Overview
- Holistic coverage of Azure data science capabilities
- Covers Azure Cognitive Services API for AI developers
- Consists of Case Studies for each operation discussed
Access this book
Tax calculation will be finalised at checkout
Other ways to access
Table of contents (8 chapters)
-
Front Matter
-
Back Matter
Keywords
About this book
The book starts with an introduction to data science and discusses the statistical techniques data scientists should know. You'll then move on to machine learning in Azure where you will review the basics of data preparation and engineering, along with Azure ML service and automated machine learning. You'll also explore Azure Databricks and learn how to deploy, create and manage the same. In the final chapters you'll go through machine learning operations in Azure followed by the practical implementation of artificial intelligence through machine learning.
Data Science Solutions on Azure will reveal how the different Azure services work together using real life scenarios and how-to-build solutions in a single comprehensive cloud ecosystem.
What You'll Learn
- Understand big data analytics with Spark in Azure Databricks
- Integrate with Azure services like Azure Machine Learning and Azure Synaps
- Deploy, publish and monitor your data science workloads with MLOps
- Review data abstraction, model management and versioning with GitHub
Data Scientists looking to deploy end-to-end solutions on Azure with latest tools and techniques.
Authors and Affiliations
About the authors
Priyanshi Singh is a data scientist by training and a data enthusiast by nature specializing in machine learning techniques applied to predictive analytics, computer vision and natural language processing. She holds a master’s degree in Data Science from New York University and is currently a Cloud Solution Architect at Microsoft helping the public sector to transform citizen services with Artificial Intelligence. She also leads a meetup community based out of New York to help educate public sector employees via hands on labs and discussions. Apart from her passion for learning new technologies and innovating with AI, she is a sports enthusiast, a great badminton player and enjoys playing Billiards. Find her on LinkedIn at https://www.linkedin.com/in/priyanshi-singh5/
Bibliographic Information
Book Title: Data Science Solutions on Azure
Book Subtitle: Tools and Techniques Using Databricks and MLOps
Authors: Julian Soh, Priyanshi Singh
DOI: https://doi.org/10.1007/978-1-4842-6405-8
Publisher: Apress Berkeley, CA
eBook Packages: Professional and Applied Computing, Apress Access Books, Professional and Applied Computing (R0)
Copyright Information: Julian Soh and Priyanshi Singh 2020
Softcover ISBN: 978-1-4842-6404-1Published: 19 December 2020
eBook ISBN: 978-1-4842-6405-8Published: 18 December 2020
Edition Number: 1
Number of Pages: XIII, 285
Number of Illustrations: 186 b/w illustrations
Topics: Microsoft and .NET