That's a good question. I'd say more background is always helpful, but probably not essential. I have a ~40-page fast-track to deep learning with PyTorch in Appendix A that might get you up to speed (might be a steeper learning curve, but might be more respectful of your time).
Fast-Track Deep Learning with PyTorch Appendix Resource
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