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  • group:DNN Latency Prediction

    BRP-NAS: Prediction-based NAS using GCNs 来 源:34th Conference on Neural Information Processing Systems (NeurIPS 2020),...
     2022-10-26
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  • nn-Meter:Towards Accurate Latency Prediction of Deep-Learning Model Inference on Diverse Edge Devices

    来 源:MobiSys ‘21: Proceedings of the 19th Annual International Conference on Mobile Systems, Applications, and Service...
     2022-10-26
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  • Topic 1:Is Accurate and Light-weight DNN Multi-layer Latency Prediction Possible?

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     2022-10-22
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  • PyTorch基础

    1. 引言PyTorch是Facebook团队于2017年1月发布的一个深度学习框架,虽然晚于TensorFlow、Keras等框架,但自发布之日起,其关注度就在不断上升,目前在GitHub上的热度已超过Theano、Caffe、MXNet等框架。 ...
     2022-10-22
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  • NeuralPower:Predict and Deploy Energy-Efficient Convolutional Neural Networks

    来 源:Proceedings of The 9th Asian Conference on Machine Learning, ACML 2017, Seoul, Korea, November 15-17, 2017 原文速递:N...
     2022-10-21
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  • µLayer:Low Latency On-Device Inference Using Cooperative Single-Layer Acceleration and Processor-Friendly Quantization

    来 源:EuroSys ‘19: Proceedings of the Fourteenth EuroSys Conference 2019 - March 2019 - Article No.: 45 - Pages 1–15 h...
     2022-10-20
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  • Neurosurgeon:Collaborative Intelligence Between the Cloud and Mobile Edge

    来 源:ASPLOS ‘17: Proceedings of the Twenty-Second International Conference on Architectural Support for Programming L...
     2022-10-20
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  • CoDL:Efficient CPU-GPU Co-execution for Deep Learning Inference on Mobile Devices

    来 源:MobiSys ‘22: Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Service...
     2022-10-13
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  • Numpy基础

    在机器学习和深度学习中,图像、声音、文本等输入数据最终都要转换为数组或矩阵。如何有效地进行数组和矩阵的运算?这就需要充分利用Numpy。Numpy(Numerical Python)是数据科学的通用语言,是科学计算、深度学习的基石。为什么是Numpy...
     2022-10-10
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  • 深度学习方法探析——卷积神经网络

    1. 卷积神经网络的组成1.1 卷积 (Convolution)1.1.1 卷积运算在数字图像处理中,我们用到了一种边缘检测算子,图1为一种垂直边缘检测的过程。依次在图像上圈出9个单元,将检测算子中的每个对应单元与圈出的单元相乘,最后将所有乘积结果相...
     2022-10-10
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