Top Deep Learning Projects
A list of popular github projects related to deep learning (ranked by stars).
Last Update: May 21st 2019
| Project Name | Stars | Description |
|---|---|---|
| TensorFlow | 127935 | Computation using data flow graphs for scalable machine learning. |
| TensorFlow Models | 52969 | Models built with TensorFlow |
| Keras | 41307 | Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow. |
| TensorFlow Examples | 31627 | TensorFlow tutorials and code examples for beginners. |
| Pytorch | 28233 | Tensors and Dynamic neural networks in Python with strong GPU acceleration. |
| Caffe | 28124 | Caffe: a fast open framework for deep learning. |
| Detectron | 20396 | Detectron is Facebook AI Research's software system that implements state-of-the-art object detection algorithms, including Mask R-CNN. It is written in Python and powered by the Caffe2 deep learning framework. |
| MXNet | 16935 | Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more. |
| Neural Style | 16809 | Torch implementation of neural style algorithm. |
| OpenAI Gym | 16778 | A toolkit for developing and comparing reinforcement learning algorithms. |
| CNTK | 16142 | Computational Network Toolkit (CNTK). |
| Darknet | 13259 | Open Source Neural Networks in C |
| Magenta | 13216 | Magenta: Music and Art Generation with Machine Intelligence |
| OpenFace | 12091 | Face recognition with deep neural networks. |
| Deep Dream | 11958 | Deep Dream. |
| deeplearning4j | 10789 | Deep Learning for Java, Scala & Clojure on Hadoop, Spark. |
| DeepSpeech | 10217 | A TensorFlow implementation of Baidu's DeepSpeech architecture. |
| ConvNet JS | 9586 | Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser. |
| Char RNN | 9387 | Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch. |
| Neural Doodle | 9109 | 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.) |
| TFLearn | 9085 | Deep learning library featuring a higher-level API for TensorFlow. |
| Roc AlphaGo | 8930 | 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). |
| Theano | 8795 | 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. |
| CycleGAN | 8414 | Torch implementation for learning an image-to-image translation network, the CycleGAN (Paper) |
| Torch | 8295 | Torch7, Deep Learning Library. |
| TensorFlow Playground | 8175 | Play with neural networks! |
| DeOldify | 8060 | A Deep Learning based project for colorizing and restoring old images (and video!) |
| Synaptic | 6515 | architecture-free neural network library for node.js and the browser |
| NVIDIA vid2vid | 6386 | Pytorch implementation of our method for high-resolution (e.g. 2048x1024) photorealistic video-to-video translation.
|
| DCGAN TensorFlow | 5743 | A tensorflow implementation of Deep Convolutional Generative Adversarial Networks |
| Leaf | 5404 | Open Machine Intelligence Framework for Hackers. |
| TensorFlow Tutorials | 5304 | From the basics to slightly more interesting applications of Tensorflow. |
| Deep Learning Flappy Bird | 5138 | Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning). |
| Neural Talk | 5005 | NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences. |
| Chainer | 4794 | A flexible framework of neural networks for deep learning. https://chainer.org |
| Tiny DNN | 4738 | header only, dependency-free deep learning framework in C++11 |
| Neural Talk 2 | 4598 | Efficient Image Captioning code in Torch, runs on GPU. |
| Neon | 3766 | Intel® Nervana™ reference deep learning framework committed to best performance on all hardware http://neon.nervanasys.com/docs/latest |
| LISA-lab Deep Learning Tutorials | 3738 | Deep Learning Tutorial notes and code. See the wiki for more info. http://deeplearning.net/tutorial |
| DIGITS | 3672 | Deep Learning GPU Training System https://developer.nvidia.com/digits |
| Lasagne | 3627 | Lightweight library to build and train neural networks in Theano http://lasagne.readthedocs.org/ |
| dl-docker | 3540 | An all-in-one Docker image for deep learning. Contains all the popular DL frameworks (TensorFlow, Theano, Torch, Caffe, etc.). Includes Deep Belief Nets, Stacked Autoencoders, Convolutional Neural Nets, Convolutional Autoencoders and vanilla Neural Nets. Each method has examples to get you started. |
| Colornet | 3456 | Neural Network to colorize grayscale images. |
| Image Analogies | 3351 | Generate image analogies using neural matching and blending. |
| Matlab Deep Learning Toolbox | 3302 | Matlab/Octave toolbox for deep learning. |
| Neural Story Teller | 2732 | A recurrent neural network for generating little stories about images. |
| Lucid | 2647 | A collection of infrastructure and tools for research in neural network interpretability. |
| DeepVideoAnalytics | 2595 | A distributed visual search and visual data analytics platform. https://www.deepvideoanalytics.com/ |
| Deep Jazz | 2405 | Deep learning driven jazz generation using Keras & Theano! |
| dl-setup | 2037 | Instructions for setting up the software on your deep learning machine. |
| deep-reinforcement-learning | 2291 | Repo for the Deep Reinforcement Learning Nanodegree program. |
| Deep Detect | 1879 | Deep Learning API and Server in C++11 with Python bindings and support for Caffe. |
| RNN Music Composition | 1718 | A recurrent neural network designed to generate classical music. |
| U-Net Keras | 1663 | Implementation of deep learning framework -- Unet, using Keras |
| TDB | 1365 | Interactive, node-by-node debugging and visualization for TensorFlow. |
| Caffe on Spark | 1255 | Caffe On Spark. |
| Theano Tutorials | 1209 | Bare bones introduction to machine learning from linear regression to convolutional neural networks using Theano. |
| Generic U-Net | 1166 | Generic U-Net Tensorflow implementation for image segmentation |
| TensorFlow DeepQ | 1164 | A deep Q learning demonstration using Google Tensorflow. |
| Scikit Neural Net | 1148 | Deep neural networks without the learning cliff! Classifiers and regressors compatible with scikit-learn. |
| Blocks | 1148 | A Theano framework for building and training neural networks. |
| MatConvNet | 1165 | MATLAB CNN toolbox for computer vision applications. |
| Nolearn | 924 | Abstractions around neural net libraries, most notably Lasagne. |
| DeepCL | 751 | OpenCL library to train deep convolutional neural networks. |
Discontinued
| Project Name | Stars | Description |
|---|---|---|
| PyLearn2 | 2667 | A Machine Learning library based on Theano. 🔺 Not actively developed anymore |
| Brainstorm | 1282 | Fast, flexible and fun neural networks. 🔺 Brainstorm is discontinued. |
| Veles | 878 | Distributed machine learning platform (Python, CUDA, OpenCL) |
| Visual Search Server | 496 | Visual Search using Tensorflow inception model & Approximate Nearest Neighbors. Follow-Up: DeepVideoAnalytics |