[Verse 1] In the world of data learning, privacy's at stake Every model that we're building, personal info we take But there's ways to keep it hidden while the algorithms grow Let me teach you four techniques that every AI dev should know [Chorus] Differential privacy adds the noise Federated learning gives us choice Synthetic data keeps it clean PII detection's your screening machine Privacy first, governance tight GDPR and CCPA in sight Data minimization is the key AI ethics done responsibly [Verse 2] Differential privacy works by adding random sound Mathematical guarantees that real data can't be found Epsilon controls the budget, delta sets the bound Opacus and TensorFlow Privacy keep you safe and sound [Chorus] Differential privacy adds the noise Federated learning gives us choice Synthetic data keeps it clean PII detection's your screening machine Privacy first, governance tight GDPR and CCPA in sight Data minimization is the key AI ethics done responsibly [Verse 3] Federated learning keeps the data where it stays Training happens distributed in so many different ways Models travel to the data, not the other way around Google's phones and hospitals use this training that we've found [Bridge] GDPR Article Twenty-Two says automated decisions need review HIPAA guards your health records, PIPEDA protects you too Purpose limitation matters, consent management's required Right to explanation given when your data's been acquired [Verse 4] Synthetic data generation makes fake records that seem real Preserves statistical patterns while the privacy you can seal GANs and VAEs creating, privacy risk they help you heal PII detection finds the secrets that your pipelines might reveal [Chorus] Differential privacy adds the noise Federated learning gives us choice Synthetic data keeps it clean PII detection's your screening machine Privacy first, governance tight GDPR and CCPA in sight Data minimization is the key AI ethics done responsibly [Outro] Build your frameworks, set your rules Privacy-preserving AI tools Governance first, compliance too Responsible AI starts with you
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