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cs.LG2021
Improving the Efficiency of Transformers for Resource-Constrained Devices
Hamid Tabani, Ajay Balasubramaniam, Shabbir Marzban +2
Transformers provide promising accuracy and have become popular and used in various domains such as natural language processing and computer vision. However, due to their massive n…
cs.LG2021
Challenges and Obstacles Towards Deploying Deep Learning Models on Mobile Devices
Hamid Tabani, Ajay Balasubramaniam, Elahe Arani +1
From computer vision and speech recognition to forecasting trajectories in autonomous vehicles, deep learning approaches are at the forefront of so many domains. Deep learning mode…