Observing data over time is time series. Predicting that data in the future is time series modeling. Unlike the regular prediction, this is slightly different because of the chronology in the data.

Arun Balakrishnan
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Forecasting sales with times series modeling
By Arun Balakrishnan on Sep, 2017