Distributed (Deep) Machine Learning Community

Repositories

xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

distributed-systems machine-learning xgboost gbdt gbm gbrt

C++ Apache-2.0 7,635 19,494 222 49 Updated Jul 29, 2020

dgl

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

deep-learning graph-neural-networks

Python Apache-2.0 1,003 5,311 131 (7 issues need help) 36 Updated Jul 29, 2020

gluon-nlp

NLP made easy

nlp machine-learning natural-language-processing deep-learning mxnet gluon gluonnlp

Python Apache-2.0 478 2,075 191 (28 issues need help) 27 Updated Jul 29, 2020

gluon-cv

Gluon CV Toolkit

machine-learning computer-vision deep-learning neural-network mxnet gan image-classification

Python Apache-2.0 954 4,077 310 (1 issue needs help) 21 Updated Jul 29, 2020

rabit

Reliable Allreduce and Broadcast Interface for distributed machine learning

C++ BSD-3-Clause 173 445 12 4 Updated Jul 25, 2020

decord

An efficient video loader for deep learning with smart shuffling that's super easy to digest

video-loader

C++ Apache-2.0 22 330 18 0 Updated Jul 21, 2020

web-data

The repo to host all the web data including images for documents in dmlc projects.

Jupyter Notebook Apache-2.0 129 55 2 2 Updated Jul 16, 2020

treelite

model compiler for decision tree ensembles

C++ Apache-2.0 57 396 30 0 Updated Jul 14, 2020

ps-lite

A lightweight parameter server interface

C++ Apache-2.0 443 1,133 55 17 Updated Jul 14, 2020

XGBoost.jl

XGBoost Julia Package

Julia 90 163 8 1 Updated Jul 6, 2020

dlpack

RFC for common in-memory tensor structure and operator interface for deep learning system

deep-learning operator tensor

C Apache-2.0 58 315 9 0 Updated Jul 1, 2020

dmlc-core

A common bricks library for building scalable and portable distributed machine learning.

dmlc

C++ Apache-2.0 477 746 25 5 Updated Jun 29, 2020

gluon-nlp-notebooks

0 0 0 0 Updated Jun 29, 2020

HalideIR

Symbolic Expression and Statement Module for new DSLs

C++ 49 163 2 0 Updated Apr 2, 2020

tensorboard Archived

Standalone TensorBoard for visualizing in deep learning

visualization mxnet tensorboard

Python Apache-2.0 58 361 16 5 Updated Mar 24, 2020

ccache

Forked from ccache/ccache

ccache – a fast compiler cache

C++ 269 0 0 0 Updated Mar 17, 2020

xgboost-bench

Python 0 2 3 0 Updated Dec 19, 2019

dmlc.github.io

HTML 38 28 1 1 Updated Oct 15, 2019

numpy-ml

Forked from ddbourgin/numpy-ml

Machine learning, in numpy

Python GPL-3.0 2,508 1 0 0 Updated Sep 11, 2019

mshadow

Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning

C++ 433 1,036 38 0 Updated Aug 4, 2019

MXNet.jl

MXNet Julia Package - flexible and efficient deep learning in Julia

64 366 40 (1 issue needs help) 5 Updated Jul 19, 2019

minerva Archived

Minerva: a fast and flexible tool for deep learning on multi-GPU. It provides ndarray programming interface, just like Numpy. Python bindings and C++ bindings are both available. The resulting code can be run on CPU or GPU. Multi-GPU support is very easy.

C++ 171 671 9 2 Updated Nov 1, 2018

nnvm Archived

deep-learning deployment metal optimization opencl cuda computation-graph

C++ Apache-2.0 290 1,625 1 0 Updated Sep 11, 2018

keras

Forked from keras-team/keras

Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on MXNet, Theano or TensorFlow.

Python 18,466 127 19 4 Updated Sep 7, 2018

mxnet.js

MXNetJS: Javascript Package for Deep Learning in Browser (without server)

JavaScript Apache-2.0 65 428 7 1 Updated Mar 27, 2018

minpy Archived

NumPy interface with mixed backend execution

Python 113 1,123 26 2 Updated Feb 19, 2018

mxnet-notebooks

Notebooks for MXNet

Jupyter Notebook Apache-2.0 337 629 25 13 Updated Jan 28, 2018

nccl

Forked from NVIDIA/nccl

Optimized primitives for collective multi-GPU communication

Cuda 348 2 0 0 Updated Sep 17, 2017

drat

Drat Repository for DMLC R packages

Apache-2.0 6 4 0 0 Updated Sep 14, 2017

mxnet-memonger

Sublinear memory optimization for deep learning, reduce GPU memory cost to train deeper nets

Python Apache-2.0 56 291 7 1 Updated Aug 8, 2017