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INFORMATION AND COMMUNICATION ENGINEERING DEGREE: FROM DATA TO AI 2024: TTM24SAI

Code: TTM24SAI

Degree:
Bachelor of Engineering

Degree title:
Bachelor of Engineering (AMK)

Credits:
240 ects

Duration:
4 years (240 cr)

Start semester:
Autumn 2024

Teaching language:
Finnish

Descriptions

FROM DATA TO ARTIFICIAL INTELLIGENCE (AI)

From Data to Artificial Intelligence (240 ECTS) specializes in data management and processing as well as the development of artificial intelligence solutions. Key areas for practical training include 1) programming, 2) data processing and management, 3) computing environments, 4) data analysis, 5) machine learning and artificial intelligence, and 6) use of artificial intelligence in business and digital services.

The special features of the curriculum are the emphasis on project-based learning, the integration of basic and professional subjects into project studies, enterprise-oriented development tasks, online courses as well as the possibility of studying also during the summer.

It is possible for the course participants to have their previous education and other competence accredited based on proposals that they submit to the university of applied sciences. There are separate instructions for accreditation procedures in the Study Guide.

Show study timings by semester, study year or period

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 Spring 2028 1. / 2024 2. / 2024 3. / 2025 4. / 2025 1. / 2025 2. / 2025 3. / 2026 4. / 2026 1. / 2026 2. / 2026 3. / 2027 4. / 2027 1. / 2027 2. / 2027 3. / 2028 4. / 2028
TTM24SAI-1001
LANGUAGE AND COMMUNICATION SKILLS

(Choose all )

15
TTPV018 Technical Communication 3 3 3 1.5 1.5
TT00CC50 Thesis method studies and writing 2 2 2 1 1
TTPV016 ICT Swedish 3 3 3 1.5 1.5
TT00BT25 Intercultural Communication 3 3 3 1.5 1.5
TT00CC87 Technical English 4 4 4 2 2
TTM24SAI-1002
STUDIES IN MATHEMATICS AND SCIENCE

(Choose all )

9
TTPM007 Algebra 3 3 3 1.5 1.5
TTPF006 Physics 1 3 3 3 3
TT00BM00 Physics 2 3 3 3 1.5 1.5
TTM24SAI-1003
PROGRAMMING AND SOFTWARE DEVELOPMENT

(Choose all )

22
TT00CC51 Basics of programming 5 5 5 2.5 2.5
TT00CC52 Modern software development 5 5 5 2.5 2.5
TT00CC53 Data structures and algorithms 5 5 5 2.5 2.5
TT00BX17 Elements of AI 2 2 2 1 1
TT00CC54 Python programming 5 5 5 2.5 2.5
TTM24SAI-1004
DATA MANAGEMENT

(Choose all )

29
TT00CC55 Data Sources and Databases 5 5 5 2.5 2.5
TT00CC56 Telecommunications Programming 5 5 5 2.5 2.5
TT00CC57 Advanced Methods of Data Processing 5 5 5 2.5 2.5
TT00CC59 Data-Driven Business and Business Intelligence 3 3 3 1.5 1.5
TT00CC17 Data science mathematics 1 3 3 3 1.5 1.5
TT00BX21 Information security, cybersecurity and ethics 3 3 3 1.5 1.5
TT00CC58 Projektiopinnot 1 - Datan hallinta 5 5 5 2.5 2.5
TTM24SAI-1005
MACHINE LEARNING AND DATA ANALYTICS

(Choose all )

25
TT00CC61 Introduction to machine learning 5 5 5 2.5 2.5
TT00CC62 Network and tree structures 3 3 3 1.5 1.5
TT00CM57 Data-alustat 5 5 5 2.5 2.5
TT00CC18 Data science mathematics 2 3 3 3 1.5 1.5
TT00CC19 Data science mathematics 3 3 3 3 1.5 1.5
TT00CC64 Project studies 2 - Machine learning 5 5 5 2.5 2.5
TT00CM58 Asiantuntijaluennot ja tapahtumat 1 1 1 0.5 0.5
TTM24SAI-1006
ARTIFICIAL INTELLIGENCE AND DEEP LEARNING

(Choose all )

24
TT00CC66 Deep learning 1 5 5 5 2.5 2.5
TT00CC70 System design 3 3 3 1.5 1.5
TT00CC68 Introduction to digital signal processing 3 3 3 1.5 1.5
TT00CC73 Customer- and user-centered design 5 5 5 2.5 2.5
TT00CC20 Data science mathematics 4 3 3 3 1.5 1.5
TT00CC69 Project studies 3 - Applying artificial intelligence 5 5 5 2.5 2.5
TTM24SAI-1007
DIGITAL SERVICES AND BIG DATA

(Choose all )

26
TT00CC71 Online learning 5 5 5 2.5 2.5
TT00CC67 Deep learning 2 5 5 5 2.5 2.5
TT00CC72 Web application development 5 5 5 2.5 2.5
TT00CC74 Big data analytics and business 5 5 5 2.5 2.5
TT00CC75 Project studies 4 - Digital services 6 6 6 3 3
TTM24SAI-1008
AI AND DATA ANALYTICS IN BUSINESS

(Choose all )

15
TT00CC76 AI customer project 1 5 5 5 2.5 2.5
TT00CC77 AI customer project 2 5 5 5 2.5 2.5
TT00CC78 AI-customer project 3 5 5 5 2.5 2.5
TTM24SAI-1009
ALTERNATIVE PROFESSION STUDIES

(Choose one )

15
TTM24SAI-1010
FROM DATA TO AI SPECIALIZATION STUDIES

(Choose ects: 15)

15
TT00CD40 Advanced ICT or AI project 1 5 5 5 2.5 2.5
TT00CD41 Advanced ICT or AI project 2 5 5 5 2.5 2.5
TT00CD42 Advanced ICT or AI project 3 5 5 5 2.5 2.5
TT00CD84 Advanced ICT or AI course 1 5
TT00CD85 Advanced ICT or AI course 2 5
TT00CD86 Advanced ICT or AI course 3 5
TTM24SAI-1011
ENTREPRENEURIAL STUDIES

(Choose all )

15
TT00BF55 Customer Oriented Marketing 3
TT00BF52 Contract and Corporate Law 3
TT00BF53 Leadership 3
TT00BF54 Management Accounting 3
LT00BF29 Business Planning 3
TTM24SAI-1012
FREE-CHOICE STUDIES

(Choose ects: 15)

15
TTAB005 LabVIEW Programming and Applications 3
TT00BW54 ICT summer project I 5
TT00BW56 ICT summer project II 5
TT00BW57 ICT summer project III 5
ED00CH69 Office Skills Accelerator 3 3 3 1.5 1.5
TTM24SAI-1013
PRACTICAL TRAINING

(Choose all )

30
TTHH001 Practical Training 30 30 30 15 15
TTM24SAI-1014
THESIS

(Choose all )

15
TTOO001 Thesis 15 15 15 7.5 7.5
Total 240 63 62 58 45 32 31 31 31 26 32 30 15 14.5 17.5 15.5 15.5 15.5 15.5 15.5 15.5 13 13 16 16 15 15 7.5 7.5

Due to the timing of optional and elective courses, credit accumulation per semester / academic year may vary.

TTV17SA_2017_kompetenssit

1.Matemaattis-luonnontieteellinen osaaminen

-kykenee loogis?matemaattiseen ajatteluun
-osaa soveltaa matemaattisia periaatteita, menetelmiä ja työkaluja sekä fysiikan lainalaisuuksia teknisessä ongelmanratkaisussa

No attached course units

2.Laitetekninen osaaminen

-tuntee sähkötekniikan ja elektroniikan perusteet
-tuntee tietokoneen laitearkkitehtuurin ja ydinkomponenttien toimintaperiaatteen
-ymmärtää sulautettujen järjestelmien roolin digitalisaation mahdollistajina

No attached course units

3.Tietoverkko-osaaminen

-ymmärtää IP-pohjaisten tietoverkkojen ja niiden aktiivilaitteiden toiminnan
-osaa toteuttaa ja ylläpitää yksinkertaisia verkkoja
-ymmärtää tietoturvan merkityksen ja tunnistaa keskeiset tietoturvaan liittyvät uhkatekijät

No attached course units

4.Ohjelmistotekninen osaaminen

-ymmärtää ohjelmoinnin logiikan, osaa tulkita ohjelmakoodia ja hyödyntää ohjelmointia ongelmanratkaisussa
-tuntee oliosuunnittelun ja -ohjelmoinnin perusteet
-hallitsee tietokantojen suunnittelun ja toteutuksen perusteet
-ymmärtää käytettävyyden periaatteita ja osaa toteuttaa käyttöliittymiä

No attached course units

5.ICT-liiketoimintaosaaminen

-tuntee kannattavan liiketoiminnan edellytykset sekä taloudellisen suunnittelun ja ohjauksen tärkeimmät työkalut
-ymmärtää ICT-alan arvotuotantoketjun sekä oman panoksensa merkityksen osana yrityksen toiminnan kannattavuutta

Customer Oriented Marketing
Contract and Corporate Law
Leadership
Management Accounting
Business Planning
6.ICT-sovellusalan osaaminen

-tuntee oman sovellusalansa teoreettiseen perustan
-osaa etsiä, tarkastella kriittisesti sekä yhdistellä ja soveltaa alansa viimeisintä teknistä tietämystä
-ymmärtää ICT:n ja oman sovellusalansa merkityksen yhteiskunnan ja organisaatioiden kehityksen
mahdollistajana
-osaa hyödyntää alan uusia teknologioita nopeasti ja soveltaa niitä luovasti työelämässä
-huomioi toiminnassaan kestävän kehityksen periaatteet

No attached course units

Not grouped
Technical Communication
Thesis method studies and writing
ICT Swedish
Intercultural Communication
Technical English
Algebra
Physics 1
Physics 2
Basics of programming
Modern software development
Data structures and algorithms
Elements of AI
Python programming
Data Sources and Databases
Telecommunications Programming
Advanced Methods of Data Processing
Data-Driven Business and Business Intelligence
Data science mathematics 1
Information security, cybersecurity and ethics
Projektiopinnot 1 - Datan hallinta
Introduction to machine learning
Network and tree structures
Data-alustat
Data science mathematics 2
Data science mathematics 3
Project studies 2 - Machine learning
Asiantuntijaluennot ja tapahtumat
Deep learning 1
System design
Introduction to digital signal processing
Customer- and user-centered design
Data science mathematics 4
Project studies 3 - Applying artificial intelligence
Online learning
Deep learning 2
Web application development
Big data analytics and business
Project studies 4 - Digital services
AI customer project 1
AI customer project 2
AI-customer project 3
Advanced ICT or AI project 1
Advanced ICT or AI project 2
Advanced ICT or AI project 3
Advanced ICT or AI course 1
Advanced ICT or AI course 2
Advanced ICT or AI course 3
LabVIEW Programming and Applications
ICT summer project I
ICT summer project II
ICT summer project III
Office Skills Accelerator
Practical Training
Thesis

2022_KAMK_Common competences

Recommendation on competences shared by university of applied sciences degrees.

1.Learning to Learn

The graduating student recognises the strengths and development areas of their competence and learning methods, and they utilise the opportunities communities and digitalisation provide in their learning.

- Assesses and develops their competence and learning methods in different learning environments.
- Is able to acquire, critically assess and appropriately apply the national and
international knowledge base and practices of their field.
- Also takes responsibility for group learning and sharing what has been
learned.

No attached course units

2.Operating in a Workplace

The graduating student has versatile working life skills and is able to operate in work communities of their field.

- Is able to work constructively in a work community and promotes their own
and their work community’s well-being.
- Is able to act professionally in communication and interaction situations at a
workplace.
- Utilises the opportunities offered by technology and digitalisation in their work.
- Understands the complexity of changing working life and their own resilience in changing working life situations

No attached course units

3.Ethics

The graduating student adheres to the ethical principles and values of their field of profession, taking the principles of equality and non-discrimination into account.

- Is able to take responsibility for their own actions and their consequences
and reflects on them in accordance with the ethical principles and values
of their field.
- Takes others into account and promotes equality and non-discrimination.
- Take into account the realisation of diversity and accessibility in their actions.
- Understands the principles of responsible conduct of research and adheres
to them.
- Is able to influence society based on ethical values.

No attached course units

4.Sustainable Development

The graduating student is familiar with the principles of sustainable development, promotes their implementation and acts responsibly as a professional and a member of society.

- Is able to use information related to their field in finding, implementing and
establishing sustainable solutions and operating models.
- Understands sustainability challenges,
their interdependencies and the various aspects of issues and problems.

No attached course units

5.Internationality and Multiculturalism

The graduating student is able to operate in multicultural and international operating environments and networks.

- Is familiar with the impacts of their cultural background on their activities and
is able to develop operating methods that take multiculturalism into account
in their work community.
- Is able to monitor and utilise the international development of their field in
their work.
- Is able to communicate internationally in their work tasks.

No attached course units

6.Proactive Development

The graduating student is able to develop solutions that anticipate the future of their own field,
applying existing knowledge and research and
development methods.
− Solves problem situations creatively
and reforms operating methods together with others.
− Is able to work in projects in cooperation with actors of different fields.
− Is able to apply existing knowledge in
the field in development and utilises research and development methods.
− Is able to seek customer-oriented, sustainable and economically viable solutions, anticipating the future of their field

No attached course units

Not grouped
Technical Communication
Thesis method studies and writing
ICT Swedish
Intercultural Communication
Technical English
Algebra
Physics 1
Physics 2
Basics of programming
Modern software development
Data structures and algorithms
Elements of AI
Python programming
Data Sources and Databases
Telecommunications Programming
Advanced Methods of Data Processing
Data-Driven Business and Business Intelligence
Data science mathematics 1
Information security, cybersecurity and ethics
Projektiopinnot 1 - Datan hallinta
Introduction to machine learning
Network and tree structures
Data-alustat
Data science mathematics 2
Data science mathematics 3
Project studies 2 - Machine learning
Asiantuntijaluennot ja tapahtumat
Deep learning 1
System design
Introduction to digital signal processing
Customer- and user-centered design
Data science mathematics 4
Project studies 3 - Applying artificial intelligence
Online learning
Deep learning 2
Web application development
Big data analytics and business
Project studies 4 - Digital services
AI customer project 1
AI customer project 2
AI-customer project 3
Advanced ICT or AI project 1
Advanced ICT or AI project 2
Advanced ICT or AI project 3
Advanced ICT or AI course 1
Advanced ICT or AI course 2
Advanced ICT or AI course 3
Customer Oriented Marketing
Contract and Corporate Law
Leadership
Management Accounting
Business Planning
LabVIEW Programming and Applications
ICT summer project I
ICT summer project II
ICT summer project III
Office Skills Accelerator
Practical Training
Thesis

Code Name Credits (cr)
TTM24SAI-1001
LANGUAGE AND COMMUNICATION SKILLS

(Choose all)

15
TTPV018 Technical Communication 3
TT00CC50 Thesis method studies and writing 2
TTPV016 ICT Swedish 3
TT00BT25 Intercultural Communication 3
TT00CC87 Technical English 4
TTM24SAI-1002
STUDIES IN MATHEMATICS AND SCIENCE

(Choose all)

9
TTPM007 Algebra 3
TTPF006 Physics 1 3
TT00BM00 Physics 2 3
TTM24SAI-1003
PROGRAMMING AND SOFTWARE DEVELOPMENT

(Choose all)

22
TT00CC51 Basics of programming 5
TT00CC52 Modern software development 5
TT00CC53 Data structures and algorithms 5
TT00BX17 Elements of AI 2
TT00CC54 Python programming 5
TTM24SAI-1004
DATA MANAGEMENT

(Choose all)

29
TT00CC55 Data Sources and Databases 5
TT00CC56 Telecommunications Programming 5
TT00CC57 Advanced Methods of Data Processing 5
TT00CC59 Data-Driven Business and Business Intelligence 3
TT00CC17 Data science mathematics 1 3
TT00BX21 Information security, cybersecurity and ethics 3
TT00CC58 Projektiopinnot 1 - Datan hallinta 5
TTM24SAI-1005
MACHINE LEARNING AND DATA ANALYTICS

(Choose all)

25
TT00CC61 Introduction to machine learning 5
TT00CC62 Network and tree structures 3
TT00CM57 Data-alustat 5
TT00CC18 Data science mathematics 2 3
TT00CC19 Data science mathematics 3 3
TT00CC64 Project studies 2 - Machine learning 5
TT00CM58 Asiantuntijaluennot ja tapahtumat 1
TTM24SAI-1006
ARTIFICIAL INTELLIGENCE AND DEEP LEARNING

(Choose all)

24
TT00CC66 Deep learning 1 5
TT00CC70 System design 3
TT00CC68 Introduction to digital signal processing 3
TT00CC73 Customer- and user-centered design 5
TT00CC20 Data science mathematics 4 3
TT00CC69 Project studies 3 - Applying artificial intelligence 5
TTM24SAI-1007
DIGITAL SERVICES AND BIG DATA

(Choose all)

26
TT00CC71 Online learning 5
TT00CC67 Deep learning 2 5
TT00CC72 Web application development 5
TT00CC74 Big data analytics and business 5
TT00CC75 Project studies 4 - Digital services 6
TTM24SAI-1008
AI AND DATA ANALYTICS IN BUSINESS

(Choose all)

15
TT00CC76 AI customer project 1 5
TT00CC77 AI customer project 2 5
TT00CC78 AI-customer project 3 5
TTM24SAI-1009
ALTERNATIVE PROFESSION STUDIES

(Choose one)

15
TTM24SAI-1010
FROM DATA TO AI SPECIALIZATION STUDIES

(Choose ects: 15)

15
TT00CD40 Advanced ICT or AI project 1 5
TT00CD41 Advanced ICT or AI project 2 5
TT00CD42 Advanced ICT or AI project 3 5
TT00CD84 Advanced ICT or AI course 1 5
TT00CD85 Advanced ICT or AI course 2 5
TT00CD86 Advanced ICT or AI course 3 5
TTM24SAI-1011
ENTREPRENEURIAL STUDIES

(Choose all)

15
TT00BF55 Customer Oriented Marketing 3
TT00BF52 Contract and Corporate Law 3
TT00BF53 Leadership 3
TT00BF54 Management Accounting 3
LT00BF29 Business Planning 3
TTM24SAI-1012
FREE-CHOICE STUDIES

(Choose ects: 15)

15
TTAB005 LabVIEW Programming and Applications 3
TT00BW54 ICT summer project I 5
TT00BW56 ICT summer project II 5
TT00BW57 ICT summer project III 5
ED00CH69 Office Skills Accelerator 3
TTM24SAI-1013
PRACTICAL TRAINING

(Choose all)

30
TTHH001 Practical Training 30
TTM24SAI-1014
THESIS

(Choose all)

15
TTOO001 Thesis 15