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You're reading from  Azure Data and AI Architect Handbook

Product typeBook
Published inJul 2023
PublisherPackt
ISBN-139781803234861
Edition1st Edition
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Authors (2):
Olivier Mertens
Olivier Mertens
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Olivier Mertens

Olivier Mertens is a cloud solution architect for Azure data and AI at Microsoft, based in Dublin, Ireland. In this role, he assisted organizations in designing their enterprise-scale data platforms and analytical workloads. Next to his role as an architect, Olivier leads the technical AI expertise for Microsoft EMEA in the corporate market. This includes leading knowledge sharing and internal upskilling, as well as solving highly complex or strategic customer AI cases. Before his time at Microsoft, he worked as a data scientist at a Microsoft partner in Belgium. Olivier is a lecturer for generative AI and AI solution architectures, a keynote speaker for AI, and holds a master's degree in information management, a postgraduate degree as an AI business architect, and a bachelor's degree in business management.
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Breght Van Baelen
Breght Van Baelen
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Breght Van Baelen

Breght Van Baelen is a Microsoft employee based in Dublin, Ireland, and works as a cloud solution architect for the data and AI pillar in Azure. He provides guidance to organizations building large-scale analytical platforms and data solutions. In addition, Breght was chosen as an advanced cloud expert for Power BI and is responsible for providing technical expertise in Europe, the Middle East, and Africa. Before his time at Microsoft, he worked as a data consultant at Microsoft Gold Partners in Belgium. Breght led a team of eight data and AI consultants as a data science lead. Breght holds a master's degree in computer science from KU Leuven, specializing in AI. He also holds a bachelor's degree in computer science from the University of Hasselt.
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Approaches to data warehousing

There are two popular approaches to designing a data warehouse, namely the normalized approach by Bill Inmon and the dimensional approach by Ralph Kimball. In this section, we’ll explain the two different approaches further in detail.

Normalized approach by Bill Inmon

The first approach we would like to introduce is the normalized approach by Bill Inmon. Bill Inmon was one of the first people to define the term data warehousing and defined it as a “subject-oriented, nonvolatile, integrated, time-variant collection of data in support of management’s decisions.” This means a data warehouse focuses on subjects, such as products and customers, and stores historical data for an indefinite time.

The Inmon design approach constructs a logical model for each subject that includes all relevant attributes, relationships, dependencies, and affiliations. This logical model uses a normalized structure (3NF) to minimize data redundancy...

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Azure Data and AI Architect Handbook
Published in: Jul 2023Publisher: PacktISBN-13: 9781803234861

Authors (2)

author image
Olivier Mertens

Olivier Mertens is a cloud solution architect for Azure data and AI at Microsoft, based in Dublin, Ireland. In this role, he assisted organizations in designing their enterprise-scale data platforms and analytical workloads. Next to his role as an architect, Olivier leads the technical AI expertise for Microsoft EMEA in the corporate market. This includes leading knowledge sharing and internal upskilling, as well as solving highly complex or strategic customer AI cases. Before his time at Microsoft, he worked as a data scientist at a Microsoft partner in Belgium. Olivier is a lecturer for generative AI and AI solution architectures, a keynote speaker for AI, and holds a master's degree in information management, a postgraduate degree as an AI business architect, and a bachelor's degree in business management.
Read more about Olivier Mertens

author image
Breght Van Baelen

Breght Van Baelen is a Microsoft employee based in Dublin, Ireland, and works as a cloud solution architect for the data and AI pillar in Azure. He provides guidance to organizations building large-scale analytical platforms and data solutions. In addition, Breght was chosen as an advanced cloud expert for Power BI and is responsible for providing technical expertise in Europe, the Middle East, and Africa. Before his time at Microsoft, he worked as a data consultant at Microsoft Gold Partners in Belgium. Breght led a team of eight data and AI consultants as a data science lead. Breght holds a master's degree in computer science from KU Leuven, specializing in AI. He also holds a bachelor's degree in computer science from the University of Hasselt.
Read more about Breght Van Baelen