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- W4288374410 abstract "Deep Neural Networks (DNNs) are intensively used to solve a wide variety of complex problems. Although powerful, such systems require manual configuration and tuning. To this end, we view DNNs as configurable systems and propose an end-to-end framework that allows the configuration, evaluation and automated search for DNN architectures. Therefore, our contribution is threefold. First, we model the variability of DNN architectures with a Feature Model (FM) that generalizes over existing architectures. Each valid configuration of the FM corresponds to a valid DNN model that can be built and trained. Second, we implement, on top of Tensorflow, an automated procedure to deploy, train and evaluate the performance of a configured model. Third, we propose a method to search for configurations and demonstrate that it leads to good DNN models. We evaluate our method by applying it on image classification tasks (MNIST, CIFAR-10) and show that, with limited amount of computation and training, our method can identify high-performing architectures (with high accuracy). We also demonstrate that we outperform existing state-of-the-art architectures handcrafted by ML researchers. Our FM and framework have been released %and are publicly available to support replication and future research." @default.
- W4288374410 created "2022-07-29" @default.
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- W4288374410 date "2019-04-09" @default.
- W4288374410 modified "2023-09-28" @default.
- W4288374410 title "Automated Search for Configurations of Deep Neural Network Architectures" @default.
- W4288374410 doi "https://doi.org/10.48550/arxiv.1904.04612" @default.
- W4288374410 hasPublicationYear "2019" @default.
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