ML texts often have refresher appendixes/intro chapters:
- https://www.deeplearningbook.org/
- https://www.cs.huji.ac.il/~shais/UnderstandingMachineLearnin...
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and math for physics texts by these authors shd be in any technical lib
- Mary Boas
- Arfken Webber Harris