© Pramod Singh 2021
P. SinghDeploy Machine Learning Models to Productionhttps://doi.org/10.1007/978-1-4842-6546-8_5

5. Machine Learning Deployment Using Kubernetes

Pramod Singh1  
(1)
Bangalore, Karnataka, India
 
In the previous chapter, we saw how we can containerize an app and deploy it using Flask. In this chapter, we will deploy the same ML app using an orchestration platform (Kubernetes). This chapter covers two main topics. It first covers the basics of the Kubernetes platform and how it handles deployments. Then the chapter covers how to deploy the ML app using Kubernetes. More specifically, the chapter covers the following:

  • What is Kubernetes

  • Google Cloud Platform

  • ML model deployment using Kubernetes

Kubernetes is an open source container orchestration ...

Get Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.

Start your free trial