Problem of maximum likelihood estimation of time series

Hi everyone,

I have a problem of how to calculate the MLE for a given time series data set.
I have read the book Statistical Method for Forecasting, there are some example of building AR model but it simply stated that the MLE are the multiple of two quantities. I have no idea on how these quantities come from.
Any help:confused: