Bachelor's Degree Programme in Information and Communications Technology: Data analytics and Artificial Intelligence
Code: TIC2023SS
Description
The data analytics and artificial intelligence orientation of JAMK's Information and Communication Technology degree program offers students the opportunity to dive deep into the world of modern computing. The orientation courses have been carefully selected to give students a strong theoretical foundation and practical skills that are essential in data analytics and artificial intelligence. Courses such as "Computational Algorithms" lay the foundation for the computational skills necessary to solve complex problems. "Practices of data analytics and machine learning" provides an understanding of the principles of data analytics and the application of machine learning in practice. "Data preprocessing," "Data analysis and visualization," and "Machine learning" courses deepen students' skills to process and analyze diverse data effectively. The "Deep Learning" course provides a comprehensive understanding of deep learning algorithms and their application to complex problems. The "Ai / DA Project" course serves as the culmination of the orientation, giving students the opportunity to apply what they have learned by creating their own AI and data analytics projects. This course gives them the opportunity to work on real challenges and demonstrate their skills in practice. In addition, the orientation includes optional courses such as "Web Visualization," "Web UI Programming," "Web Server Programming with an Application Framework," "Object Programming," "Mobile Application Development," and "Android Application Development," which complement students' skills in diverse technologies. and in software development. This orientation creates a solid foundation for students who want to become experts in data analytics and artificial intelligence. The degree program combines theoretical knowledge with practical skills, giving students the necessary skills to work in versatile roles related to analyzing data and applying artificial intelligence in innovative ways.
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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. / 2024 | 3. / 2024 | 1. / 2024 | 2. / 2025 | 3. / 2025 | 1. / 2025 | 2. / 2026 | 3. / 2026 | 1. / 2026 | 2. / 2027 | 3. / 2027 |
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TIC2023SS-1002 |
LANGUAGES AND COMMUNICATION STUDIES
(Choose 11) |
11 | ||||||||||||||||||||||||
ZZPC0220 | English for Working Life | 4 | 4 | 4 | 4 | |||||||||||||||||||||
ZZPC0320 | Swedish for Working Life | 4 | 4 | 4 | 4 | |||||||||||||||||||||
ZWPC0420 | Communication Skills for Working Life | 3 | 3 | 3 | 3 | |||||||||||||||||||||
ZWPC0820 | Finnish 1 | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TIC2023SS-1003 |
FUTURE FACTORY
(Choose all ) |
15 | ||||||||||||||||||||||||
ZZPP0750 | Entrepreneurship | 3 | 3 | 3 | 3 | |||||||||||||||||||||
ZZPP0740 | JAMK InnoFlash | 2 | 2 | 2 | 2 | |||||||||||||||||||||
ZZPP0920 | Future Factory Project | 10 | 10 | 10 | 10 | |||||||||||||||||||||
TIC2023SS-1004 |
BASIC ENGINEERING MATHEMATICS AND PHYSICS
(Choose all ) |
24 | ||||||||||||||||||||||||
TZLM1300 | Math1 Equations | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZLM2300 | Math2 Functions | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZLM3300 | Math3 Derivative and Integral | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZLM4300 | Math4 Discrete Mathematics | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZLF1300 | Phys1 Force and Motion | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZLF2300 | Phys2 Energy | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZLF8010 | Physics 3 - Electromagnetism and Waves | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TZLF8020 | Physics 4 - Laboratory work | 2 | 2 | 2 | 2 | |||||||||||||||||||||
TIC2023SS-1005 |
MATHEMATICS AND APPLYING OF NATURAL SCIENCES IN INFORMATION AND COMMUNICATION TECHNOLOGY
(Choose 15) |
6 - 15 | ||||||||||||||||||||||||
TZLM7040 | Applied mathematics: Probability Theory | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TZ00BS14 | Applied mathematics | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TIC2023SS-1007 |
TIC, INFORMATION TECHNOLOGY
(Choose all ) |
33 | ||||||||||||||||||||||||
ZZPP0520 | Development as an Expert | 5 | 1 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |||||||||||
ZZPP0420 | ICT Skills | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TTC1010 | IT Service Platforms | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TTC1020 | Cyber Security | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC1030 | Data Networks | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC1040 | Linux Basics | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC1050 | Data Structures and Algorithms | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||
TTC1060 | Digital Technology and Hardware | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TIC2023SS-1008 |
TIC, SOFTWARE ENGINEERING
(Choose all ) |
31 | ||||||||||||||||||||||||
TTC2010 | Web Technologies | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC2020 | Databases | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC2030 | Basics of Programming | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC2040 | Introduction to IoT systems | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TTC2050 | Introduction to Data Analytics and Artificial Intelligence | 3 | 3 | 3 | 1.5 | 1.5 | ||||||||||||||||||||
TTC2060 | Basics of Scripting and Automatization | 3 | 3 | 3 | 3 | |||||||||||||||||||||
TTC2070 | Project Management and Practices | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC2080 | Full Stack Programming | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TIC2023SS-1011 |
APPLICATION DEVELOPMENT
(Choose 30) |
0 - 30 | ||||||||||||||||||||||||
TTC8410 | Web Visualization | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC8420 | Web User Interface Programming | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC8430 | Web server programming with an application framework | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC8440 | Object-oriented Programming | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC8450 | Mobile Application Development | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC8460 | Android Application Development | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TIC2023SS-1019 |
DATA-ANALYTICS AND ARTIFICIAL INTELLIGENCE
(Choose 30) |
0 - 30 | ||||||||||||||||||||||||
TTC8010 | Computational algorithms | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC8020 | Data-Analysis and Machine Learning Basics | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC8030 | Data Preprocessing | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC8040 | Data Analysis and Visualization | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC8050 | Machine Learning | 4 | 4 | 4 | 4 | |||||||||||||||||||||
TTC8060 | Deep Learning | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TTC8070 | AI / DA -Project | 5 | 5 | 5 | 5 | |||||||||||||||||||||
TIC2023SS-1014 |
RESEARCH-BASED DEVELOPMENT IN PRACTICE
(Choose all ) |
20 | ||||||||||||||||||||||||
ZZPP0620 | Research and Development | 5 | 5 | 5 | 5 | |||||||||||||||||||||
ZZ00BL91 | Bachelor's Thesis, Planning | 3 | 3 | 3 | 3 | |||||||||||||||||||||
ZZ00BL97 | Bachelor's Thesis, Thesis Writing | 2 | 2 | 2 | 2 | |||||||||||||||||||||
ZZ00BL92 | Bachelor's Thesis, Implementation | 6 | 6 | 6 | 6 | |||||||||||||||||||||
ZZ00BL93 | Bachelor's Thesis, Reporting and Assessment | 4 | 4 | 4 | 4 | |||||||||||||||||||||
ZZOA0220 | Maturity Test, Bachelor's Degree | 0 | ||||||||||||||||||||||||
TIC2023SS-1015 |
PRACTICAL TRAINING
(Choose 60) |
30 - 60 | ||||||||||||||||||||||||
TTHA0100 | Practical Training | 30 | 30 | 30 | 30 | |||||||||||||||||||||
TTHA0110 | Supplementary Training | 0 - 15 | ||||||||||||||||||||||||
TTHA0120 | Advancement Professional Training | 0 - 15 | ||||||||||||||||||||||||
TIC2023SS-1016 |
ELECTIVE STUDIES
(Choose 10) |
10 | 2 | 8 | 2 | 8 | 2 | 8 | ||||||||||||||||||
TIC2023SS-1013 |
ELECTIVE PROFESSIONAL STUDIES
(Choose 25) |
0 - 25 | ||||||||||||||||||||||||
TT00BD35 | Special Work | 1 - 10 | ||||||||||||||||||||||||
TTVW0110 | WIMMA Lab | 15 | ||||||||||||||||||||||||
ZWHYVIN |
Student Wellbeing in Studies and at Work (For Bachelor's Student)
(Choose 10) |
0 - 10 | ||||||||||||||||||||||||
ZW00BM05 | Degree Student Tutoring | 3 - 5 | ||||||||||||||||||||||||
ZW00BM04 | Exchange Student Tutoring | 3 - 5 | ||||||||||||||||||||||||
INTEG2022 |
Talent Boost: Integration into Finland
(Choose 35) |
0 - 35 | ||||||||||||||||||||||||
ZW00BS75 | Integration into the Finnish Society | 2 | ||||||||||||||||||||||||
HBIETE02 | Creating Careers | 1 | ||||||||||||||||||||||||
HBIETE03 | Team and Client - Multidisciplinary Business Project Course | 5 | ||||||||||||||||||||||||
BI00BB21 | Finnish 2 | 5 | ||||||||||||||||||||||||
BI00BB22 | Finnish 3 | 5 | ||||||||||||||||||||||||
BI00BB23 | Finnish 4 | 5 | ||||||||||||||||||||||||
BI00BO69 | Finnish 5 | 5 | ||||||||||||||||||||||||
BI00BB47 | Each One Teach One | 2 - 8 | ||||||||||||||||||||||||
BITB001 |
Talent Boost: Let´s communicate in Finnish
(Choose 15) |
0 - 15 | ||||||||||||||||||||||||
BI00BT55 | Write in Finnish | 4 | ||||||||||||||||||||||||
BI00BT57 | Puhu suomeksi | 2 | ||||||||||||||||||||||||
BI00BT58 | Kehitä kielioppia | 2 | ||||||||||||||||||||||||
BI00CJ87 | Finnish 6 | 5 | ||||||||||||||||||||||||
YHTYRI |
Shared Entrepreneurship Studies (For Bachelor's and Master's Student)
(Choose 23) |
0 - 23 | ||||||||||||||||||||||||
ZZ00BC02 | Idea to Business | 5 | ||||||||||||||||||||||||
ZZ00BC03 | Business Coaching | 8 | ||||||||||||||||||||||||
ZYVZ0200 | The Dreams+Inspiration! | 3 | ||||||||||||||||||||||||
ZZ00CQ16 | Narratives of entrepreneurship | 2 | ||||||||||||||||||||||||
ZZ00CQ17 | Valmiina yrittämään | 3 | ||||||||||||||||||||||||
ZZ00CQ18 | JA Company Program | 1 - 5 | ||||||||||||||||||||||||
ZZ00CQ62 | Yritystoimintaa kehittävät opinnot | 1 - 5 | ||||||||||||||||||||||||
TIC2023SS-1017 |
CAMPUSONLINE STUDIES
(Choose 0) |
0 | ||||||||||||||||||||||||
TIC2023SS-1018 |
EDUFUTURA
(Choose 0) |
0 | ||||||||||||||||||||||||
Total | 240 | 61 | 61 | 62 | 50 | 26 | 35 | 27 | 34 | 31 | 31 | 20 | 30 | 26 | 35 | 0 | 27 | 31 | 3 | 31 | 31 | 0 | 20 | 30 | 0 |
Due to the timing of optional and elective courses, credit accumulation per semester / academic year may vary.
Structure of the studies (Bachelor's degree)
Bachelor's Degree: EUR-ACE competences in Technology 2020-2023