Development | 5 |
| PIOTK22-1045 |
DATA ENGINEERING & AI
(Valitaan kaikki) |
90 |
| PIOTK22-1046 |
Data Engineering & AI Essentials
(Valitaan opintopisteitä: 15) |
15 |
| TT00CN68 | Introduction to Data Engineering | 5 |
| TT00CO51 | Introduction to Artificial Intelligence | 5 |
| TT00CN80 | Basic skills for Data Management | 5 |
| PIOTK22-1047 |
Basic Processes for Data Engineering & AI
(Valitaan kaikki) |
15 |
| TT00CN70 | Big Data Engineering | 5 |
| TT00CN71 | Data Structures and Algorithms | 5 |
| 3011633 | Data-analytiikka ja Koneoppiminen | 5 |
| PIOTK22-1055 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
| TE00BL66 | Innovaatioprojekti | 10 |
| 5000BL67 | Tilastot ja todennäköisyys | 5 |
| PIOTK22-1048 |
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 |
| PIOTK22-1049 |
Applications of Data Engineering & AI
(Valitaan kaikki) |
15 |
| TT00CN76 | Data Engineering Project | 5 |
| TT00CN77 | Applications of AI | 5 |
| TT00CN78 | Software Development Operations | 5 |
| PIOTK22-1050 |
R&D Project for Data Engineering & AI
(Valitaan kaikki) |
15 |
| TT00CN79 | Advanced R&D Project | 15 |
| PIOTK22-1056 |
TERVEYSTEKNOLOGIA
(Valitaan kaikki) |
90 |
| PIOTK22-1057 |
Terveysteknologian perusteet
(Valitaan kaikki) |
15 |
| 5051249 | Johdanto terveysteknologiaan | 5 |
| 5051264 | Tietokannat | 5 |
| 5051257 | Käytettävyys ja käyttöliittymäsuunnittelu | 5 |
| PIOTK22-1058 |
Tietojärjestelmien suunnittelu
(Valitaan kaikki) |
15 |
| 5051250 | Tietojärjestelmien suunnitteluprosessi | 5 |
| 5051262 | Olio-ohjelmointi | 5 |
| 5051263 | Tietorakenteet ja algoritmit | 5 |
| PIOTK22-1059 |
Projektit ja tietoturva
(Valitaan kaikki) |
15 |
| 5051252 | Tietoturva ja tietosuoja | 5 |
| TT00CN68 | Introduction to Data Engineering | 5 |
| TE00CR31 | Ohjelmistointegraatio | 5 |
| PIOTK22-1060 |
Terveysteknologian työkaluja
(Valitaan kaikki) |
15 |
| 5051253 | Tekoälysovellukset | 5 |
| 5000BL71 | Terveysteknologian laboratoriotyöt | 5 |
| TT00CN70 | Big Data Engineering | 5 |
| PIOTK22-1061 |
Projektiosaaminen ja yrittäjyys
(Valitaan kaikki) |
15 |
| TE00BL66 | Innovaatioprojekti | 10 |
| 5000BL67 | Tilastot ja todennäköisyys | 5 |
| PIOTK22-1062 |
Terveysteknologiatuotteen tuotekehitys
(Valitaan kaikki) |
15 |
| 5051256 | Lääkinnällisten laitteiden tuotekehitys | 5 |
| 5051267 | TK-projekti | 10 |
|
LAAJENTAVA OSAAMINEN
(Valitaan kaikki) |
30 | |
| PIOTK22-1017 |
OPTIONAL STUDIES
(Valitaan opintopisteitä: 30) |
30 |