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Are the contents of this monograph reliable with respect to the modern theoretical understanding of deep neural networks? [D]

NB: Reposting due to a typo in the title Putting this here instead of the other subs since I figured a question on deep learning theory is out of place there -- I "recently" found (actually, a few months ago but only just got to reading) a monograph claiming to provide a unified theory of deep learning (and possibly SS