TF-NASTF-NAS: Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search (ECCV2020)
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mindwareAn efficient open-source AutoML system for automating machine learning lifecycle, including feature engineering, neural architecture search, and hyper-parameter tuning.
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BossNAS(ICCV 2021) BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search
Stars: ✭ 125 (-95.01%)
ESNACLearnable Embedding Space for Efficient Neural Architecture Compression
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nn-MeterA DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.
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pcdarts-tf2PC-DARTS (PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search, published in ICLR 2020) implemented in Tensorflow 2.0+. This is an unofficial implementation.
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AGD[ICML2020] "AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks" by Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang
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DARTSDifferentiable architecture search for convolutional and recurrent networks
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AutoSTRH. Zhang, Q. Yao, M. Yang, Y. Xu, X. Bai. AutoSTR: Efficient Backbone Search for Scene Text Recognition. European Conference on Computer Vision (ECCV). 2020.
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DUNCode for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)
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bristolParallel random matrix tools and complexity for deep learning
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CM-NASCM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification (ICCV2021)
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HyperKerasAn AutoDL tool for Neural Architecture Search and Hyperparameter Optimization on Tensorflow and Keras
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torchpruneA research library for pytorch-based neural network pruning, compression, and more.
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onnOnline Deep Learning: Learning Deep Neural Networks on the Fly / Non-linear Contextual Bandit Algorithm (ONN_THS)
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HypernetsA General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.
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MetaD2AOfficial PyTorch implementation of "Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets" (ICLR 2021)
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Auto-CompressionAutomatic DNN compression tool with various model compression and neural architecture search techniques
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awesome-transformer-searchA curated list of awesome resources combining Transformers with Neural Architecture Search
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AutoSpeech[InterSpeech 2020] "AutoSpeech: Neural Architecture Search for Speaker Recognition" by Shaojin Ding*, Tianlong Chen*, Xinyu Gong, Weiwei Zha, Zhangyang Wang
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