Serverless Machine Learning with Amazon Redshift
eBook Details:
- Paperback: 384 pages
- Publisher: WOW! eBook (September 11, 2023)
- Language: English
- ISBN-10: 1804619280
- ISBN-13: 978-1804619285
eBook Description:
Serverless Machine Learning with Amazon Redshift: Supercharge and deploy Amazon Redshift Serverless, train and deploy Machine learning Models using Amazon Redshift ML and run inference queries at scale
- Learn how to implement an end-to-end serverless architecture for ingestion, analytics and machine learning using Redshift Serverless and Redshift ML
- Learn how to create supervised and unsupervised models, and various techniques to influence your model
- Learn how to run inference queries at scale in Redshift to solve a variety of business problems using models created with Redshift ML or natively in Amazon SageMaker
- Learn how to optimize your Redshift data warehouse for extreme performance
- Learn how to ensure you are using proper security guidelines with Redshift ML
- Learn how to use model explainability in Amazon Redshift ML, to help understand how each attribute in your training data contributes to the predicted result
Amazon Redshift Serverless enables organizations to run PetaBytes scales Cloud data warehouses in minutes and in most cost effective way Developers, data analysts and BI analysts can deploy cloud data warehouses and use easy-to-use tools to train models and run predictions. Developers working with Amazon Redshift data warehouses will be able to put their SQL knowledge to work with this practical guide to train and deploy Machine Learning Models. The book provides a hands-on approach to implementation and associated methodologies that will have you up-and-running, and productive in no time. Complete with step-by-step explanations of essential concepts, practical examples and self-assessment questions, you will begin Deploying and Using Amazon Redshift Serverless and then dive into learning and deploying various types of Machine learning projects using familiar SQL Code. You will learn how to configure and deploy Amazon Redshift Serverless, understand the foundations of data analytics and types of data machine learning. Then you will deep dive into Redshift ML By the end of this Serverless Machine Learning with Amazon Redshift book, you will be able to configure and deploy Amazon Redshift Serverless, train and deploy Machine learning Models using Amazon Redshift ML and run inference queries at scale.