LSTMs are behind a lot of the amazing achievements deep learning has made in the past few years, and they're a fairly simple extension to neural networks under the right view. So I'll try to present them as intuitively as possible – in such a way that you could have discovered them yourself. But first, a picture: Aren't LSTMs beautiful? Let's go. (Note: if you're already familiar with neural netwo