Time Series Modeling Project Template for Python Version 2

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, I have pulled together a project template that can be used to support time series analysis using the ARIMA modeling and Python.

Version 2 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:

  • Random grid search via pmdarima’s auto_arima function
  • Full grid search via pmdarima’s auto_arima function
  • Updated sample code for manual grid search

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