Book Image

Azure Synapse Analytics Cookbook

By : Gaurav Agarwal, Meenakshi Muralidharan
Book Image

Azure Synapse Analytics Cookbook

By: Gaurav Agarwal, Meenakshi Muralidharan

Overview of this book

As data warehouse management becomes increasingly integral to successful organizations, choosing and running the right solution is more important than ever. Microsoft Azure Synapse is an enterprise-grade, cloud-based data warehousing platform, and this book holds the key to using Synapse to its full potential. If you want the skills and confidence to create a robust enterprise analytical platform, this cookbook is a great place to start. You'll learn and execute enterprise-level deployments on medium-to-large data platforms. Using the step-by-step recipes and accompanying theory covered in this book, you'll understand how to integrate various services with Synapse to make it a robust solution for all your data needs. Whether you're new to Azure Synapse or just getting started, you'll find the instructions you need to solve any problem you may face, including using Azure services for data visualization as well as for artificial intelligence (AI) and machine learning (ML) solutions. By the end of this Azure book, you'll have the skills you need to implement an enterprise-grade analytical platform, enabling your organization to explore and manage heterogeneous data workloads and employ various data integration services to solve real-time industry problems.
Table of Contents (11 chapters)

Modeling and scoring using SQL pools

In this recipe, you will learn how to enrich your data, which is under SQL dedicated pools, and apply the existing machine learning model that we created in the Training a model using AutoML in Synapse section. This will help the data analyst and the data professional to directly select and run the existing machine learning model without worrying about writing the actual model.

This is the best way to utilize the model that you trained in the Training a model using AutoML in Synapse recipe and leverage it to predict the existing SQL pool tables with the help of the predict model wizard in the Synapse workspace.

Getting ready

To complete this recipe:

  • Make sure you have created the Azure Machine Learning workspace in the Azure Machine Learning Service in Azure as we did in the Training a model using AutoML in Synapse recipe.
  • You will need to have created the Azure Machine Learning linked service in the Azure Synapse workspace...