This is an excellent introduction to neural networks, deep neural networks, and the recent use of GPUs to speed up training them.

Good explanation of Type 1/Type 2 errors at the end, too: 'it correctly identified birds 95% of the time, but only spotted 90% of the birds in our test data'.