// curriculum
Studies
Bachelor of Engineering in ICT, Data to AI. A four-year programme (240 ECTS), blended learning in the Helsinki metropolitan area. 40 student intake.
tutkinto: ICT Engineer, Data to AI
muoto: Blended learning — Helsinki metropolitan area
kesto: 4 years, 240 ECTS
aloituspaikat: 40 student intake
Application period: March 10–24, 2026
Year 1
Foundations
30 cr
D2AI-101 Linux & CLI Mastery
5 cr D2AI-102 Python for Data Engineering
10 cr D2AI-103 Databases: SQL & NoSQL
5 cr D2AI-104 Statistics & Math for AI
5 cr D2AI-105 Git & FOSS Collaboration
5 cr Year 2
Data Engineering
35 cr
D2AI-201 Data Pipelines & ETL
10 cr D2AI-202 Apache Spark & Distributed Systems
10 cr D2AI-203 Machine Learning Fundamentals
10 cr D2AI-204 Cloud & Container Basics
5 cr Year 3
AI & HPC
45 cr
D2AI-301 Deep Learning with PyTorch
10 cr D2AI-302 HPC Computing & CSC Access
10 cr D2AI-303 NLP & Large Language Models
10 cr D2AI-304 AI Project Work
15 cr Year 4
Production AI
50 cr
D2AI-401 MLOps & Model Deployment
10 cr D2AI-402 AI Systems Architecture
10 cr D2AI-403 Thesis / Capstone Project
30 cr Applicant Services
hakijapalvelut@kamk.fi
+358 40 654 8475
Programme Coordinator
Jonna Kalermo-Poranen
jonna.kalermo-poranen@kamk.fi
044 710 1049