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OK, so courtesy of this channel's series on linear algebra and neural networks I am close to understanding the scope of this technology as it was before the 2012 leap forward that is changing the world.

Recurrent neural networks (RNNs) and Convolutional deep neural networks (CNNs) are still in my future but it is a start I guess.