Practical Machine Learning in JavaScript: TensorFlow.js for Web Developers

© Charlie Gerard 2021

C. GerardPractical Machine Learning in JavaScripthttps://doi.org/10.1007/978-1-4842-6418-8_6

6. Machine learning in production

Charlie Gerard¹ 

(1)

Les Clayes sous bois, France

 

Now that you hopefully feel more comfortable experimenting with machine learning and building applications using different models and inputs, let’s talk about the different aspects of putting machine learning models and systems into production.

Figure 6-1

Phases of Continuous Delivery for Machine Learning. Source: https://martinfowler.com/articles/cd4ml.html

Figure 6-2

Types of engineers per phase.

Figure 6-3

Components of a machine learning system. Source: