Privacy-Preserving
Machine Learning
Use Zama Concrete ML to leverage the power of Machine Learning while ensuring your users' privacy and data security with Fully Homomorphic Encryption (FHE).
FHE Unlocks a Myriad of New Use Cases with Encrypted Computation
Healthcare
Finance
Advertising
Defense
Biometrics
Government
Implement Machine Learning Algorithms Operating on Encrypted Data Using FHE
Concrete ML enables the handling of sensitive data in a secure manner, so data scientists can leverage the power of Machine Learning for new use cases where the data needs to be protected.
Private inference
Private training
Secure collaboration
Private LLMs and IP protection
Leverage the Power of FHE Without Having to Learn Cryptography
Ease of use for data-scientists
Use familiar APIs from scikit-learn and PyTorch to automatically convert machine learning models into their FHE equivalent.
Support for various models and customization
Concrete ML comes with built-in models that are ready-to-use and FHE-friendly, mimicking the user interfaces of their scikit-learn and XGBoost counterparts.
Collaborative Secure Computation
Opening up new avenues for collaborative research and development across various sectors.
Create data clean rooms where you can encrypt and process information from multiple sources, ensuring each participant only sees the final results, not others' sensitive data. Ideal for finance, healthcare, research, and more – where collaboration is key, but data security is crucial.
Machine Learning Model Support
Linear Models
- Logistic Regression
- Generalized Linear Models
- SVM
- ElasticNet
- Lasso
- Ridge
Tree-based Models
- Random Forest
- XGBoost
Neureal Networks
- CNNs
- VGG
Versatility by Design — Concrete, a Modular Framework
Concrete ML is built on top of Concrete, Zama's open source FHE compiler, making it a very modular framework, and ready to integrate future innovations.
Read more about Concrete: Zama's FHE compiler.
More Resources
Read our latest privacy-preserving machine learning blog posts and learn more with our developer tutorials and presentations.