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Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, etc.

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Data Privacy

Experiments

K-Anonymity

  • Samarati

  • Mondrian

Privacy Preserving Federated Learning

  • Differential Privacy

    • Gaussian Mechanism
  • Secure Multi-Party Computation

    • Paillier Homomorphic Encryption

Detailed reports are inside the two directories.

Assignments

HW1: Basics of Privacy

HW2: Differential Privacy

HW3: Cryptography & Security

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Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, etc.

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  • Python 100.0%