Exam Professional Machine Learning Engineer topic 1 question 298 discussion

D. Use the DLP API to scan and de-identify PII in chatbot conversations before storing the data. Why Option D? Ensures Compliance with Healthcare Data Regulations Healthcare data is highly sensitive and regulated (e.g., HIPAA in the U.S.). Cloud Data Loss Prevention (DLP) API can detect and de-identify PII before storing or analyzing conversations. De-identification Removes PII While Keeping Data Usable DLP API supports de-identification techniques like masking, tokenization, and format-preserving encryption (FPE). Allows safe storage and analysis of conversations without exposing PII. Scalable and Automated Data Protection DLP API scans and removes PII in real-time, ensuring automated protection across all chatbot interactions. Prevents storage of unprotected sensitive data, reducing compliance risks.