In this project I used 50 years of memphis weather data to make a autocorrelation model that could predict the max temperature three days in to the future. The mean absulute error was 8.4

You can read more in the blog section.

Scatter plot of the autocorrelation

The scatter plot shows that we have a high autocorrelation from the day before to the next.