Reddit reviews Artificial Intelligence for Humans, Volume 3: Deep Learning and Neural Networks
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If you want to get a beginner's outline of the deep learning landscape, try the 3rd Volume of Heaton's AI series, Deep Learning and Neural Networks.
Alongside, you may want to play around with a deep learning framework like Keras, in which it is simple to build your own GPU-powered neural networks.
Afterwards, Andrej Karpathy's recently taken down course on CNNs is probably a good bet.(you can still find the material online).