dylan-fan

federated-averaging-tutorials

A set of tutorials to implement the Federated Averaging algorithm on TensorFlow.

FedLab

A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.

FedRec

PSI

Private Set Intersection Cardinality protocol based on ECDH and Bloom Filters

x-deeplearning

An industrial deep learning framework for high-dimension sparse data

ABY

ABY - A Framework for Efficient Mixed-protocol Secure Two-party Computation

CGBN

CGBN: CUDA Accelerated Multiple Precision Arithmetic (Big Num) using Cooperative Groups

ColossalAI

Making big AI models cheaper, easier, and more scalable

DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

differential-privacy-library

Diffprivlib: The IBM Differential Privacy Library

emp-ot

Oblivious Transfer, Oblivious Transfer Extension and Variations

fastify

Fast and low overhead web framework, for Node.js

FATE

An Industrial Grade Federated Learning Framework

FedMF

GAI

Graph-Fraudster

graph-learn

An Industrial Graph Neural Network Framework

he-transformer

nGraph-HE: Deep learning with Homomorphic Encryption (HE) through Intel nGraph

HElib

An Implementation of homomorphic encryption

horovod

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

JARVIS

JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf

mlflow

Open source platform for the machine learning lifecycle

PaddleFL

Federated Deep Learning in PaddlePaddle

Pyfhel

PYthon For Homomorphic Encryption Libraries, perform encrypted computations such as sum, mult, scalar product or matrix multiplication in Python, with NumPy compatibility. Uses SEAL/HElib/PALISADE as backends, implemented using Cython.

PySyft

A library for answering questions using data you cannot see

secretflow

shap

A unified approach to explain the output of any machine learning model.

tensorboard

TensorFlow's Visualization Toolkit

tensorflow

An Open Source Machine Learning Framework for Everyone