SynthShield

Safely train models with statistically equivalent synthetic data.

Differential Privacy (ε-δ)·DP-SGD via Opacus·T5-small + LoRA·RDP Accountant·KL Divergence Verified·HIPAA / GDPR Ready·Works on 50,000+ rows·Audit-ready Certificate·Differential Privacy (ε-δ)·DP-SGD via Opacus·T5-small + LoRA·RDP Accountant·KL Divergence Verified·HIPAA / GDPR Ready·Works on 50,000+ rows·Audit-ready Certificate·

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Dataset

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Patient records · Salary data · Financial logs

Privacy Budget

ε = 2

High Privacy (ε=1)Low Privacy (ε=100)

Strong guarantee