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Far from being incomprehensible, the principles behind neural networks are surprisingly simple. Here's a gentle walk through how to use deep learning to categorize images from a very simple camera.
You have responded with overwhelmingly positive comments to my two previous videos on convolutional neural networks and deep learning. You have also made two requests: find a better example and explain backpropagation. This video does both.