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Hongyan Chang's Projects

fedml-1 icon fedml-1

FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).

ffcv icon ffcv

FFCV: Fast Forward Computer Vision (and other ML workloads!)

gitignore icon gitignore

A collection of useful .gitignore templates

matcha icon matcha

Communication-efficient decentralized SGD (Pytorch)

mean-teacher icon mean-teacher

A state-of-the-art semi-supervised method for image recognition

mentornet icon mentornet

Code for MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks

minimal-mistakes icon minimal-mistakes

:triangular_ruler: Jekyll theme for building a personal site, blog, project documentation, or portfolio.

ml_privacy_meter icon ml_privacy_meter

Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.

mypoker icon mypoker

CS3243 Introduction to AI Term Project: AI Poker

ninecolors icon ninecolors

Select LaTeX colors with proper WCAG color contrast

opacus icon opacus

Training PyTorch models with differential privacy

openfl icon openfl

An open framework for Federated Learning.

poisoning icon poisoning

The vulnerability of the neural network under data poisoning attacks

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