As I work on practicing and solving machine learning (ML) problems, I find myself repeating a set of steps and activities repeatedly.

Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, [https://machinelearningmastery.com/machine-learning-project-template-in-r/] I have pulled together a project template that can be used to support time series analysis using the ARIMA modeling and Python.

Version 3 of the time series template contains minor adjustments and corrections to the prevision version of the templates. Also, the new templates added and updated the sample code to support:

• Automatic transfer of the best order configuration from the training step to the final model. This automation makes the script more robust and less prone to manual entry errors.

You will find the Python time series template on the Machine Learning Project Templates page.