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Congratulations!

1. Congratulations!

Congratulations on completing this ARIMA modeling course. You've come a long way and learned a lot of great tools.

2. The SARIMAX model

You now know all the parts of the SARIMAX model class, including the seasonal, autoregressive, integrated, moving average and exogenous parts of the model.

3. Time series modeling framework

Throughout this course we covered a common framework you can use when you go into your own time series projects. This is the Box-Jenkins method. This led us through steps to test for stationarity and seasonality; find promising model orders; fit models and narrow selection with AIC and BIC; perform model diagnostics tests; make forecasts; and save and update models in production.

4. Further steps

You also know how to simulate your own ARMA data. This is a good way to practice, since when fitting a model, you already know which ARMA model should fit. There are also huge amounts of time series data out there in the real world for you to tackle; including some real world datasets in the statsmodels package itself. You can read more about this here.

5. Further steps

There are also lots more time series courses you can take here on DataCamp!

6. Good luck!

Great job, and happy time series modeling!

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