Difference between revisions of "Libraries & Frameworks"

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* [[PyTorch]]
 
* [[PyTorch]]
 
* [[neon]]
 
* [[neon]]
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=== Libraries ===
 
−
 
 
* [[Deeplearning4j]]
 
* [[Deeplearning4j]]
 
* [[theano]]
 
* [[theano]]
 
* [[Scikit-learn]]
 
* [[Scikit-learn]]
 
* [http://opencv.org/ OpenCV (Open Source Computer Vision Library)]
 
* [http://opencv.org/ OpenCV (Open Source Computer Vision Library)]
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===GUI frameworks===
 
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* [http://en.wikipedia.org/wiki/Neural_Designer  Neural Designer], a commercial [[deep learning]] tool for [[predictive analytics]].
 
 
* [http://en.wikipedia.org/wiki/OpenCog  OpenCog], a GPL-licensed framework for artificial intelligence written in C++, Python and Scheme.
 
* [http://en.wikipedia.org/wiki/OpenCog  OpenCog], a GPL-licensed framework for artificial intelligence written in C++, Python and Scheme.
 
* [http://en.wikipedia.org/wiki/RapidMiner  RapidMiner], an environment for machine learning and [[data mining]], now developed commercially.
 
* [http://en.wikipedia.org/wiki/RapidMiner  RapidMiner], an environment for machine learning and [[data mining]], now developed commercially.

Revision as of 15:14, 15 July 2018

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With pages at Primo.ai or not included in Wikipedia Deep learning comparison chart below

Deep learning software by name

Software Creator Software licenseTemplate:Efn Open source Platform Written in Interface OpenMP support OpenCL support CUDA support Parallel execution (multi node) Automatic differentiation<ref>Template:Cite arXiv</ref> Has pretrained models Recurrent nets Convolutional nets RBM/DBNs Metal support
roNNie.ai Kevin Lok MIT Template:Yes Linux, macOS, Windows Python Python Template:Yes Template:Yes Template:Yes Template:Yes
BigDL Jason Dai Apache 2.0 Yes Apache Spark Scala Scala, Python Template:No Template:Yes Template:Yes Template:Yes
Caffe / Caffe2 Berkeley Vision and Learning Center Template:Free Template:Yes Linux, macOS, Windows<ref>Template:Cite web</ref> C++ Python, MATLAB, C++ Template:Yes Template:Depends Template:Yes Template:Yes Template:Yes<ref>Template:Cite web</ref> Template:Yes Template:Yes Template:No Template:Dunno
Deeplearning4j Skymind engineering team; Deeplearning4j community; originally Adam Gibson Template:Free Template:Yes Linux, macOS, Windows, Android (Cross-platform) C++, Java Java, Scala, Clojure, Python (Keras), Kotlin Template:Yes Template:Depends<ref>Template:Cite web</ref> Template:Yes<ref>Template:Cite web</ref><ref>Template:Cite web</ref> Template:Yes Template:Yes<ref>Template:Cite web</ref> Template:Yes Template:Yes Template:Yes Template:Yes<ref>Template:Cite web</ref>
Chainer Preferred Networks Template:Free Template:Yes Linux, macOS, Windows Python Template:No Template:No<ref>https://github.com/chainer/chainer/pull/2717</ref><ref>https://github.com/chainer/chainer/issues/99</ref> Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes
Darknet Joseph Redmon Template:Free Template:Yes Cross-Platform C C, Python Template:Yes Template:No<ref>https://github.com/pjreddie/darknet/issues/127</ref> Template:Yes Template:Yes
Dlib Davis King Template:Free Template:Yes Cross-Platform C++ C++ Template:Yes Template:No Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes
DataMelt (DMelt) S.Chekanov Template:Free Template:Yes Cross-Platform Java Java Template:No Template:No Template:No Template:No Template:No Template:No Template:No Template:No Template:No
DyNet Carnegie Mellon University Template:Free Template:Yes Linux, macOS, Windows C++, Python Template:No<ref>https://github.com/clab/dynet/issues/405</ref> Template:Yes Template:Yes Template:Yes
Intel Data Analytics Acceleration Library Intel Template:Free Template:Yes Linux, macOS, Windows on Intel CPU<ref name="intel-daal">Intel® Data Analytics Acceleration Library (Intel® DAAL) | Intel® Software</ref> C++, Python, Java C++, Python, Java<ref name="intel-daal"/> Template:Yes Template:No Template:No Template:Yes Template:No Template:Yes Template:Yes
Intel Math Kernel Library Intel Template:Proprietary Template:No Linux, macOS, Windows on Intel CPU<ref>Intel® Math Kernel Library (Intel® MKL) | Intel® Software</ref> C<ref>Deep Neural Network Functions</ref> Template:Yes<ref>Using Intel® MKL with Threaded Applications | Intel® Software</ref> Template:No Template:No Template:Yes Template:No Template:Yes<ref name="intel-benchmark">Intel® Xeon Phi™ Delivers Competitive Performance For Deep Learning—And Getting Better Fast | Intel® Software</ref> Template:Yes<ref name="intel-benchmark"/> Template:No
Keras François Chollet Template:Free Template:Yes Linux, macOS, Windows Python Python, R Template:Depends Template:Depends Template:Yes Template:Yes Template:Yes<ref>https://keras.io/applications/</ref> Template:Yes Template:Yes Template:Yes Template:Yes<ref>Does Keras support using multiple GPUs? · Issue #2436 · fchollet/keras</ref>
MATLAB + Neural Network Toolbox MathWorks Template:Proprietary Template:No Linux, macOS, Windows C, C++, Java, MATLAB MATLAB Template:No Template:No Template:Yes<ref>Template:Cite web</ref> Template:No Template:Yes<ref name="NNT">Template:Cite web</ref><ref>Template:Cite web</ref> Template:Yes<ref name="NNT"/> Template:Yes<ref name="NNT"/> Template:Yes<ref name="NNT"/> Template:Yes<ref>Template:Cite web</ref>
Microsoft Cognitive Toolkit Microsoft Research Template:Free<ref>Template:Cite web</ref> Template:Yes Windows, Linux<ref name="Setup CNTK on your machine">Template:Cite web</ref> (macOS via Docker on roadmap) C++ Python (Keras), C++, Command line,<ref>Template:Cite web</ref> BrainScript<ref>Template:Cite web</ref> (.NET on roadmap<ref>Template:Cite web</ref>) Template:Yes<ref>Template:Cite web</ref> Template:No Template:Yes Template:Yes Template:Yes<ref>https://github.com/Microsoft/CNTK/issues/140#issuecomment-186466820</ref> Template:Yes<ref name="cntk.ai">Template:Cite web</ref> Template:Yes<ref name="cntk.ai" /> Template:Yes Template:Yes<ref>Template:Cite web</ref>
Apache MXNet Apache Software Foundation Template:Free Template:Yes Linux, macOS, Windows,<ref>Template:Cite web</ref><ref>Template:Cite web</ref> AWS, Android,<ref>Template:Cite web</ref> iOS, JavaScript<ref>Template:Cite web</ref> Small C++ core library C++, Python, Julia, Matlab, JavaScript, Go, R, Scala, Perl Template:Yes Template:Depends<ref>Template:Cite web</ref> Template:Yes Template:Yes<ref>https://mxnet.readthedocs.io/</ref> Template:Yes<ref>Template:Cite web</ref> Template:Yes Template:Yes Template:Yes Template:Yes<ref>Template:Cite web</ref>
Neural Designer Artelnics Template:Proprietary Template:No Linux, macOS, Windows C++ Graphical user interface Template:Yes Template:No Template:No Template:Dunno Template:Dunno Template:No Template:No Template:No Template:Dunno
OpenNN Artelnics Template:Free Template:Yes Cross-platform C++ C++ Template:Yes Template:No Template:Yes Template:Dunno Template:Dunno Template:No Template:No Template:No Template:Dunno
PlaidML Vertex.AI AGPL3 Template:Yes Linux, macOS, Windows C++, Python Keras, Python, C++, C Template:No Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Dunno Template:Yes
PyTorch Adam Paszke, Sam Gross, Soumith Chintala, Gregory Chanan Template:Free Template:Yes Linux, macOS, Windows Python, C, CUDA Python Template:Yes Template:Depends<ref>https://github.com/hughperkins/pytorch-coriander</ref><ref>https://github.com/pytorch/pytorch/issues/488</ref><ref>https://github.com/pytorch/pytorch/issues/488#issuecomment-273626736</ref> Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes
Apache SINGA Apache Incubator Template:Free Template:Yes Linux, macOS, Windows C++ Python, C++, Java Template:No Template:No Template:Yes Template:Dunno Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes
TensorFlow Google Brain team Template:Free Template:Yes Linux, macOS, Windows,<ref>https://developers.googleblog.com/2016/11/tensorflow-0-12-adds-support-for-windows.html</ref> Android C++, Python, CUDA Python (Keras), C/C++, Java, Go, R<ref>Template:Citation</ref>, Julia Template:No Template:Depends<ref name="tensorflow-roadmap">Template:Cite web</ref> but already with SYCL<ref name="GitHub">Template:Cite web</ref> support Template:Yes Template:Yes<ref>https://www.tensorflow.org/</ref> Template:Yes<ref>https://github.com/tensorflow/models</ref> Template:Yes Template:Yes Template:Yes Template:Yes
TensorLayer Hao Dong Template:Free Template:Yes Linux, macOS, Windows,<ref>https://developers.googleblog.com/2016/11/tensorflow-0-12-adds-support-for-windows.html</ref> Android C++, Python, Python Template:No Template:Depends<ref name="tensorflow-roadmap">Template:Cite web</ref> but already with SYCL<ref name="GitHub">Template:Cite web</ref> support Template:Yes Template:Yes<ref>https://www.tensorflow.org/</ref> Template:Yes<ref>https://github.com/tensorflow/models</ref> Template:Yes Template:Yes Template:Yes Template:Yes
Theano Université de Montréal Template:Free Template:Yes Cross-platform Python Python (Keras) Template:Yes Template:Depends Template:Yes Template:Yes<ref>http://deeplearning.net/software/theano/library/gradient.html</ref><ref>https://groups.google.com/d/msg/theano-users/mln5g2IuBSU/gespG36Lf_QJ</ref> Template:Depends Template:Yes Template:Yes Template:Yes Template:Yes<ref>Using multiple GPUs — Theano 0.8.2 documentation</ref>
Torch Ronan Collobert, Koray Kavukcuoglu, Clement Farabet Template:Free Template:Yes Linux, macOS, Windows,<ref>https://github.com/torch/torch7/wiki/Windows</ref> Android,<ref>Template:Cite web</ref> iOS C, Lua Lua, LuaJIT,<ref>Template:Cite web</ref> C, utility library for C++/OpenCL<ref name=jtorch>Template:Cite web</ref> Template:Yes Template:Depends Template:Yes<ref>Template:Cite web</ref><ref>Template:Cite web</ref> Template:Yes Template:Yes<ref>Template:Cite web</ref> Template:Yes Template:Yes Template:Yes Template:Yes<ref>https://github.com/torch/torch7/wiki/Cheatsheet#distributed-computing--parallel-processing</ref>
Wolfram Mathematica Wolfram Research Template:Proprietary Template:No Windows, macOS, Linux, Cloud computing C++, Wolfram Language, CUDA Wolfram Language Template:Yes Template:No Template:Yes Template:Yes Template:Yes<ref>http://resources.wolframcloud.com/NeuralNetRepository</ref> Template:Yes Template:Yes Template:Yes Template:Depends
VerAI VerAI Template:Proprietary Template:No Linux, Web-based C++,Python, Go, Angular Graphical user interface, cli Template:No Template:No Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes Template:Yes
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