lx10077

rebiber

A simple tool to update bib entries with their official information (e.g., DBLP or the ACL anthology).

MLcites

This repository contains citation data for papers published in NeurIPS in 2014 - 2018, and ICML 2017, 2018. It also contains the code to collect this data.

FedAc-NeurIPS20

Code for "Federated Accelerated Stochastic Gradient Descent" (NeurIPS 2020)

RFA

Robust aggregation for federated learning with the RFA algorithm.

neural-tangent-kernel-UCI

Testing Nerual Tangent Kernel (NTK) on small UCI datasets

powersgd

Practical low-rank gradient compression for distributed optimization: https://arxiv.org/abs/1905.13727

sketchedsgd

Sketched SGD

VRL-SGD

Code for paper: Variance Reduced Local SGD with Lower Communication Complexity

PySyft

Perform data science on data that remains in someone else's server

privacy

Library for training machine learning models with privacy for training data

RSA-Byzantine

tensorflow-federated

An open-source framework for machine learning and other computations on decentralized data.

libpku

贵校课程资料民间整理

D-PSGD

Algorithm: Decentralized Parallel Stochastic Gradient Descent

spark-FM-parallelSGD

Implementation of Factorization Machines on Spark using parallel stochastic gradient descent (python and scala)

softlearning

Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

sac

Soft Actor-Critic

pcl_keras

reinforcement learning. policy gradient. PCL

rlkit

Collection of reinforcement learning algorithms

acm-challenge-workbook

《挑战程序设计竞赛》习题册攻略

LightML.jl

Minimal and clean examples of machine learning algorithms implemented in Julia

pyro

Deep universal probabilistic programming with Python and PyTorch

julia

The Julia Programming Language

AlphaGoBang

tnt

A lightweight library for PyTorch training tools and utilities

awesome-python

An opinionated list of awesome Python frameworks, libraries, software and resources.

PyTorch-GAN

PyTorch implementations of Generative Adversarial Networks.

rllab

rllab is a framework for developing and evaluating reinforcement learning algorithms, fully compatible with OpenAI Gym.

stat212b

Topics Course on Deep Learning UC Berkeley

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.