Data Science Solutions on Azure | Taschenbuch

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Cover: 9781484264041 | Data Science Solutions on Azure | Priyanshi Singh (u. a.) | Buch

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Sprache: Englisch

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Beschreibung

Understand and learn the skills needed to use modern tools in Microsoft Azure. This book discusses how to practically apply these tools in the industry, and help drive the transformation of organizations into a knowledge and data-driven entity. It provides an end-to-end understanding of data science life cycle and the techniques to efficiently productionize workloads. 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

Who This Book Is For

Data Scientists looking to deploy end-to-end solutions on Azure with latest tools and techniques.

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

Who This Book Is For

Data Scientists looking to deploy end-to-end solutions on Azure with latest tools and techniques.

Über den Autor

Julian Soh is a cloud solutions architect with Microsoft, focusing in the areas of artificial intelligence, cognitive services, and advanced analytics. Prior to his current role, Julian worked extensively in major public cloud initiatives, such as SaaS (Microsoft Office 365), IaaS/PaaS (Microsoft Azure), and hybrid private-public cloud implementations.

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 [...]

Zusammenfassung

Holistic coverage of Azure data science capabilities

Covers Azure Cognitive Services API for AI developers

Consists of Case Studies for each operation discussed

Inhaltsverzeichnis

Chapter 1: Data Science in the Modern Enterprise.- Chapter 2: Statistical Techniques and Concepts in Data Science.- Chapter 3: Data Preparation and Data Engineering Basics.- Chapter 4: Introduction to Azure Machine Learning.- Chapter 5: Hands on with Azure Machine Learning.- Chapter 6: Apache Spark, Big Data, and Azure Databricks.- Chapter 7: Hands-on with Azure Databricks.- Chapter 8: Machine Learning Operations.

Details

Erscheinungsjahr:	2020
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Seiten:	300
Inhalt:	xiii 285 S. 186 s/w Illustr. 285 p. 186 illus.
ISBN-13:	9781484264041
ISBN-10:	1484264045
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Singh, Priyanshi Soh, Julian
Auflage:	1st ed.
Hersteller:	Apress Apress L.P.
Maße:	235 x 155 x 17 mm
Von/Mit:	Priyanshi Singh (u. a.)
Erscheinungsdatum:	19.12.2020
Gewicht:	0,458 kg

preigu-id: 118875341