Beginning MLOps with MLFlow: Deploy Models in AWS SageMaker, Google Cloud, and Microsoft Azure

© Sridhar Alla, Suman Kalyan Adari 2021

S. Alla, S. K. AdariBeginning MLOps with MLFlowhttps://doi.org/10.1007/978-1-4842-6549-9_2

2. Building Models

Sridhar Alla¹   and Suman Kalyan Adari²

(1)

Delran, NJ, USA

(2)

Tampa, FL, USA

 

In this chapter, we will go over how to build a simple logistic regression model in both scikit-learn and PySpark. We will also go over the process of k-fold cross validation to tune a hyperparameter in scikit-learn.

Introduction

In the previous chapter, you loaded the credit card data set and analyzed the distribution of its data. You also looked at the relationships between the features and got a general idea of how heavily they influence the labels.

Now that you’ve gained a better understanding of the data set, you will proceed ...