Reg-Tune: A Regression-Focused Fine-Tuning Approach for Profiling Low Energy Consumption and Latency
Arnab Neelim Mazumder,
Farshad Safavi,
Maryam Rahnemoonfar
et al.
Abstract:Fine-tuning deep neural networks (DNNs) is pivotal for creating inference modules that can be suitably imported to edge or FPGA (Field Programmable Gate Arrays) platforms. Traditionally, exploration of different parameters throughout the layers of DNNs has been done using grid search and other brute force techniques. Though these methods lead to the optimal choice of network parameters, the search process can be very time-consuming and may not consider deployment constraints across different target platforms. … Show more
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