Machine Learning Automation with TPOT

Chapter 9: Using the Deployed TPOT Model in Production

You've made it to the final chapter – congratulations! So far, you've learned the basics of TPOT by solving classification and regression tasks, how TPOT works with Dask and neural networks, and how to deploy machine learning models both locally and to the cloud.

This chapter will serve as icing on the cake, as you'll learn how to communicate with your deployed models to build something even a 5-year-old could use. To be more precise, you'll learn how to communicate with your API through a notebook environment and a simple GUI web application.

This chapter will cover the following topics:

• Making predictions in a notebook environment
• Developing a simple GUI web application
• Making predictions ...