Degree Programme in Business Information Technology: Data Engineering and Artificial Intelligence
Code: PTIETS24
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| Code | Name | Credits (cr) | 2024-2025 | 2025-2026 | 2026-2027 | 2027-2028 | Autumn 2024 | Spring 2025 | Autumn 2025 | Spring 2026 | Autumn 2026 | Spring 2027 | Autumn 2027 | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
CORE COMPETENCE
(Choose ects: 180) |
180 | |||||||||||||||||||||||||||||
| PTIETS24-1028 |
Communication skills
(Choose all) |
15 | 1 | 1 | 1 | 1 | 1 | 1 | 0.5 | 0.5 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | |||||||||||||||
| TE00CS06 | Finnish Language and Communication | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| 1001005 | English Professional Skills, B2 | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| 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 | ||||||||||||||||||||||||
| 5000BL68 | Research Communication | 2 | 2 | 2 | 0.7 | 0.7 | 0.7 | |||||||||||||||||||||||
| PTIETS24-1029 |
Basic Skills of an ICT Professional
(Choose all) |
15 | 2 | 1 | 1 | 1 | 1 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | 0.5 | 0.5 | ||||||||||||||||
| TE00CQ19 | Foundational ICT and Study Skills | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||||||
| TE00CQ20 | Low-Code Software Development Basics | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| TE00CM20 | Basics of Git | 1 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||
| TE00CS69 | Introduction to Business | 1 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||
| TE00CS70 | Introduction to Competence Tracks | 2 | 2 | 2 | 0.7 | 0.7 | 0.7 | |||||||||||||||||||||||
| TE00CQ24 | SUSTIS Sustainable development project | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||||||
| PTIETS24-1030 |
Essential Tools for an ICT Professional
(Choose all) |
15 | 2 | 1 | 1 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | ||||||||||||||||||||
| TE00CN56 | Internet Networks and Security | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| TE00CS89 | Databases | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TE00CS88 | Introduction to Programming | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| PTIETS24-1031 |
Essentials of the IT Operating Environment
(Choose all) |
15 | 2 | 1 | 1 | 0.5 | 0.5 | 0.3 | 0.3 | 0.3 | ||||||||||||||||||||
| 3011635 | Servers and Operating Systems | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TT00BS23 | Mathematics for Business IT | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| TE00CY14 | Data Protection and Privacy | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| PTIETS24-1005 |
Project Skills and Entrepreneurship
(Choose all) |
15 | 1 | 1 | 1 | 1 | 0.3 | 0.3 | 0.3 | 0.5 | 0.5 | |||||||||||||||||||
| 3011631 | Introduction to Business Operations | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TE00BL66 | Innovation Project | 10 | 10 | 10 | 5 | 5 | ||||||||||||||||||||||||
| PTIETS24-1006 |
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 | |||||||||||||||||||||||
| PTIETS24-1007 |
Bachelor's Thesis
(Choose all) |
15 | 1 | 1 | 1 | 1 | 0.3 | 0.3 | 0.3 | 0.5 | 0.5 | |||||||||||||||||||
| TE00BM91 | Thesis | 15 | 7.5 | 7.5 | 7.5 | 7.5 | 2.5 | 2.5 | 2.5 | 3.8 | 3.8 | |||||||||||||||||||
| PTIETS24-PTIETS23-CATEGORY-1001 |
Data Engineering and Artificial Intelligence
(Choose all) |
60 | ||||||||||||||||||||||||||||
| PTIETS24-1023 |
Data Engineering & AI Essentials
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||
| TT00CN68 | Introduction to Data Engineering | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| TT00CN71 | Data Structures and Algorithms | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| TT00CN80 | Basic skills for Data Management | 5 | 5 | 5 | 2.5 | 2.5 | ||||||||||||||||||||||||
| PTIETS24-1024 |
Basic Processes for Data Engineering & AI
(Choose all) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||
| TT00CN70 | Big Data Engineering | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TT00CO51 | Introduction to Artificial Intelligence | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TT00CO52 | Data Analytics and Machine Learning | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| PTIETS24-1025 |
Advanced Processes for Data Engineering & AI
(Choose all) |
15 | 1 | 1 | 0.5 | 0.5 | ||||||||||||||||||||||||
| 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 | ||||||||||||||||||||||||
| PTIETS24-1026 |
Applications of Data Engineering & AI
(Choose all) |
15 | 1 | 1 | 0.3 | 0.3 | 0.3 | |||||||||||||||||||||||
| TT00CN76 | Data Engineering Project | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TT00CN77 | AI Project | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
| TT00CN78 | Software Development Operations | 5 | 5 | 5 | 1.7 | 1.7 | 1.7 | |||||||||||||||||||||||
|
COMPLEMENTARY COMPETENCE
(Choose all) |
30 | |||||||||||||||||||||||||||||
| PTIETS24-1027 |
OPTIONAL STUDIES
(Choose ects: 30) |
30 | ||||||||||||||||||||||||||||
| TE00CS04 | 3 | 3 | 3 | 1 | 1 | 1 | ||||||||||||||||||||||||
| Total | 210 | 70 | 46 | 59.5 | 7.5 | 28 | 42 | 21 | 25 | 25 | 34.5 | 7.5 | 14 | 14 | 14.1 | 14.1 | 14.1 | 10.5 | 10.5 | 8.4 | 8.4 | 8.4 | 12.5 | 12.5 | 11.6 | 11.6 | 11.6 | 3.8 | 3.8 |
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: 180) |
180 | |
| PTIETS24-1028 |
Communication skills
(Choose all) |
15 |
| TE00CS06 | Finnish Language and Communication | 5 |
| 1001005 | English Professional Skills, B2 | 5 |
| 100115 | Swedish for Working Life, Written Communication (replacing compulsory Swedish) | 2 |
| 100114 | Swedish for Working Life, Oral Communication (replacing compulsory Swedish) | 1 |
| 5000BL68 | Research Communication | 2 |
| PTIETS24-1029 |
Basic Skills of an ICT Professional
(Choose all) |
15 |
| TE00CQ19 | Foundational ICT and Study Skills | 3 |
| TE00CQ20 | Low-Code Software Development Basics | 5 |
| TE00CM20 | Basics of Git | 1 |
| TE00CS69 | Introduction to Business | 1 |
| TE00CS70 | Introduction to Competence Tracks | 2 |
| TE00CQ24 | SUSTIS Sustainable development project | 3 |
| PTIETS24-1030 |
Essential Tools for an ICT Professional
(Choose all) |
15 |
| TE00CN56 | Internet Networks and Security | 5 |
| TE00CS89 | Databases | 5 |
| TE00CS88 | Introduction to Programming | 5 |
| PTIETS24-1031 |
Essentials of the IT Operating Environment
(Choose all) |
15 |
| 3011635 | Servers and Operating Systems | 5 |
| TT00BS23 | Mathematics for Business IT | 5 |
| TE00CY14 | Data Protection and Privacy | 5 |
| PTIETS24-1005 |
Project Skills and Entrepreneurship
(Choose all) |
15 |
| 3011631 | Introduction to Business Operations | 5 |
| TE00BL66 | Innovation Project | 10 |
| PTIETS24-1006 |
Practical Training
(Choose all) |
30 |
| 5000BM82 | Basic Practice | 10 |
| 5000BM83 | Field-Specific Practice | 10 |
| 5000BM84 | Professional Practice | 10 |
| PTIETS24-1007 |
Bachelor's Thesis
(Choose all) |
15 |
| TE00BM91 | Thesis | 15 |
| PTIETS24-1008 |
DATA NETWORKS AND CYBERSECURITY
(Choose all) |
60 |
| PTIETS24-1009 |
DNC intromoduuli
(Choose all) |
15 |
| TE00BU11 | Introduction to Networks | 5 |
| TT00BO26 | Programming for networks and information security | 5 |
| 5051265 | Linux and Virtualization | 5 |
| PTIETS24-1010 |
Networking Theory and Skills
(Choose all) |
15 |
| TE00BU42 | Routing, Switching and Wireless Essentials | 5 |
| TE00BU43 | Enterprise Networking, Security and Automation | 5 |
| TE00BL63 | Network Security | 5 |
| PTIETS24-1011 |
Cybersecurity for Business and Industry
(Choose all) |
15 |
| 3011369 | Information Security Risk Management | 5 |
| 5051245 | Operational Security | 5 |
| TT00CD89 | Wireless Communications Systems | 5 |
| PTIETS24-1012 |
Cybersecurity for Networked Systems
(Choose all) |
15 |
| 5051244 | Information Security Testing and Assessment | 5 |
| TE00BZ70 | Cybersecurity Situational Awareness | 5 |
| TE00CP91 | Advanced Information Security Risk Management | 5 |
| PTIETS24-1013 |
SOFTWARE ENGINEERING AND PROJECT MANAGEMENT
(Choose all) |
60 |
| PTIETS24-1014 |
Introduction to Software Engineering
(Choose all) |
15 |
| TE00BR81 | Introduction to ICT Projects | 10 |
| TE00CY21 | 5 | |
| PTIETS24-1015 |
Software Development
(Choose all) |
15 |
| TE00BR83 | Project Management | 5 |
| TE00CW16 | Object-Oriented Programming with Python | 5 |
| TE00BR86 | Back-End Development | 5 |
| PTIETS24-1016 |
Full Stack Development
(Choose all) |
15 |
| TE00BR84 | Software Engineering and Modelling | 5 |
| TT00BU52 | Front-end Development | 5 |
| TE00CY22 | 5 | |
| PTIETS24-1017 |
Software Business
(Choose all) |
15 |
| TE00BR87 | ICT Projects | 10 |
| TE00BR88 | Technical Sales | 5 |
| PTIETS24-1018 |
SOFTWARE DEVELOPMENT AND INFORMATION SYSTEMS
(Choose all) |
60 |
| PTIETS24-1019 |
Software Development 1
(Choose all) |
15 |
| 3011632 | Business Information and Enterprise Resource Planning Systems | 5 |
| TT00CW12 | Object-Oriented Programming with Java | 5 |
| TE00CY21 | 5 | |
| PTIETS24-1020 |
Software development 2
(Choose all) |
15 |
| 3011465 | Software Engineering and Modelling | 5 |
| 3011633 | Data Analytics and Machine Learning | 5 |
| TE00BR86 | Back-End Development | 5 |
| PTIETS24-1021 |
Software Development 3
(Choose all) |
15 |
| TT00CD87 | Cloud Services | 5 |
| 3011640 | Application Security | 5 |
| TE00BR85 | Front-End Development | 5 |
| PTIETS24-1022 |
R&D Module
(Choose ects: 15) |
15 |
| TT00CD85 | DevOps | 5 |
| TT00CD86 | Application of Artificial Intelligence | 5 |
| TT00BN30 | Business development project | 5 |
| TT00CD88 | R&D Project | 15 |
| PTIETS24-PTIETS23-CATEGORY-1001 |
Data Engineering and Artificial Intelligence
(Choose all) |
60 |
| PTIETS24-1023 |
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 |
| PTIETS24-1024 |
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 |
| PTIETS24-1025 |
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 |
| PTIETS24-1026 |
Applications of Data Engineering & AI
(Choose all) |
15 |
| TT00CN76 | Data Engineering Project | 5 |
| TT00CN77 | AI Project | 5 |
| TT00CN78 | Software Development Operations | 5 |
|
COMPLEMENTARY COMPETENCE
(Choose all) |
30 | |
| PTIETS24-1027 |
OPTIONAL STUDIES
(Choose ects: 30) |
30 |
| TE00CS04 | 3 |