distributed-optimization topic

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

weimingwill

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

chaoyanghe

Fair Resource Allocation in Federated Learning (ICLR '20)

litian96

Federated Optimization in Heterogeneous Networks (MLSys '20)

litian96

FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.

MLOPTPSU

Distributed Linear Programming Solver on top of Apache Spark

ehsanmok

Implementation of (overlap) local SGD in Pytorch

JYWa

Scalable, structured, dynamically-scheduled hyperparameter optimization.

jeffkinnison

This library is an implementation of the algorithm described in Distributed Trajectory Estimation with Privacy and Communication Constraints: a Two-Stage Distributed Gauss-Seidel Approach.

lajoiepy

FedDANE: A Federated Newton-Type Method (Asilomar Conference on Signals, Systems, and Computers ‘19)

litian96