Ask HN: What Neural Networks/Deep Learning Books Should I Read?
It is a little old given how quickly the field moves, but 'Information Theory, Inference and Learning Algorithms' has a chapter on neural networks. It is an outstanding book: a labour of love from a very smart person. The exercises are varied, explanations are great, there's a sprinkling of humour, and connections drawn between multiple fields of study. Moreover, it is freely available from the author's website: <a href="http://www.inference.org.uk/itprnn/book.html" rel="nofollow">http://www.inference.org.uk/itprnn/book.html</a><p>Have you considered giving Goodfellow another shot, but trying to re-derive the results therein as a form of exercise? I think that would likely be one of the faster methods to bring yourself reasonably up to date with the field.