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 7,566 19,212 238 37 Updated Jun 15, 2020

• dgl

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

  deep-learning graph-neural-networks
  Python Apache-2.0 919 4,986 111 (6 issues need help) 30 Updated Jun 15, 2020

• dmlc-core

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

  dmlc
  C++ Apache-2.0 476 736 24 5 Updated Jun 15, 2020

• gluon-nlp

  NLP made easy

  nlp machine-learning natural-language-processing deep-learning mxnet gluon gluonnlp
  Python Apache-2.0 467 2,042 199 (30 issues need help) 24 Updated Jun 15, 2020

• gluon-cv

  Gluon CV Toolkit

  machine-learning computer-vision deep-learning neural-network mxnet gan image-classification
  Python Apache-2.0 918 3,971 302 (1 issue needs help) 18 Updated Jun 15, 2020

• treelite

  model compiler for decision tree ensembles
  C++ Apache-2.0 54 377 31 1 Updated Jun 14, 2020

• decord

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

  video-loader
  C++ Apache-2.0 19 256 13 0 Updated Jun 9, 2020

• rabit

  Reliable Allreduce and Broadcast Interface for distributed machine learning
  C++ BSD-3-Clause 173 444 11 6 Updated Jun 5, 2020

• web-data

  The repo to host all the web data including images for documents in dmlc projects.
  Jupyter Notebook Apache-2.0 123 54 3 4 Updated May 28, 2020

• ps-lite

  A lightweight parameter server interface
  C++ Apache-2.0 433 1,105 56 18 Updated May 25, 2020

• XGBoost.jl

  XGBoost Julia Package
  Julia 90 161 8 3 Updated May 23, 2020

• HalideIR

  Symbolic Expression and Statement Module for new DSLs
  C++ 48 160 2 0 Updated Apr 2, 2020

• tensorboard Archived

  Standalone TensorBoard for visualizing in deep learning

  visualization mxnet tensorboard
  Python Apache-2.0 57 359 16 5 Updated Mar 24, 2020

• ccache

  Forked from ccache/ccache

  ccache – a fast compiler cache
  C++ 264 0 0 0 Updated Mar 16, 2020

• dlpack

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

  deep-learning operator tensor
  C Apache-2.0 56 307 8 0 Updated Feb 17, 2020

• xgboost-bench
  Python 0 2 3 0 Updated Dec 19, 2019

• dmlc.github.io
  HTML 39 28 1 1 Updated Oct 15, 2019

• numpy-ml

  Forked from ddbourgin/numpy-ml

  Machine learning, in numpy
  Python GPL-3.0 2,485 1 0 0 Updated Sep 12, 2019

• mshadow Archived

  Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning
  C++ 433 1,037 38 20 Updated Aug 4, 2019

• MXNet.jl

  MXNet Julia Package - flexible and efficient deep learning in Julia
  65 367 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++ 172 672 9 2 Updated Nov 1, 2018

• nnvm Archived

  deep-learning deployment metal optimization opencl cuda computation-graph
  C++ Apache-2.0 288 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 18,252 127 19 4 Updated Sep 6, 2018

• mxnet.js

  MXNetJS: Javascript Package for Deep Learning in Browser (without server)
  JavaScript Apache-2.0 65 426 7 1 Updated Mar 27, 2018

• minpy Archived

  NumPy interface with mixed backend execution
  Python 113 1,122 26 2 Updated Feb 19, 2018

• mxnet-notebooks

  Notebooks for MXNet
  Jupyter Notebook Apache-2.0 337 628 25 13 Updated Jan 28, 2018

• nccl

  Forked from NVIDIA/nccl

  Optimized primitives for collective multi-GPU communication
  Cuda 334 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 55 291 6 1 Updated Aug 9, 2017

• cub
  Cuda BSD-3-Clause 3 10 3 0 Updated Jul 31, 2017