Sequence Modeling

What is Sequence Modeling?

Sequence modeling involves analyzing or predicting patterns in ordered data where the sequence itself matters and affects the outcome. In natural language, word order determines meaning — making sequence modeling foundational to language understanding.

Where else is it applied?

In enterprise settings, sequence modeling also applies to time-series data like transaction histories or machine sensor readings, where the order and timing of events carry predictive signal. A model that predicts equipment failure based on the sequence of sensor readings leading up to past failures is doing sequence modeling in an industrial context.