pengwwang

DistClust_via_LSH_L2

This repository contains the experiments conducted in the paper: "Distributed Clustering via LSH Based Data Partitioning" (ICML 2018) with synthetic data. This implementation is not a distributed implementation. It is a single machine implementation intended to demonstrate the properties of this technique and approximation results.

clustering

Library for performing spectral clustering in C++

nvmevirt

NVMeVirt: A Versatile Software-defined Virtual NVMe Device

folly

An open-source C++ library developed and used at Facebook.

xorbits

Scalable Python DS & ML, in an API compatible & lightning fast way.

wandb

🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.

Rosetta

A Privacy-Preserving Framework Based on TensorFlow

MedicalNet

Many studies have shown that the performance on deep learning is significantly affected by volume of training data. The MedicalNet project provides a series of 3D-ResNet pre-trained models and relative code.

tf-trusted

tf-trusted allows you to run TensorFlow models in secure enclaves

flops-counter.pytorch

Flops counter for convolutional networks in pytorch framework

opacus

Training PyTorch models with differential privacy

PlotNeuralNet

Latex code for making neural networks diagrams

PhotoLabellerServer

Federated Learning: Parameter Server doing aggregation of updates to a model coming from clients participating in a Federated Learning setup. See also the Android application companion at https://github.com/mccorby/PhotoLabeller

manim

Animation engine for explanatory math videos

Imagenet32_Scripts

Scripts for Imagenet 32 dataset

delphi

A Cryptographic Inference Service for Neural Networks

cryptonets

an implementation of CryptoNets

saf

SAF: Streaming Analytics Framework

ff

FilterForward: Scaling Video Analytics on Constrained Edge Nodes

caffe-moon

This repo is re-implement "MOON: A Mixed Objective Optimization Network for the Recognition of Facial Attributes"

membership-inference

Code for Membership Inference Attack against Machine Learning Models (in Oakland 2017)

CVPR_2019_PNI

pytorch implementation of Parametric Noise Injection for adversarial defense

cca.pytorch

CCAs for looking into DNNs

PyTorch-GAN

PyTorch implementations of Generative Adversarial Networks.

shredder-v2-self-supervised

Accessing-and-modifying-different-layers-of-a-pretrained-model-in-pytorch

Inverse_Collaborative_Inference

torchgpipe

A GPipe implementation in PyTorch

DEEPSEC

DEEPSEC: A Uniform Platform for Security Analysis of Deep Learning Model

Megatron-LM

Ongoing research training transformer models at scale