INFORMATION AND COMMUNICATION ENGINEERING DEGREE: FROM DATA TO AI 2019: TTV19SAI
Code: TTV19SAI
- Degree title
- Bachelor of Engineering (AMK)
- Credits
- 240 ects
- Duration
- 4 years (240 cr)
- Start semester
- Autumn 2019
- 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.
Select timing, structure or classification view
Show study timings by semester, study year or period
| Code | Name | Credits (cr) | 2019-2020 | 2020-2021 | 2021-2022 | 2022-2023 | Autumn 2019 | Spring 2020 | Autumn 2020 | Spring 2021 | Autumn 2021 | Spring 2022 | Autumn 2022 | Spring 2023 | 1. / 2019 | 2. / 2019 | 3. / 2020 | 4. / 2020 | 1. / 2020 | 2. / 2020 | 3. / 2021 | 4. / 2021 | 1. / 2021 | 2. / 2021 | 3. / 2022 | 4. / 2022 | 1. / 2022 | 2. / 2022 | 3. / 2023 | 4. / 2023 |
|---|---|---|
| Total | 240 |
yhteiset kompetenssit,AMK
Osaamisen kuvaus, ammattikorkeakoulututkinto
Opintotyyppi_AMK
TTV17SA_2017_kompetenssit
|
1.Matemaattis-luonnontieteellinen osaaminen
-kykenee loogis?matemaattiseen ajatteluun |
|
No attached course units |
|
2.Laitetekninen osaaminen
-tuntee sähkötekniikan ja elektroniikan perusteet |
|
No attached course units |
|
3.Tietoverkko-osaaminen
-ymmärtää IP-pohjaisten tietoverkkojen ja niiden aktiivilaitteiden toiminnan |
|
No attached course units |
|
4.Ohjelmistotekninen osaaminen
-ymmärtää ohjelmoinnin logiikan, osaa tulkita ohjelmakoodia ja hyödyntää ohjelmointia ongelmanratkaisussa |
|
No attached course units |
|
5.ICT-liiketoimintaosaaminen
-tuntee kannattavan liiketoiminnan edellytykset sekä taloudellisen suunnittelun ja ohjauksen tärkeimmät työkalut |
| Customer Oriented Marketing |
| Contract and Corporate Law |
| Leadership |
| Management Accounting |
| Business Planning |
| JA Start Up Program |
| Entrepreneurship in Practice: Special area |
|
6.ICT-sovellusalan osaaminen
-tuntee oman sovellusalansa teoreettiseen perustan |
|
No attached course units |
| Not grouped |
| Technical Communication |
| ICT Swedish |
| Intercultural Communication |
| Technical English I |
| Technical English II |
| Thesis Method Studies and Writing |
| Algebra |
| Physics 1 |
| Physics 2 |
| An Introduction to Programming |
| Object Oriented Programming |
| Software Development Process, Version Management and Testing |
| Digital Engineering |
| Technology project 1 |
| Introduction to Artificial Intelligence |
| Data Structures and Algorithms |
| Software development in Internet |
| Python programming |
| Linux basics |
| Data sources and databases |
| Data processing and visualization |
| Data center solutions and information networks |
| Information and cyber security |
| Project studies 1 - Data management |
| Mathematics 1 |
| Introduction to machine learning |
| Mathematics 2 |
| Advanced methods of data processing |
| Network and tree structures |
| Clustering and classification |
| Project studies 2 - Machine learning applications |
| Mathematics 3 |
| Events and seminars |
| Deep learning |
| Natural Language Processing |
| Introduction to digital signal processing |
| Mathematics 4 |
| Project studies 3 - Applying artificial intelligence |
| Customer project 1 - Web applications and AI |
| Web application development |
| User-centered design |
| Modern methods of AI |
| Customer project 2 - Data-driven applications in business |
| Value chains, customer needs and customer-centric design |
| Advanced online course 1 |
| Advanced online course 2 |
| Advanced online course 3 |
| Advanced online course 4 |
| Advanced online course 5 |
| Generative Adversial Networks (GAN) ja deep fake |
| Practical Training |
| International Intelligent Systems Studies |
| Introduction to Data Processing |
| LabVIEW Programming and Applications |
| Linux Device Driver and Kernel Module Programming |
| ICT summer project I |
| ICT summer project II |
| ICT summer project III |
| Basics of data-driven business |
| ICT Customer Project I |
| Thesis |
| Code | Name | Credits (cr) |
|---|---|---|
| TTV19SAI-1000 |
LANGUAGE AND COMMUNICATION SKILLS
(Choose all ) |
15 |
| TT00BQ88 | Technical Communication | 2 |
| TTPV016 | ICT Swedish | 3 |
| TT00BT25 | Intercultural Communication | 3 |
| TT00BJ75 | Technical English I | 2 |
| TT00BJ77 | Technical English II | 2 |
| TT00BS08 | Thesis Method Studies and Writing | 3 |
| TTV19SAI-1001 |
STUDIES IN MATHEMATICS AND THE NATURAL SCIENCES
(Choose all ) |
9 |
| TTPM007 | Algebra | 3 |
| TT00BT27 | Physics 1 | 3 |
| TT00BM00 | Physics 2 | 3 |
| TTV19SAI-1005 |
PROGRAMMING AND SOFTWARE DEVELOPMENT
(Choose all ) |
29 |
| TTAO006 | An Introduction to Programming | 3 |
| TTAO007 | Object Oriented Programming | 3 |
| TTAE007 | Software Development Process, Version Management and Testing | 3 |
| TT00BM02 | Digital Engineering | 3 |
| TT00BL28 | Technology project 1 | 5 |
| TT00BQ89 | Introduction to Artificial Intelligence | 3 |
| TTVO004 | Data Structures and Algorithms | 3 |
| TT00BQ93 | Software development in Internet | 3 |
| TT00BS09 | Python programming | 3 |
| TTV19SAI-1006 |
DATA MANAGEMENT: INFRASTRUCTURE AND TECHNIQUES
(Choose all ) |
15 |
| TT00BQ90 | Linux basics | 3 |
| TT00BQ91 | Data sources and databases | 4 |
| TT00BQ97 | Data processing and visualization | 3 |
| TT00BQ92 | Data center solutions and information networks | 3 |
| TT00BQ96 | Information and cyber security | 2 |
| TTV19SAI-1007 |
DATA PROCESSING CHAIN IN AI APPLICATIONS
(Choose all ) |
10 |
| TT00BQ94 | Project studies 1 - Data management | 7 |
| TT00BQ95 | Mathematics 1 | 3 |
| TTV19SAI-1008 |
MACHINE LEARNING AND DATA ANALYTICS
(Choose all ) |
14 |
| TT00BR00 | Introduction to machine learning | 3 |
| TT00BQ99 | Mathematics 2 | 3 |
| TT00BS10 | Advanced methods of data processing | 3 |
| TT00BS11 | Network and tree structures | 2 |
| TT00BS12 | Clustering and classification | 3 |
| TTV19SAI-1009 |
MACHINE LEARNING IN PRACTISE
(Choose all ) |
13 |
| TT00BR01 | Project studies 2 - Machine learning applications | 10 |
| TT00BR02 | Mathematics 3 | 3 |
| TTV19SAI-1027 |
ARTIFICIAL INTELLIGENCE: METHODS AND TECHNOLOGIES
(Choose all ) |
11 |
| TT00BR04 | Events and seminars | 2 |
| TT00BX19 | Deep learning | 3 |
| TT00BX20 | Natural Language Processing | 3 |
| TT00CA43 | Introduction to digital signal processing | 3 |
| TTV19SAI-1023 |
APPLYING ARTIFICIAL INTELLIGENCE
(Choose all ) |
13 |
| TT00BS17 | Mathematics 4 | 3 |
| TT00BX76 | Project studies 3 - Applying artificial intelligence | 10 |
| TTV19SAI-1024 |
DIGITAL SERVICES
(Choose all ) |
21 |
| TT00BR30 | Customer project 1 - Web applications and AI | 10 |
| TT00BQ98 | Web application development | 5 |
| TT00BS97 | User-centered design | 3 |
| TT00BR05 | Modern methods of AI | 3 |
| TTV19SAI-1025 |
AI AND DATA ANALYTICS IN BUSINESS
(Choose all ) |
15 |
| TT00BR36 | Customer project 2 - Data-driven applications in business | 10 |
| TT00BR31 | Value chains, customer needs and customer-centric design | 5 |
| TTV19SAI-1011 |
ALTERNATIVE PROFESSION STUDIES
(Choose one ) |
15 |
| TTV19SAI-1028 |
ADVANCED STUDIES IN ARTIFICIAL INTELLIGENCE AND DATA ANALYTICS
(Choose ects: 15 ) |
15 |
| TT00BR26 | Advanced online course 1 | 3 |
| TT00BR27 | Advanced online course 2 | 3 |
| TT00BR28 | Advanced online course 3 | 3 |
| TT00BR29 | Advanced online course 4 | 3 |
| TT00BS18 | Advanced online course 5 | 3 |
| TT00CF28 | Generative Adversial Networks (GAN) ja deep fake | 5 |
| TTV19SAI-1013 |
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 |
| TTV19SAI-1021 |
PRACTICAL TRAINING
(Choose all ) |
30 |
| TTHH001 | Practical Training | 30 |
| TTV19SAI-1017 |
FREE-CHOICE STUDIES
(Choose ects: 15 ) |
15 |
| TTV19SAI-1018 |
ENTREPRENEURIAL STUDIES 2
(Choose all ) |
15 |
| KLVY188 | JA Start Up Program | 10 |
| LT00BF31 | Entrepreneurship in Practice: Special area | 5 |
| TTV19SAI-1019 |
INTERNATIONAL INTELLIGENT SYSTEMS STUDIES 2
(Choose all ) |
15 |
| TT00BD78 | International Intelligent Systems Studies | 15 |
| TYW165 | Introduction to Data Processing | 2 |
| TTAB005 | LabVIEW Programming and Applications | 3 |
| TYW317 | Linux Device Driver and Kernel Module Programming | 3 |
| TT00BW54 | ICT summer project I | 5 |
| TT00BW56 | ICT summer project II | 5 |
| TT00BW57 | ICT summer project III | 5 |
| TT00BX18 | Basics of data-driven business | 3 |
| TT00BZ28 | ICT Customer Project I | 3 |
| TTV19SAI-1020 |
THESIS
(Choose all ) |
15 |
| TTOO001 | Thesis | 15 |
Due to the timing of optional and elective courses, credit accumulation per semester / academic year may vary.