Top Deep Learning Projects

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

Last Update: 2016.08.09

> 英文原版

Project Name	St ars	Description
29622	Computation using data flow graphs for scalable machine learning.
Caffe	11799	Caffe: a fast open framework for deep learning.
10148	Torch implementation of neural style algorithm.
9042	Deep Dream.
Keras	7502	Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow.
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).
6671	Models built with TensorFlow
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).
5872	TensorFlow tutorials and code examples for beginners.
5231	Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
Torch	5133	Torch7, Deep Learning Library.
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.
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.
3820	Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch.
3694	NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences.
3673	Deep Learning for Java, Scala & Clojure on Hadoop, Spark.
3368	Deep learning library featuring a higher-level API for TensorFlow.
3020	A toolkit for developing and comparing reinforcement learning algorithms.
2914	Magenta: Music and Art Generation with Machine Intelligence
2798	Neural Network to colorize grayscale images.
2666	architecture-free neural network library for node.js and the browser
2550	Efficient Image Captioning code in Torch, runs on GPU.
2540	Generate image analogies using neural matching and blending.
2413	From the basics to slightly more interesting applications of Tensorflow.
2355	Lightweight library to build and train neural networks in Theano.
2153	A Machine Learning library based on Theano.
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™.
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.
1721	Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).
1573	A flexible framework of neural networks for deep learning.
1514	A recurrent neural network for generating little stories about images.
1353	Deep Learning GPU Training System.
1229	Deep learning driven jazz generation using Keras & Theano!
1143	Fast, flexible and fun neural networks.
937	Open Source Neural Networks in C
904	Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano.
904	A recurrent neural network designed to generate classical music.
866	A Theano framework for building and training neural networks.
TDB	860	Interactive, node-by-node debugging and visualization for TensorFlow.
849	Deep neural networks without the learning cliff! Classifiers and regressors compatible with scikit-learn.
Veles	760	Distributed machine learning platform (Python, CUDA, OpenCL)
759	Deep Learning API and Server in C++11 with Python bindings and support for Caffe.
759	A deep Q learning demonstration using Google Tensorflow.
702	Abstractions around neural net libraries, most notably Lasagne.
568	A tensorflow implementation of Deep Convolutional Generative Adversarial Networks
479	MATLAB CNN toolbox for computer vision applications.
413	OpenCL library to train deep convolutional neural networks.