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An efficient, flexible distributed framework for deep learning

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for Deep Learning

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MXNet is a deep learning framework designed for both efficiency and flexibility. It allows you to mix the flavours of deep learning programs together to maximize the efficiency and your productivity.

Join the chat at https://gitter.im/dmlc/mxnet

What's New

Contents

Features

  • Open sourced design note on useful insights that can re-used by general DL projects.
  • Flexible configuration, for arbitrary computation graph.
  • Mix and Maximize good flavours of programmingto maximize flexibility and efficiency.
  • Lightweight, memory efficient and portable to smart devices.
  • Scales up to multi GPUs and distributed setting with auto parallelism.
  • Support python, R, C++, Julia,
  • Cloud friendly, and directly compatible with S3, HDFS, AZure

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License

© Contributors, 2015. Licensed under an Apache-2.0 license.

History

MXNet is initiated and designed in collaboration by authors from cxxnet, minerva and purine2. The project reflects what we have learnt from the past projects. It combines important flavour of the existing projects, being efficient, flexible and memory efficient.

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An efficient, flexible distributed framework for deep learning

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  • C++ 58.0%
  • Python 24.5%
  • R 10.0%
  • C 3.4%
  • CMake 1.9%
  • Makefile 1.0%
  • Other 1.2%