I learned it as part of speech processing, first for Dynamic Time Warping and then as the Viterbi and Baum Welch algorithms. Together with Hidden Markov Models it's a thing of beauty how it is used to model speech.

All of this is explained very intuitively in speech.zone

In the wikipedia entry there is a fun (really) explanation of why its creator called it like this.