A method that uses past time data to predict what may happen next.
It is like your school bus. It has come at 8:05 every morning all month. So you know when to stand at the stop tomorrow.
It can predict sales, crowds, or power use. It helps people plan with less guessing.
Sequence Modeling
Time Series Forecasting is a Sequence Modeling task. It uses links across time.
LSTM
LSTM can use past time data to predict the next trend.
Transformer
Transformer can learn time patterns over longer periods.