During an afternoon session at the annual Boise Code Camp, Dr. Kennington gave a 75-minute talk about how neural networks (i.e., simple multi-layer perceptrons) work. It was attended by about 100 participants.
The presentation, which is attached as PDF export of a Jupyter notebook, can be downloaded here: intro_mlp_xor