liberate-fhe
concrete-numpy
| liberate-fhe | concrete-numpy | |
|---|---|---|
| 1 | 4 | |
| 96 | 226 | |
| - | - | |
| 8.0 | 4.7 | |
| 3 months ago | 16 days ago | |
| Python | Python | |
| BSD 3-clause Clear License | GNU General Public License v3.0 or later |
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liberate-fhe
concrete-numpy
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[P] ML over Encrypted Data
Hi everyone, we have developed a library that applies numpy functions over encrypted data (using homomorphic encryption). The repo is available in open source at https://github.com/zama-ai/concrete-numpy
- Compile NumPy Functions to Their Fully Homomorphic Encryption (FHE) Equivalents
- Concrete Numpy: compile various Numpy functions into their Fully Homomorphic Encryption (#FHE) equivalents.
- Concrete-Numpy: Data Science and Machine Learning over encrypted data.
What are some alternatives?
openfhe-development - This is the development repository for the OpenFHE library. The current (stable) version is v1.1.4 (released on March 8, 2024).
concrete-ml - Concrete ML: Privacy Preserving ML framework built on top of Concrete, with bindings to traditional ML frameworks.
TransformerEngine - A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit floating point (FP8) precision on Hopper and Ada GPUs, to provide better performance with lower memory utilization in both training and inference.
mlcourse.ai - Open Machine Learning Course
sspipe - Simple Smart Pipe: python productivity-tool for rapid data manipulation
python-fhez
heflow - Open source platform for the privacy-preserving machine learning lifecycle
data-science-ipython-notebooks - Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis