Browsing Computer Science and Automation (CSA) by Subject "Deep Neural Networks"

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    • Analysis, Design, and Acceleration of DNN Training Preprocessing Pipelines 

      Jha, Keshav Vinayak
      The performance of deep neural network (DNN) training is a function of both the training compute latency and the latency to fetch and preprocess the input data needed to train the model. With advance- ments in GPUs and ...

    • Model Extraction and Active Learning 

      Shukla, Aditya
      Machine learning models are increasingly being offered as a service by big companies such as Google, Microsoft and Amazon. They use Machine Learning as a Service (MLaaS) to expose these machine learning models to the ...