TensorFlow Deep Learning Templates v7 for Classification and Regression

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 modeling classification and regression problems using Python and the Kera framework.

Version 7 of the TensorFlow deep learning templates contains minor adjustments and corrections to the prevision version of the model. The updated templates include the following:

  • Added code segment to support running the template using Google’s Colab environment
  • Replaced SMTP-based email notification code with AWS Simple Notification Service (SNS)
  • Rename validation dataset from “X_test” to “X_validation” to be consistent with the published deep learning research literature

You will find the Python deep learning templates on the Machine Learning Project Templates page.