Here's the 2nd part of my series on ODEs and SDEs in ML. This article introduces ODEs and is suitable for novices:

https://rbcborealis.com/research-blogs/introduction-ordinary-differential-equations/

We describe ODEs, vector ODEs and PDEs and categorize ODEs by how their solutions are related. We describe conditions for an ODE to have a solution.