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Serverless Machine Learning with Amazon Redshift ML

Serverless Machine Learning with Amazon Redshift ML: Create, train, and deploy machine learning models using familiar SQL commands

By Debu Panda , Phil Bates , Bhanu Pittampally , Sumeet Joshi
$39.99 $27.98
Book Aug 2023 290 pages 1st Edition
eBook
$39.99 $27.98
Print
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Subscription
$15.99 Monthly
eBook
$39.99 $27.98
Print
$49.99
Subscription
$15.99 Monthly

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Product Details


Publication date : Aug 30, 2023
Length 290 pages
Edition : 1st Edition
Language : English
ISBN-13 : 9781804619285
Category :
toc View table of contents toc Preview Book toc Download Code

Key benefits

  • Leverage supervised learning to build binary classification, multi-class classification, and regression models
  • Learn to use unsupervised learning using the K-means clustering method
  • Master the art of time series forecasting using Redshift ML
  • Purchase of the print or Kindle book includes a free PDF eBook

Description

Amazon Redshift Serverless enables organizations to run petabyte-scale cloud data warehouses quickly and in a cost-effective way, enabling data science professionals to efficiently deploy cloud data warehouses and leverage easy-to-use tools to train models and run predictions. This practical guide will help developers and data professionals working with Amazon Redshift data warehouses to put their SQL knowledge to work for training and deploying machine learning models. The book begins by helping you to explore the inner workings of Redshift Serverless as well as the foundations of data analytics and types of data machine learning. With the help of step-by-step explanations of essential concepts and practical examples, you’ll then learn to build your own classification and regression models. As you advance, you’ll find out how to deploy various types of machine learning projects using familiar SQL code, before delving into Redshift ML. In the concluding chapters, you’ll discover best practices for implementing serverless architecture with Redshift. By the end of this book, you’ll 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.

What you will learn

Utilize Redshift Serverless for data ingestion, data analysis, and machine learning Create supervised and unsupervised models and learn how to supply your own custom parameters Discover how to use time series forecasting in your data warehouse Create a SageMaker endpoint and use that to build a Redshift ML model for remote inference Find out how to operationalize machine learning in your data warehouse Use model explainability and calculate probabilities with Amazon Redshift ML

What do you get with eBook?

Feature icon Instant access to your Digital eBook purchase
Feature icon Download this book in EPUB and PDF formats
Feature icon Access this title in our online reader with advanced features
Feature icon DRM FREE - Read whenever, wherever and however you want
Buy Now

Product Details


Publication date : Aug 30, 2023
Length 290 pages
Edition : 1st Edition
Language : English
ISBN-13 : 9781804619285
Category :

Table of Contents

19 Chapters
Preface Packt Packt
Part 1:Redshift Overview: Getting Started with Redshift Serverless and an Introduction to Machine Learning Packt Packt
Chapter 1: Introduction to Amazon Redshift Serverless Packt Packt
Chapter 2: Data Loading and Analytics on Redshift Serverless Packt Packt
Chapter 3: Applying Machine Learning in Your Data Warehouse Packt Packt
Part 2:Getting Started with Redshift ML Packt Packt
Chapter 4: Leveraging Amazon Redshift ML Packt Packt
Chapter 5: Building Your First Machine Learning Model Packt Packt
Chapter 6: Building Classification Models Packt Packt
Chapter 7: Building Regression Models Packt Packt
Chapter 8: Building Unsupervised Models with K-Means Clustering Packt Packt
Part 3:Deploying Models with Redshift ML Packt Packt
Chapter 9: Deep Learning with Redshift ML Packt Packt
Chapter 10: Creating a Custom ML Model with XGBoost Packt Packt
Chapter 11: Bringing Your Own Models for Database Inference Packt Packt
Chapter 12: Time-Series Forecasting in Your Data Warehouse Packt Packt
Chapter 13: Operationalizing and Optimizing Amazon Redshift ML Models Packt Packt
Index Packt Packt
Other Books You May Enjoy Packt Packt

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