Comparison of deep learning software/Resources

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Deep learning software not yet covered

  • adnn - Javascript neural networks
  • Blocks - Theano framework for building and training neural networks
  • CaffeOnSpark - Scalable deep learning package running Caffe on Spark and Hadoop clusters with peer-to-peer communication
  • CNNLab - Deep learning framework using GPU and FPGA-based accelerators
  • ConvNetJS - Javascript library for training deep learning models entirely in a web browser
  • Cortex - Theano-based deep learning toolbox for neuroimaging
  • cuDNN - Optimized deep learning computation primitives implemented in CUDA
  • CURRENNT - CUDA-accelerated toolkit for deep Long Short-Term Memory (LSTM) RNN architectures supporting large data sets not fitting into main memory.
  • DeepCL - OpenCL library to train deep convolutional networks, with APIs for C++, Python and the command line
  • DeepLearningKit - Open source deep learning framework for iOS, OS X and tvOS
  • DeepLearnToolbox - Matlab/Octave toolbox for deep learning (deprecated)
  • DeepX - Software accelerator for deep learning execution aimed towards mobile devices
  • deepy - Extensible deep learning framework based on Theano
  • DSSTNE (Deep Scalable Sparse Tensor Network Engine) - Amazon developed library for building deep learning models
  • Faster RNNLM (HS/NCE) toolkit - An rnnlm implementation for training on huge datasets and very large vocabularies and usage in real-world ASR and MT problems
  • GNU Gneural Network - GNU package which implements a programmable neural network
  • IDLF - Intel® Deep Learning Framework; supports OpenCL (deprecated)
  • Intel Math Kernel Library (Intel MKL), library of optimized math routines, including optimized deep learning computation primitives
  • Keras - Deep Learning library for Theano and TensorFlow
  • Lasagne - Lightweight library to build and train neural networks in Theano
  • Leaf - "The Hacker's Machine Learning Engine"; supports OpenCL (official development suspended)
  • LightNet - MATLAB-based environment for deep learning
  • MatConvNet - CNNs for MATLAB
  • MaTEx - Distributed TensorFlow with MPI by PNNL
  • Mocha - Deep learning framework for Julia, inspired by Caffe
  • neon - Nervana's Python based Deep Learning framework
  • Neural Network Toolbox - MATLAB toolbox for neural network creation, training and simulation
  • PaddlePaddle - "PArallel Distributed Deep LEarning", deep learning platform
  • Purine - Bi-graph based deep learning framework
  • Pylearn2 - Machine learning library mainly built on top of Theano
  • scikit-neuralnetwork - Multi-layer perceptrons as a wrapper for Pylearn2
  • sklearn-theano - Scikit-learn compatible tools using theano
  • Tensor Builder - Lightweight extensible library for easy creation of deep neural networks using functions from "any Tensor-based library" (requires TensorFlow) through an API based on the Builder Pattern
  • TensorGraph - Framework for building any models based on TensorFlow
  • TF Learn (Scikit Flow) - Simplified interface for TensorFlow
  • TF-Slim - High level library to define complex models in TensorFlow
  • TFLearn - Deep learning library featuring a higher-level API for TensorFlow
  • Theano-Lights - Deep learning research framework based on Theano
  • tiny-dnn - Header only, dependency-free deep learning framework in C++11
  • torchnet - Torch framework providing a set of abstractions aiming at encouraging code re-use as well as encouraging modular programming
  • Veles - Distributed machine learning platform by Samsung

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Related software

  • Deep Visualization Toolbox - Software tool for "probing" DNNs by feeding them image data and watching the reaction of every neuron, and for visualizing what a specific neuron "wants to see the most"
  • LSTMVis - A visual analysis tool for recurrent neural networks
  • pastalog - Simple, realtime visualization of neural network training performance

Source of the article : Wikipedia



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