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 multi-class classification problems using Python and the Keras framework.
Version 1 of the deep learning template is the first iteration and contains sample code segments for:
- Preparing the deep learning modeling environment with a TensorFlow backend
- Loading the data
- Defining the Keras model
- Fitting and evaluating the model on the dataset
- Optimizing the model
- Finalizing the model and making predictions
You will find the Python deep learning template on the Machine Learning Project Templates page.