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A pure rust implementation of the TFHE scheme for boolean and integer arithmetics over encrypted data.
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TFHE Compiler that converts python programs into FHE equivalent.
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Privacy preserving ML framework built on top of Concrete, with bindings to traditional ML frameworks.
fhEVM
A fully homomorphic encryption protocol to write confidential smart contracts.
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Learn about Zama's news: blog posts, cryptography papers, publications and articles about homomorphic encryption.
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Zama is a cryptography company building open source homomorphic encryption tools for developers.
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A curated list of amazing homomorphic encryption (FHE) resources created by the team at Zama.
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Concrete ML

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Hybrid Large Language Models To Improve On-premise Deployments with Concrete ML

Deploy LLMs on-premise and secure the model IP and the user's privacy using Concrete ML

Oct 30, 2023
 - 
Jordan Frery
, 
Concrete ML
Engineering

Concrete ML v1.2.0: Hybrid Deployment and Inference Speed Improvements

The new version of Concrete ML adds support for hybrid deployment and K-nearest neighbor classification

Oct 17, 2023
 - 
Andrei Stoian
, 
Concrete ML
News

Concrete ML v1.1.0: Faster inference and a first demo of FHE LLMs

Read more about the Concrete ML v1.1.0 release

Jul 25, 2023
 - 
Andrei Stoian
, 
Concrete ML
News

Linear Regression Over Encrypted Data With Homomorphic Encryption

A tutorial showing how easy it is to train and execute a LinearSVR regression model in FHE using Concrete ML.

Jun 13, 2023
 - 
The Zama Team
, 
Tutorial
Concrete ML

Comparison of Concrete ML regressors

A comparison of the performance of different linear regression models using Concrete ML and scikit-learn libraries.

Jun 13, 2023
 - 
The Zama Team
, 
Tutorial
Concrete ML

[Video tutorial] How To Convert a Scikit-learn Model Into Its Homomorphic Equivalent

This video tutorial shows you how easy it is to turn a scikit-learn model into its FHE equivalent

Jun 8, 2023
 - 
Roman Bredehoft
, 
Concrete ML
Tutorial
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Privacy is not secrecy. Privacy is not secrecy. Privacy is not secrecy.
Privacy is not secrecy. Privacy is not secrecy. Privacy is not secrecy.
Privacy is not secrecy. Privacy is not secrecy. Privacy is not secrecy.
Privacy is not secrecy. Privacy is not secrecy. Privacy is not secrecy.
A private matter is something one doesn't want the whole world to know,
A private matter is something one doesn't want the whole world to know,
but a secret matter is something one doesn't want anybody to know.
but a secret matter is something one doesn't want anybody to know.
Privacy is necessary for an open society in the electronic age.
Privacy is necessary for an open society in the electronic age.
Privacy is not secrecy. Privacy is not secrecy. Privacy is not secrecy.
Privacy is not secrecy. Privacy is not secrecy. Privacy is not secrecy.