In issue 12 of Hello World, we bring you resources and in-depth discussions about how to teach machine learning from preschool (yes, really!) through to university.

Also in this issue:

• Learning graphs: tools to map learners’ progression

• The case for using pseudocode in the classroom

• How picture books can be used to introduce programming concepts

• Electronics activities from university outreach

And much more.