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Leveraging Pre-Trained Machine Learning Models for Efficient Entity Resolution - PPT
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07-25-2023 16:21
Chris Detzel
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Reltio has introduced pre-trained ML models called "Match IQ" to help with matching and merging profiles in their MDM platform. The first model available is for healthcare providers (HCPs).
The goal is to provide customers with highly accurate matching out-of-the-box, eliminating the need for extensive manual configuration of match rules.
The models are trained on large third-party datasets as well as anonymized customer data. They run in parallel with rule-based matching.
In the future, Reltio plans to expand Match IQ with more models for different entities and industries, localized training, and explainability features.
There was a lively Q&A where the presenters discussed topics like combining rules and ML, using ML for already merged profiles, sharing models across environments, and Reltio's broader vision for infusing AI/ML across all their data management capabilities.
Overall, Reltio is aiming to leverage ML to improve efficiency and productivity in MDM by auto-resolving more potential matches.
#ML
#MachineLearning
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