Github上关注最多的53个深度学习项目
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Top Deep Learning Projects
A list of popular github projects related to deep learning (ranked by stars).
Last Update: 2016.08.09
参考:http://blog.csdn.net/u010983881/article/details/52192008
> 英文原版
Project Name St ars Description TensorFlow29622Computation using data flow graphs for scalable machine learning.Caffe11799Caffe: a fast open framework for deep learning.Neural Style10148Torch implementation of neural style algorithm.Deep Dream9042Deep Dream.Keras7502Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow.Roc AlphaGo7170An 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 Models6671Models built with TensorFlowNeural Doodle6275Turn 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.)CNTK5957Computational Network Toolkit (CNTK).TensorFlow Examples5872TensorFlow tutorials and code examples for beginners.ConvNet JS5231Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.Torch5133Torch7, Deep Learning Library.OpenFace4855Face recognition with deep neural networks.MXNet4685Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more.Nupic4364Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.Theano4286Theano 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.Leaf4281Open Machine Intelligence Framework for Hackers.Char RNN3820Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch.Neural Talk3694NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences.deeplearning4j3673Deep Learning for Java, Scala & Clojure on Hadoop, Spark.TFLearn3368Deep learning library featuring a higher-level API for TensorFlow.TensorFlow Playground3352Play with neural networks!OpenAI Gym3020A toolkit for developing and comparing reinforcement learning algorithms.Magenta2914Magenta: Music and Art Generation with Machine IntelligenceColornet2798Neural Network to colorize grayscale images.Synaptic2666architecture-free neural network library for node.js and the browserNeural Talk 22550Efficient Image Captioning code in Torch, runs on GPU.Image Analogies2540Generate image analogies using neural matching and blending.TensorFlow Tutorials2413From the basics to slightly more interesting applications of Tensorflow.Lasagne2355Lightweight library to build and train neural networks in Theano.PyLearn22153A Machine Learning library based on Theano.LISA-lab Deep Learning Tutorials2134Deep Learning Tutorial notes and code. See the wiki for more info.Neon2121Fast, scalable, easy-to-use Python based Deep Learning Framework by Nervana™.Matlab Deep Learning Toolbox2032Matlab/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 Bird1721Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).Chainer1573A flexible framework of neural networks for deep learning.Neural Story Teller1514A recurrent neural network for generating little stories about images.DIGITS1353Deep Learning GPU Training System.Deep Jazz1229Deep learning driven jazz generation using Keras & Theano!Brainstorm1143Fast, flexible and fun neural networks.Darknet937Open Source Neural Networks in CTheano Tutorials904Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano.RNN Music Composition904A recurrent neural network designed to generate classical music.Blocks866A Theano framework for building and training neural networks.TDB860Interactive, node-by-node debugging and visualization for TensorFlow.Scikit Neural Net849Deep neural networks without the learning cliff! Classifiers and regressors compatible with scikit-learn.Veles760Distributed machine learning platform (Python, CUDA, OpenCL)Deep Detect759Deep Learning API and Server in C++11 with Python bindings and support for Caffe.TensorFlow DeepQ759A deep Q learning demonstration using Google Tensorflow.Caffe on Spark724Caffe On Spark.Nolearn702Abstractions around neural net libraries, most notably Lasagne.DCGAN TensorFlow568A tensorflow implementation of Deep Convolutional Generative Adversarial NetworksMatConvNet479MATLAB CNN toolbox for computer vision applications.DeepCL
413OpenCL library to train deep convolutional neural networks.
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