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Fundamentals of AI

Rakennetyyppi: Opintojakso
Koodi: H2C1105
Taso: Täydennyskoulutus yms.
Laajuus: 3 op
Vastuuopettaja: Salonen, Klaus
Opetuskieli: Englanti


3002 20.11.2021 – 18.12.2021Klaus SalonenSuomi1.8.2021 – 13.9.2021
3003Avoin202224.10.2022 – 18.12.2022Klaus SalonenSuomi1.8.2022 – 28.8.2022


After the course the student will be familiar with the concepts of Artificial Intelligence (AI), Machine learning (ML), and Artificial Neural Networks (ANN). The student will also understand the workflow from problem to solution using data, selecting algorithms and creating predictive models with tools such as Tensorflow, Theano, and Scikit-learn. An introduction to Python programming language is included.

Opiskelijan työmäärä

A total of 81h split up evenly on weekly activities.

Edeltävät opinnot / Suositellut valinnaiset opinnot

For Python some basic programming skill or at least a rudimentary understanding is helpful but not mandatory. For AI an understanding of Python and statistical methods is helpful but not mandatory.


The demand for AI fluent individuals is high regionally, nationally, and internationally. The gap between demand and supply of qualified personel is also increasing and therefore the impact of this course is high especially for regional companies.


The demand for qualified personel is for the foreseeable future on the rise regionally, nationally, and internationally.

Opetusmuoto / Opetusmenetelmät

This is an online course with selected hand-picked courses for personal use and with the possibility to do some hands-on, unsupervised exercises. There are no on-campus lectures for this course.