Beginning MLOps with MLFlow - 9781484265482

Beginning MLOps with MLFlowDeploy Models in AWS SageMaker, Google Cloud, and Microsoft Azure\nAuthor(s): Sridhar Alla, Suman Kalyan Adari\nFormat: Paperback\nPublisher: APress, United States\nImprint: APress\nISBN-13: 9781484265482, 978-1484265482\nSynopsis\nIntegrate MLOps principles into existing or future projects using MLFlow, operationalize your models, and deploy them in AWS SageMaker, Google Cloud, and Microsoft Azure. ?This book guides you through the process of data analysis, model construction, and training.\nThe authors begin by introducing you to basic data analysis on a credit card data set and teach you how to analyze the features and their relationships to the target variable. You will learn how to build logistic regression models in scikit-learn and PySpark, and you will go through the process of hyperparameter tuning with a validation data set. You will explore three different deployment setups of machine learning models with varying levels of automation to help you s