A conceptual overview of neural networks

It can be difficult to understand why neural networks work so well. This introduction will look at them from two viewpoints. If you have an understanding of how linear regression works, the first viewpoint should be useful. The second viewpoint is more intuitive and less technical, but equally valid. I encourage you to read both and spend some time contemplating both overviews.