Applied Machine Learning for Health and Fitness: A Practical Guide to Machine Learning with Deep Vision, Sensors and IoT

© Kevin Ashley 2020

K. AshleyApplied Machine Learning for Health and Fitnesshttps://doi.org/10.1007/978-1-4842-5772-2_12

12. Automating and Consuming Machine Learning

Kevin Ashley¹  

(1)

Belmont, CA, USA

 

There’s a way to do it better - find it.

—Thomas A. Edison

Figure 12-1

Automating all aspects of machine learning pipeline from deployment to consumption by end users

Overview

In the previous chapter, you used some of the cloud tools to label and process our data, train the models, and register them in the cloud. As a researcher, you are likely to train quite a few models, changing your training script, experimenting with data, before making them available ...