Hello everyone!
In this video we will learn about Analyzer Engine and take a deep dive on it.
The Procedures Analyzer engine is the intelligent hub for PII detection.
It leverages sophisticated combination of techniques to accurately locate sensitive entities, even
in a complex and unstructured data.
The very first technique that we'll talk about is pattern matching.
It uses regular expressions for structured entities like credit card numbers, phone numbers, and Social
Security numbers.
The second detection technique is NLP models, where it uses named entity recognition for context aware
detections of names and locations it Also uses deny lists for custom word list for organization specific
sensitive terms, and then it also uses context analysis using surrounding words and phrases to increase
detection accuracy and reduce false positives.
Each of these techniques returns the entity type, location in the text and a confidence score that
is between 0 and 1.
So what about the extensibility?
The built in custom recognizers for domain specific PII is extensible to internal employee IDs, customer
account numbers, medical records, and proprietary data formats.
Custom recognizers integrate seamlessly with existing data detection pipelines.
Thank you.
I'll see you in the next video.