Advanced
63 Lessons
8h
Certificate of Completion
AI-POWERED
AI-POWERED
This course includes
This course includes
Course Overview
A typical business stores data across multiple systems, including ERPs for operations, a CRM for marketing, files, notebooks, and BI apps for other purposes. Records of the same customer (entity) exist in multiple places, likely not in sync across nor unique within sources. This inconsistent situation generates an opportunity for us to drive business value by cross-referencing and deduplicating records with entity resolution. This course covers business acumen and hands-on coding. It starts with several bu...Show More
What You'll Learn
The ability to deduplicate records using Python
Familiarity with an entity resolution framework and business cases
An understanding of semantic similarity and search
Experience with classification in the context of entity resolution
Hands-on experience in data-centric AI using weak supervision and confident learning
What You'll Learn
The ability to deduplicate records using Python
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Course Content
Introduction to Entity Resolution and Applications
A Quickstart Guide Using the RecordLinkage Package
Preprocessing
Indexing
Feature Engineering
Pairwise Matching
12 Lessons
Clustering
6 Lessons
Integration
8 Lessons
Entity Resolution Fundamentals
Assessment
Matching Products Across Two Online Shops
Project
Conclusion
1 Lesson
Appendix
3 Lessons
Course Author
Trusted by 1.4 million developers working at companies
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
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