An Introduction to Entity Resolution in Python
Advanced
63 Lessons
8h
Certificate of Completion
Takeaway Skills
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
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
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
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