Deploy Machine Learning Models to Production: With Flask, Streamlit, Docker, and Kubernetes on Google Cloud Platform

© Pramod Singh 2021

P. SinghDeploy Machine Learning Models to Productionhttps://doi.org/10.1007/978-1-4842-6546-8_1

1. Introduction to Machine Learning

Pramod Singh¹  

(1)

Bangalore, Karnataka, India

 

In this first chapter, we are going to discuss some of the fundamentals of machine learning and deep learning. We are also going to look at different business verticals that are being transformed by using machine learning. Finally, we are going to go over the traditional steps of training and building a rather simple machine learning model and deep learning model on a cloud platform (Databricks) before moving on to the next set of chapters on productionization. If you are aware of these concepts and feel comfortable with your level of expertise on machine ...