Shypd.aiThe largest open index of AI toolsproxylessnas is an open-source tool for direct neural architecture search on target tasks and hardware. It allows efficient optimization of deep learning models for specific hardware constraints.
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proxylessnas is an open-source tool designed for direct neural architecture search, enabling efficient optimization of deep learning models on target tasks and hardware. It eliminates the need for proxy tasks, directly searching for optimal architectures. The tool is integrated into popular platforms like PytorchHub, Microsoft NNI, and Amazon AutoGluon, making it accessible for various development environments. Notably, proxylessnas achieved first place in the Visual Wake Words Challenge at CVPR 2019, demonstrating its effectiveness in specialized applications. It supports specialization of architectures for different platforms, such as CPU, GPU, and mobile devices, to fully exploit efficiency.
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