Practical Machine Learning with AWS: Process, Build, Deploy, and Productionize Your Models Using AWS

© Himanshu Singh 2021

H. SinghPractical Machine Learning with AWS https://doi.org/10.1007/978-1-4842-6222-1_6

6. Building and Deploying Models in SageMaker

Himanshu Singh¹  

(1)

ALLAHABAD, Uttar Pradesh, India

 

In this chapter, we will be exploring some of SageMaker’s built-in algorithms that are widely used in the industry. We will be exploring the algorithms from the general domain, natural language processing domain, computer vision domain, and forecasting domain.

Exploring the Linear Learner Algorithm

The linear learner algorithm of SageMaker is similar to the regression algorithms in the machine learning domain. We can make multiple linear regression, logistic regression, and multinomial logistic regression models using the linear learner algorithm. ...