Top Deep Learning Projects in github

Top Deep Learning Projects

A list of popular github projects related to deep learning (ranked by stars).

Last Update: 2016.08.09

Project Name	Stars	Description
TensorFlow	29622	Computation using data flow graphs for scalable machine learning.
Caffe	11799	Caffe: a fast open framework for deep learning.
Neural Style	10148	Torch implementation of neural style algorithm.
Deep Dream	9042	Deep Dream.
Keras	7502	Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow.
Roc AlphaGo	7170	An independent, student-led replication of DeepMind's 2016 Nature publication, "Mastering the game of Go with deep neural networks and tree search" (Nature 529, 484-489, 28 Jan 2016).
TensorFlow Models	6671	Models built with TensorFlow
Neural Doodle	6275	Turn your two-bit doodles into fine artworks with deep neural networks, generate seamless textures from photos, transfer style from one image to another, perform example-based upscaling, but wait... there's more! (An implementation of Semantic Style Transfer.)
CNTK	5957	Computational Network Toolkit (CNTK).
TensorFlow Examples	5872	TensorFlow tutorials and code examples for beginners.
ConvNet JS	5231	Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
Torch	5133	Torch7, Deep Learning Library.
OpenFace	4855	Face recognition with deep neural networks.
MXNet	4685	Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more.
Nupic	4364	Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.
Theano	4286	Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation.
Leaf	4281	Open Machine Intelligence Framework for Hackers.
Char RNN	3820	Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch.
Neural Talk	3694	NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences.
deeplearning4j	3673	Deep Learning for Java, Scala & Clojure on Hadoop, Spark.
TFLearn	3368	Deep learning library featuring a higher-level API for TensorFlow.
TensorFlow Playground	3352	Play with neural networks!
OpenAI Gym	3020	A toolkit for developing and comparing reinforcement learning algorithms.
Magenta	2914	Magenta: Music and Art Generation with Machine Intelligence
Colornet	2798	Neural Network to colorize grayscale images.
Synaptic	2666	architecture-free neural network library for node.js and the browser
Neural Talk 2	2550	Efficient Image Captioning code in Torch, runs on GPU.
Image Analogies	2540	Generate image analogies using neural matching and blending.
TensorFlow Tutorials	2413	From the basics to slightly more interesting applications of Tensorflow.
Lasagne	2355	Lightweight library to build and train neural networks in Theano.
PyLearn2	2153	A Machine Learning library based on Theano.
LISA-lab Deep Learning Tutorials	2134	Deep Learning Tutorial notes and code. See the wiki for more info.
Neon	2121	Fast, scalable, easy-to-use Python based Deep Learning Framework by Nervana™.
Matlab Deep Learning Toolbox	2032	Matlab/Octave toolbox for deep learning. Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started.
Deep Learning Flappy Bird	1721	Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).
Chainer	1573	A flexible framework of neural networks for deep learning.
Neural Story Teller	1514	A recurrent neural network for generating little stories about images.
DIGITS	1353	Deep Learning GPU Training System.
Deep Jazz	1229	Deep learning driven jazz generation using Keras & Theano!
Brainstorm	1143	Fast, flexible and fun neural networks.
Darknet	937	Open Source Neural Networks in C
Theano Tutorials	904	Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano.
RNN Music Composition	904	A recurrent neural network designed to generate classical music.
Blocks	866	A Theano framework for building and training neural networks.
TDB	860	Interactive, node-by-node debugging and visualization for TensorFlow.
Scikit Neural Net	849	Deep neural networks without the learning cliff! Classifiers and regressors compatible with scikit-learn.
Veles	760	Distributed machine learning platform (Python, CUDA, OpenCL)
Deep Detect	759	Deep Learning API and Server in C++11 with Python bindings and support for Caffe.
TensorFlow DeepQ	759	A deep Q learning demonstration using Google Tensorflow.
Caffe on Spark	724	Caffe On Spark.
Nolearn	702	Abstractions around neural net libraries, most notably Lasagne.
DCGAN TensorFlow	568	A tensorflow implementation of Deep Convolutional Generative Adversarial Networks
MatConvNet	479	MATLAB CNN toolbox for computer vision applications.
DeepCL	413	OpenCL library to train deep convolutional neural networks.

 

 

项目名称	Stars	项目介绍
TensorFlow	29622	使用数据流图计算可扩展机器学习问题
Caffe	11799	Caffe是一个高效的开源深度学习框架
Neural Style	10148	Torch实现的神经网络算法
Deep Dream	9042	Deep Dream，一款图像识别工具
Keras	7502	一款Python实现的深度学习库，包括卷积神经网络、递归神经网络等。运行在Theano和TensorFlow之上。
Roc AlphaGo	7170	学生主导的一个独立项目，从新实现了 DeepMind在2016 Nature发表的内容， 《用深度神经网络和树搜索学习围棋》 (Nature 529, 484-489, 28 Jan 2016).
TensorFlow Models	6671	基于TensorFlow开发的模型
Neural Doodle	6275	运用深度神经网络将涂鸦变为优雅的艺术品，从照片生成无缝纹理，转变图片风格，进行基于实例的提升，等等…还有更多！（语义风格传递的实现）
CNTK	5957	计算网络工具（Computational Network Toolkit，CNTK）
TensorFlow Examples	5872	初学者的TensorFlow教程和代码示例。
ConvNet JS	5231	基于Javascript的深度学习库。在浏览器中训练卷积神经网络模型（或者普通模型）。
Torch	5133	Torch7，深度学习库。
OpenFace	4855	基于深度学习网络的面部识别。
MXNet	4685	轻巧、便携、灵活的分布式/移动深度学习框架，支持Python, R, Julia, Scala, Go, Javascript等等语言。
Nupic	4364	智能计算的Numenta平台：一个脑启发式的计算智能和机器智能平台，基于皮层学习算法的生物精确神经网络模型。
Theano	4286	Theano 是一个 Python 库,用来定义、优化和模拟数学表达式计算,用于高效的解决多维数组的计算问题。
Leaf	4281	黑客的开源机器智能框架。
Char RNN	3820	多层递归神经网络的字符级别语言模型，基于Torch开发。
Neural Talk	3694	NeuralTalk是一个Python+numpy项目，用多模式递归神经网络描述图像。
deeplearning4j	3673	基于Hadoop和Spark的Java, Scala & Clojure深度学习工具。
TFLearn	3368	深度学习库，包括高层次的TensorFlow接口。
TensorFlow Playground	3352	神经网络模型示例。
OpenAI Gym	3020	一种用于开发和比较强化学习算法的工具包。
Magenta	2914	Magenta: 音乐和艺术的生成与机器智能
Colornet	2798	用神经网络模型给灰度图上色。
Synaptic	2666	基于node.js和浏览器的免架构神经网络库。
Neural Talk 2	2550	Torch开发的图像简介生成代码，运行在GPU上。
Image Analogies	2540	使用神经匹配和融合生成相似图形。
TensorFlow Tutorials	2413	Tensorflow，从基础原理到应用。
Lasagne	2355	基于Theano训练和构建神经网络的轻型函数库。
PyLearn2	2153	基于Theano的机器学习库。
LISA-lab Deep Learning Tutorials	2134	深度学习教程笔记和代码。详情参见wiki页面。
Neon	2121	Nervana™开发的一款快速、可扩展、易上手的Python深度学习框架.
Matlab Deep Learning Toolbox	2032	Matlab/Octave的深度学习工具箱。包括深度信念网络、自动编码机、卷积神经网络、卷积自动编码机和vanilla神经网络等。每种方法都有入门示例。
Deep Learning Flappy Bird	1721	使用深度强化学习破解Flappy Bird游戏(深度 Q-学习).
Chainer	1573	一款灵活的深度学习神经网络框架。
Neural Story Teller	1514	看图讲故事的递归神经网络模型。
DIGITS	1353	深度学习GPU训练系统。
Deep Jazz	1229	基于Keras和Theano生成jazz的深度学习模型！
Brainstorm	1143	快速、灵活、有趣的神经网络。
Darknet	937	C语言版本的开源神经网络。
Theano Tutorials	904	基于Theano的机器学习入门教程，从线性回归到卷积神经网络。
RNN Music Composition	904	一款生成古典音乐的递归神经网络工具。
Blocks	866	用于构建和训练神经网络模型的Theano框架。
TDB	860	TensorFlow的交互式、节点调试和可视化的工具。
Scikit Neural Net	849	深度神经网络入门工具，类似scikit-learn的分类器和回归模型。
Veles	760	分布式机器学习平台(Python, CUDA, OpenCL)
Deep Detect	759	基于C++11的深度学习接口和服务器，与Python绑定并支持Caffe。
TensorFlow DeepQ	759	基于Google Tensorflow的深度Q学习演示。
Caffe on Spark	724	基于Spark的Caffe。
Nolearn	702	神经网络库的抽象，著名的Lasagne。
DCGAN TensorFlow	568	基于tensorflow实现的深度卷积生成对抗网络。
DeepCL	413	用于训练深度卷积神经网络模型的OpenCL库。

 

 

原文：Top Deep Learning Projects 

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