Why it matters
PII detection shapes privacy. Understanding shapes practice.
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The architecture
Regex + NER + classifiers.
Multi-language support.
Confidence scores.
Categories: name + email + SSN + more.
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How it works end to end
Microsoft Presidio open source.
Cloud APIs (AWS Comprehend, Azure Language).
Custom classifiers for domain.