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I would read the Goodfellow book (though it is exactly as you describe). Beyond this, I would follow courses online depending on your interest, e.g.:

- Stanford's CS231n (http://cs231n.stanford.edu) for Computer Vision

- Stanford's CS224n (http://web.stanford.edu/class/cs224n/) for NLP

They both have pretty solid exercises, which includes work like implementing back-propagation from first principles.

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