15231

DeepLearningKit – an Open Source Deep Learning Framework for Apple’s iOS, OS X and tvOS developed in Metal and Swift

Amund Tvei, Torbjorn Morland, Thomas Brox Rost
Memkite
Memkite, 2015
@misc{2015DeepLearningKit,

   author={Amund Tveit, Torbjorn Morland and Thomas Brox Rost},

   title={DeepLearningKit – an Open Source Deep Learning Framework for Apple’s iOS, OS X and tvOS developed in Metal and Swift},

   url={http://deeplearningkit.org/wp-content/uploads/2016/01/DeepLearningKitPaper.pdf},

   howpublished={Online}

}

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In this paper we present DeepLearningKit – an open source framework that supports using pre- trained deep learning models (convolutional neural networks) for iOS, OS X and tvOS. DeepLearningKit is developed in Metal in order to utilize the GPU efficiently and Swift for integration with applications, e.g. iOS-based mobile apps on iPhone/iPad, tvOS-based apps for the big screen, or OS X desktop applications. The goal is to support using deep learning models trained with popular frameworks such as Caffe, Torch, TensorFlow, Theano, Pylearn, Deeplearning4J and Mocha. Given the massive GPU resources and time required to train Deep Learning models we suggest an App Store like model to distribute and download pretrained and reusable Deep Learning models.
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