  In industry as well as education as well as academics we see a growing need
for knowledge on how to apply machine learning in software applications. With
the educational programme ICT & AI at Fontys UAS we had to find an answer to
the question: "How should we educate software engineers to become AI
engineers?" This paper describes our educational programme, the open source
tools we use, and the literature it is based on. After three years of
experience, we present our lessons learned for both educational institutions
and software engineers in practice.
