Nicky Case along with an epidemeologist Marcel Salathe published this interactive blog that helps us understand the maths behind the covid-19 spreading models. Play with the various kinds of simulations. It is both fun and a lot of learning.
Thanks @damitr for sharing the link. It is a public domain resource, which is also commendable.