[D] What is currently the best theoretical book (or notes) about Convolutional Neural Networks?

I have a degree in maths and i am interested in learning about Convolutional Neural Networks from a mathematical/ theory point of view. Can someone point me towards some resource.

I already have a basic knowledge of Convolutional Neural Networks (and other Neural Networks)

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