## Concrete

Lib

Concrete is an open-source homomorphic encryption library that is simple, fast, and secure.

## Concrete

ML

Allows data scientists to automatically turn Machine Learning models into their FHE equivalents.

## Concrete

Numpy

An open-source set of tools which aims to simplify the use of FHE for data scientists. Concrete Numpy underpins our ML solution.

## Concrete

Boolean

Built on top of concrete-core, concrete-boolean can execute boolean circuits of any length in an encrypted way.

## Concrete

Core

A set of fast, low-level primitives which can be used to implement FHE* *programs.

## Community participation

Explore more ways to participate in the Zama community.

# We’re building

products to make

FHE programming

fast and easy

## Explore more content about the Concrete Numpy library

### Announcing Concrete ML v0.2

We are announcing the release of Concrete ML as a public alpha. The package is built on top of Concrete Numpy.

Read Article### Quantization of Neural Networks for Fully Homomorphic Encryption

Machine Learning and the Need for Privacy

Read Article### Privacy-preserving insurance quotes

A tutorial on how to build an FHE-enabled insurance incident predictor.

Read Article## Explore more content about the Hummingbird library

### Announcing Concrete ML v0.2

We are announcing the release of Concrete ML as a public alpha. The package is built on top of Concrete Numpy.

Read Article### Quantization of Neural Networks for Fully Homomorphic Encryption

Machine Learning and the Need for Privacy

Read Article### Privacy-preserving insurance quotes

A tutorial on how to build an FHE-enabled insurance incident predictor.

Read Article