In this paper we present DeepLearningKit - an open source framework that supports using pretrained 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.

翻译：在本文中,我们介绍了DeepLearchKit -- -- 一个支持使用iOS、OS X和tvOS预先训练的深层学习模型(进化神经网络)的开放源框架。DepLearchKit是在金属中开发的,目的是高效地利用GPU和Swift与应用程序整合,例如iPhone/iPad的iOS移动应用程序、大屏幕的tvOS应用程序,或OS X桌面应用程序。目标是支持使用由Cafe、Torch、TensorFlow、Theano、Pylearn、Deepleclear4J和Mocha等流行框架培训的深层学习模型。鉴于GPU资源庞大,培训深层学习模型需要时间,因此我们建议用App Store 模式来分发和下载预先培训和可再使用的深层学习模型。