Machine Learning sur des données cryptées

Notebooks

• Machine learning et données cryptées
  • 2A.ml - Machine Learning et données cryptées
  • 2A.ml - Machine Learning et données cryptées - correction
  • Cryptage homomorphic de Craig Gentry
  • Cryptage homomorphic de Craig Gentry - correction

Lectures

• Fully Homomorphic Encryption over the Integers

• Homomorphic Encryption from Learning with Errors: Conceptually-Simpler, Asymptotically-Faster, Attribute-Based

• Differentially Private Online Learning

• A Differentially Private Stochastic Gradient Descent Algorithm for Multiparty Classification

• Machine Learning Classification over Encrypted Data

• CryptoNets: Applying Neural Networks to Encrypted Data with High Throughput and Accuracy

• Compressed Sensing

• ML Confidential: Machine Learning on Encrypted Data

• Encrypted statistical machine learning: new privacy preserving methods

• Fast and Secure Linear Regression and Biometric Authentication with Security Update

• NuCypher KMS: Decentralized key management system

• Hawk: The Blockchain Model of Cryptography and Privacy-Preserving Smart Contracts

• Privacy-Preserving Classification on Deep Neural Network

• Awesome Homomorphic Encryption

• Cryptotree : fast and accurate predictions on encrypted structured data

2021

• Enclaves as accelerators: learning lessons from GPU computing for designing efficient runtimes for enclaves

• Collisions in MD5… and how to use them for fun and profit

• On the Security of Authentication Protocols for the Web

Lectures - alternatives

• Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data

• Practical Black-Box Attacks against Machine Learning

• awesome-differential-privacy

Lectures - MPC

• awesome-mpc (Multi-Party Computation)

Modules

• CrypTen : l’approche la plus prometteuse par Facebook

• ciphermed, pas maintenu par l’auteur mais un peu plus par d’autres ciphermed-forests

• PySyft : encrypted deep learning library

• python-paillier (phe) : a library for partially homomorphic encryption in python, cette librairie fait du machine learning en clair une fois les données et le modèle décryptées, elle promet de faire mieux

• PySEAL (SEAL, PySEAL: A Python wrapper implementation of the SEAL homomorphic encryption library)

• cryptotree