2 papers
cs.LG2023
Multiplierless In-filter Computing for tinyML Platforms
Abhishek Ramdas Nair, Pallab Kumar Nath, Shantanu Chakrabartty +1
Wildlife conservation using continuous monitoring of environmental factors and biomedical classification, which generate a vast amount of sensor data, is a challenge due to limited…
cs.LG2021
Multiplierless MP-Kernel Machine For Energy-efficient Edge Devices
Abhishek Ramdas Nair, Pallab Kumar Nath, Shantanu Chakrabartty +1
We present a novel framework for designing multiplierless kernel machines that can be used on resource-constrained platforms like intelligent edge devices. The framework uses a pie…