Top Deep Learning Projects

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

Last Update: 2016.05.02

Project Name	Stars	Description
TensorFlow	22406	Computation using data flow graphs for scalable machine learning.
Caffe	9889	Caffe: a fast open framework for deep learning.
Deep Dream	8656	Deep Dream.
Neural Style	7569	Torch implementation of neural style algorithm.
Roc AlphaGo	6876	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).
Keras	5765	Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow.
Neural Doodle	5499	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	5286	Computational Network Toolkit (CNTK).
ConvNet JS	4640	Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
Torch	4437	Torch7, Deep Learning Library.
OpenFace	4334	Face recognition with deep neural networks.
Nupic	4067	Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.
Leaf	3940	Open Machine Intelligence Framework for Hackers.
Theano	3600	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.
Neural Talk	3521	NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences.
MXNet	3513	Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more.
Char RNN	3077	Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch.
deeplearning4j	2570	Deep Learning for Java, Scala & Clojure on Hadoop, Spark.
TensorFlow Playground	2518	Play with neural networks!
TFLearn	2502	Deep learning library featuring a higher-level API for TensorFlow.
Image Analogies	2412	Generate image analogies using neural matching and blending.
Colornet	2385	Neural Network to colorize grayscale images.
SKFlow	2293	Simplified interface for TensorFlow (mimicking Scikit Learn) for Deep Learning.
Neural Talk 2	2223	Efficient Image Captioning code in Torch, runs on GPU.
PyLearn2	2060	A Machine Learning library based on Theano.
TensorFlow Tutorials	2027	From the basics to slightly more interesting applications of Tensorflow.
Lasagne	2013	Lightweight library to build and train neural networks in Theano.
TensorFlow Examples	1961	TensorFlow tutorials and code examples for beginners.
LISA-lab Deep Learning Tutorials	1882	Deep Learning Tutorial notes and code. See the wiki for more info.
Matlab Deep Learning Toolbox	1869	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.
Neon	1790	Fast, scalable, easy-to-use Python based Deep Learning Framework by Nervana™.
OpenAI Gym	1490	A toolkit for developing and comparing reinforcement learning algorithms.
Deep Learning Flappy Bird	1473	Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).
Neural Story Teller	1373	A recurrent neural network for generating little stories about images.
Chainer	1339	A flexible framework of neural networks for deep learning.
Brainstorm	1089	Fast, flexible and fun neural networks.
DIGITS	1075	Deep Learning GPU Training System.
Deep Jazz	1002	Deep learning driven jazz generation using Keras & Theano!
Theano Tutorials	811	Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano.
Scikit Neural Net	800	Deep neural networks without the learning cliff! Classifiers and regressors compatible with scikit-learn.
RNN Music Composition	797	A recurrent neural network designed to generate classical music.
Blocks	773	A Theano framework for building and training neural networks.
TDB	765	Interactive, node-by-node debugging and visualization for TensorFlow.
Veles	733	Distributed machine learning platform (Python, CUDA, OpenCL)
Nolearn	640	Abstractions around neural net libraries, most notably Lasagne.
Caffe on Spark	599	Caffe On Spark.
Deep Detect	543	Deep Learning API and Server in C++11 with Python bindings and support for Caffe.
TensorFlow DeepQ	583	A deep Q learning demonstration using Google Tensorflow.
DeepCL	370	OpenCL library to train deep convolutional neural networks.