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For teachers and students of nonlinear dynamics, differential equations, or mathematical biology: there are a lot of good resources for learning about simple models of epidemics with (unrealistic but tractable) random mixing. Here's one place to start: en.wikipedia.org/wiki/Compartme….
For network models of epidemics, you could start by playing with the Complexity Explorables at complexity-explorables.org/topics/epidemi… and then move on to links like these (there are many others...)

arxiv.org/abs/2001.02436 by @joel_c_miller

ncbi.nlm.nih.gov/pmc/articles/P…

tb.ethz.ch/education/lear…
For a survey of the history (and present and future) of math modeling applied to epidemiology, this 2017 paper by Fred Brauer gives a good overview: ncbi.nlm.nih.gov/pmc/articles/P…
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