TopDeepLearning

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.
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).
dl-setup	1607	Instructions for setting up the software on your deep learning machine.
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!
Tiny DNN	1183	header only, dependency-free deep learning framework in C++11
Brainstorm	1143	Fast, flexible and fun neural networks.
dl-docker	1044	An all-in-one Docker image for deep learning. Contains all the popular DL frameworks (TensorFlow, Theano, Torch, Caffe, etc.).
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.
Visual Search Server	304	Visual Search using Tensorflow inception model & Approximate Nearest Neighbors.