Search results
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Title
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Algorithmic Optimization of First Convolution Layer in CNNs for Hardware Accelerator Design
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Author
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Chamarthi, Ramachandra Vikas
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Date Created
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2019
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Subjects--Topical
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Electrical engineering, Computer engineering
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Description
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This thesis proposes "1D Convolution replacement layer ", a novel optimization for first convolution layer in CNN. This optimization enables edge friendly streaming accelerator design with a minimum drop in accuracy. This optimization reduces the ...
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Title
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Ultra Low Power Techniques for Machine Learning on the Edge
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Author
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Hasan, Md Munir
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Date Created
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2022
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Subjects--Topical
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Electrical engineering, Neurosciences
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Description
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Deep learning has become an integral part of machine learning. It has radically transformed our lives in healthcare, automotive systems, human computer interaction etc. Although, deep learning requires a tremendous amount of compute power and reso...
