A business would like to create a forecast for demand for the $12$ month period of time using a three period moving average for period moving average and exponential smoothing out with alpha $0\mathrm{.}30$ use the main absolute deviation to determine which model is the best the business would also like to forecast demand using linear regression for the time period $13$ as described in the second video