Understanding the AR and MA in Arima to improve my time series knowledge

Autoregression  (AR)

Using Past Values to predict future values 

Reference:

Moving Average Model

     ACF vs PACF

ARMA Model

Coding 

Conclusion 

I will be looking at the SARIMA Model to understand how to correctly include seasonal effects in the model