concrete-numpy
liberate-fhe
concrete-numpy | liberate-fhe | |
---|---|---|
4 | 1 | |
226 | 95 | |
- | - | |
4.7 | 8.0 | |
8 days ago | 3 months ago | |
Python | Python | |
GNU General Public License v3.0 or later | BSD 3-clause Clear License |
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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.
liberate-fhe
What are some alternatives?
concrete-ml - Concrete ML: Privacy Preserving ML framework built on top of Concrete, with bindings to traditional ML frameworks.
openfhe-development - This is the development repository for the OpenFHE library. The current (stable) version is v1.1.4 (released on March 8, 2024).
mlcourse.ai - Open Machine Learning Course
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.
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