expertise needed
cryptography
Requires cryptographic knowledge for privacy-preserving techniques
3 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Synthetic Data Generation | Algorithmic | Model Agnostic | Any | Synthetic data generation creates artificial datasets that aim to preserve the statistical properties, distributions,... | ||
| Differential Privacy | Algorithmic | Model Agnostic | Any | Differential privacy provides mathematically rigorous privacy protection by adding carefully calibrated random noise to... | ||
| Homomorphic Encryption | Algorithmic | Model Agnostic | Any | Homomorphic encryption allows computation on encrypted data without decrypting it first, producing encrypted results... |
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