Univariate Time Series Modeling Template Using TensorFlow Version 1

As I work on practicing and solving machine learning (ML) problems, I repeatedly re-use a programming set of steps and activities.

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 TensorFlow framework and Python.

Version 1 of the TensorFlow time series template replicates many code segments within Dr. Brownlee’s blog post “Deep Learning Models for Univariate Time Series Forecasting”. The plan is to build a script for modeling future projects by adapting the example workflow presented in the blog.

The TensorFlow time series template is on the Analytics Project Templates page.