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INFORMATION AND COMMUNICATION ENGINEERING DEGREE: FROM DATA TO AI 2022: TTM22SAI

Code: TTM22SAI

Degree:
Bachelor of Engineering

Degree title:
Bachelor of Engineering (AMK)

Credits:
240 ects

Duration:
4 years (240 cr)

Start semester:
Autumn 2022

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) 2022-2023 2023-2024 2024-2025 2025-2026 Autumn 2022 Spring 2023 Autumn 2023 Spring 2024 Autumn 2024 Spring 2025 Autumn 2025 Spring 2026 1. / 2022 2. / 2022 3. / 2023 4. / 2023 1. / 2023 2. / 2023 3. / 2024 4. / 2024 1. / 2024 2. / 2024 3. / 2025 4. / 2025 1. / 2025 2. / 2025 3. / 2026 4. / 2026
TTM22SAI-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
TTM22SAI-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
TTM22SAI-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
TTM22SAI-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 Project studies 1 - Data management 5 5 5 2.5 2.5
TTM22SAI-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
TT00CC63 Data platforms 3 3 3 1.5 1.5
TT00CC18 Data science mathematics 2 3 3 3 1.5 1.5
TT00CC19 Data science mathematics 3 3 3 3 1.5 1.5
TT00CC65 Events and seminars 3 3 3 1.5 1.5
TT00CC64 Project studies 2 - Machine learning 5 5 5 2.5 2.5
TTM22SAI-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
TTM22SAI-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
TTM22SAI-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
TTM22SAI-1009
ALTERNATIVE PROFESSION STUDIES

(Choose one )

15
TTM22SAI-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
TT00CF28 Generative Adversial Networks (GAN) ja deep fake 5
TTM22SAI-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
TTM22SAI-1012
FREE-CHOICE STUDIES

(Choose ects: 15)

15
TYW165 Introduction to Data Processing 2 2 2 1 1
TTAB005 LabVIEW Programming and Applications 3
TT00BW54 ICT summer project I 5
TT00BW56 ICT summer project II 5
TT00BW57 ICT summer project III 5
TT00CD96 Elements of Supercomputing 1
TTM22SAI-1013
PRACTICAL TRAINING

(Choose all )

30
TTHH001 Practical Training 30 30 30 15 15
TTM22SAI-1014
THESIS

(Choose all )

15
TTOO001 Thesis 15 15 15 7.5 7.5
Total 240 62 62 58 45 31 31 31 31 26 32 30 15 14 17 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.

yhteiset kompetenssit,AMK

Osaamisen kuvaus, ammattikorkeakoulututkinto

1. LEARNING SKILLS

Our students are able to
•assess and develop their competence and learning methods
•critically acquire, process and evaluate knowledge and information
•take responsibility for learning and sharing learning in their groups

ICT Swedish
Algebra
Physics 1
Introduction to Data Processing
LabVIEW Programming and Applications
Practical Training
Thesis
2. ETHICAL COMPETENCE

Our students are able to
•take responsibility for their own work and its impacts
•work according to the professional ethical principles of their discipline/field
•take different bodies, organisations, professionals, stakeholders, interest groups and individuals into account in their work
•apply the principles of equality
•apply the principles sustainable development
•engage in social debate based on acquired competence and knowledge of ethical values.

Contract and Corporate Law
Leadership
Management Accounting
3. WORK COMPETENCE

Our students are able to
•work as a member of the work community and promote wellbeing
•execute their duties in work based situations that require communication and interaction
•use information and communication technology to do their work
•create personal work related contacts and operate in networks
•make dcisions in unpredictable situations
•work in management and work independently as a specialist/expert
•set up a business or enterprise

ICT Swedish
Contract and Corporate Law
Leadership
Management Accounting
Business Planning
Practical Training
Thesis
4. INNOVATION COMPETENCE

Our students are able to
•engage in creative problem solving and developing work practices
•work in projects
•implement research and development projects while applying the current knowledge and methods of their disciplines
•find customer-oriented, sustainable and profitable solutions

Customer Oriented Marketing
Business Planning
Practical Training
Thesis
5. INTERNATIONAL COMPETENCE

Our students are able to
•adopt the language skills needed in their work and field and to develop professional competence
•work proactively and in cooperation with people from different cultures
•take the impacts and opportunities of internationalisation into account in their work

ICT Swedish
Not grouped
Technical Communication
Thesis method studies and writing
Intercultural Communication
Technical English
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
Project studies 1 - Data management
Introduction to machine learning
Network and tree structures
Data platforms
Data science mathematics 2
Data science mathematics 3
Events and seminars
Project studies 2 - Machine learning
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
Generative Adversial Networks (GAN) ja deep fake
ICT summer project I
ICT summer project II
ICT summer project III
Elements of Supercomputing

Opintotyyppi_AMK

1. Perusopinnot
ICT Swedish
Algebra
Physics 1
2. Ammattiopinnot

No attached course units

3. Vaihtoehtoiset ammattiopinnot

No attached course units

4. Harjoittelu
Practical Training
5. Opinnäytetyö
Thesis
6. Vapaasti valittavat opinnot
Introduction to Data Processing
LabVIEW Programming and Applications
Not grouped
Technical Communication
Thesis method studies and writing
Intercultural Communication
Technical English
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
Project studies 1 - Data management
Introduction to machine learning
Network and tree structures
Data platforms
Data science mathematics 2
Data science mathematics 3
Events and seminars
Project studies 2 - Machine learning
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
Generative Adversial Networks (GAN) ja deep fake
Customer Oriented Marketing
Contract and Corporate Law
Leadership
Management Accounting
Business Planning
ICT summer project I
ICT summer project II
ICT summer project III
Elements of Supercomputing

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
Project studies 1 - Data management
Introduction to machine learning
Network and tree structures
Data platforms
Data science mathematics 2
Data science mathematics 3
Events and seminars
Project studies 2 - Machine learning
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
Generative Adversial Networks (GAN) ja deep fake
Introduction to Data Processing
LabVIEW Programming and Applications
ICT summer project I
ICT summer project II
ICT summer project III
Elements of Supercomputing
Practical Training
Thesis

Code Name Credits (cr)
TTM22SAI-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
TTM22SAI-1002
STUDIES IN MATHEMATICS AND SCIENCE

(Choose all)

9
TTPM007 Algebra 3
TTPF006 Physics 1 3
TT00BM00 Physics 2 3
TTM22SAI-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
TTM22SAI-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 Project studies 1 - Data management 5
TTM22SAI-1005
MACHINE LEARNING AND DATA ANALYTICS

(Choose all)

25
TT00CC61 Introduction to machine learning 5
TT00CC62 Network and tree structures 3
TT00CC63 Data platforms 3
TT00CC18 Data science mathematics 2 3
TT00CC19 Data science mathematics 3 3
TT00CC65 Events and seminars 3
TT00CC64 Project studies 2 - Machine learning 5
TTM22SAI-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
TTM22SAI-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
TTM22SAI-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
TTM22SAI-1009
ALTERNATIVE PROFESSION STUDIES

(Choose one)

15
TTM22SAI-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
TT00CF28 Generative Adversial Networks (GAN) ja deep fake 5
TTM22SAI-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
TTM22SAI-1012
FREE-CHOICE STUDIES

(Choose ects: 15)

15
TYW165 Introduction to Data Processing 2
TTAB005 LabVIEW Programming and Applications 3
TT00BW54 ICT summer project I 5
TT00BW56 ICT summer project II 5
TT00BW57 ICT summer project III 5
TT00CD96 Elements of Supercomputing 1
TTM22SAI-1013
PRACTICAL TRAINING

(Choose all)

30
TTHH001 Practical Training 30
TTM22SAI-1014
THESIS

(Choose all)

15
TTOO001 Thesis 15