Date / Heure
Date(s) - 22/11/2019
12h30 - 14h30
Emplacement
Algolia
Catégories
We meet every Friday for a peer-to-peer discussion of a pre-selected machine learning research paper. The paper and discussion is in English.
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VIDEO AND PODCAST
* Fully Homomorphic Encryption I https://www.youtube.com/watch?v=xlcb_G1_rzk
* Machine learning on encrypted data https://www.oreilly.com/radar/machine-learning-on-encrypted-data/
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BASICS
* Homomorphic Encryption — The holy grail of online confidentiality https://medium.com/@apogiatzis/homomorphic-encryption-the-holy-grail-of-online-confidentiality-f6e505365039
* Applications of homomorphic encryption https://homomorphicencryption.org/introduction/
* Implementations http://homomorphicencryption.org/white_papers/applications_homomorphic_encryption_white_paper.pdf
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APPLICATIONS
* Cryptonets: Neural networks over encrypted data http://www.cs.cmu.edu/~pengtaox/papers/cryptonets.pdf
* Machine Learning Classification over Encrypted Data https://eprint.iacr.org/2014/331.pdf
* Scalable and Secure Logistic Regression via Homomorphic Encryption https://dl.acm.org/citation.cfm?id=2857731
* Encrypted Deep Learning Training and Predictions with TF Encrypted Keras https://medium.com/dropoutlabs/encrypted-deep-learning-training-and-predictions-with-tf-encrypted-keras-557193284f44
* Homomorphic Encryption for Beginners: A Practical Guide (Part 1) https://medium.com/privacy-preserving-natural-language-processing/homomorphic-encryption-for-beginners-a-practical-guide-part-1-b8f26d03a98a
* Homomorphic Encryption for Beginners: A Practical Guide (Part 2: The Fourier Transform) https://medium.com/privacy-preserving-natural-language-processing/homomorphic-encryption-for-beginners-a-practical-guide-part-2-the-fourier-transform-77bcaf9a1756
https://www.meetup.com/fr-FR/Paris-Machine-Learning-Study-Group-in-English-Meetup/events/265813328/
