Hands-On Entity Resolution: A Practical Guide to Data Matching With Python
Language: English
Published by Oreilly & Associates Inc, 2024
- Softcover
- New
Seller: Lakeside Books, Benton Harbor, MI, U.S.A.Lakeside Books
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Condition: New
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Seller Inventory # OTF-S-9781098148485
- Title
- Hands-On Entity Resolution: A Practical Guide to Data Matching With Python
- Author
- Shearer, Michael
- Publisher
- Oreilly & Associates Inc
- Publication year
- 2024
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1098148487
- ISBN 13
- 9781098148485
- Seller catalogs
- 0, VCF
Entity resolution is a key analytic technique that enables you to identify multiple data records that refer to the same real-world entity. With this hands-on guide, product managers, data analysts, and data scientists will learn how to add value to data by cleansing, analyzing, and resolving datasets using open source Python libraries and cloud APIs.
Author Michael Shearer shows you how to scale up your data matching processes and improve the accuracy of your reconciliations. You'll be able to remove duplicate entries within a single source and join disparate data sources together when common keys aren't available. Using real-world data examples, this book helps you gain practical understanding to accelerate the delivery of real business value.
With entity resolution, you'll build rich and comprehensive data assets that reveal relationships for marketing and risk management purposes, key to harnessing the full potential of ML and AI. This book covers:
- Challenges in deduplicating and joining datasets
- Extracting, cleansing, and preparing datasets for matching
- Text matching algorithms to identify equivalent entities
- Techniques for deduplicating and joining datasets at scale
- Matching datasets containing persons and organizations
- Evaluating data matches
- Optimizing and tuning data matching algorithms
- Entity resolution using cloud APIs
- Matching using privacy-enhancing technologies
"Synopsis" may belong to another edition of this title.
About the Author
Michael is a Chartered Engineer. He was educated at Queen's University Belfast where he gained a Master's degree in Electrical and Electronic Engineering with distinction.
"About the title" may belong to another edition of this title.
Lakeside Books
Benton Harbor, MI, U.S.A.
AbeBooks seller since April 6, 2017
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