BITS Pilani

  • Page last updated on Tuesday, August 30, 2022

Research

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"Where the mind is without fear and the head is held high, where knowledge is free...." --- R. Tagore

Research Interest

My Doctoral research consisted of understanding neural coding and redundancy reduction in neural signals transmitted by the retinal spiking neurons. This involved designing and simulating convolutional neural networks for image processing.
 
During my post-doc, I have studied and designed population models to emulate biological signals to emulate markers in Parkinsons's and Alzheimer's diseases. Subsequently, I have used SpiNNaker neuromorphic hardware to design spiking neural networks to emulate sleep-wakefulness transition. More recently, I have designed a Basal Ganglia Circuit of action-selection on the SpiNNaker machine
 
Besides continuing on the above-mentioned lines, currently, I am also interested in applying traditional Machine Learning algorithms to Neuro-inspired models with the goal of designing and building machines capable of making crucial decisions in bespoke situations. 
 
Recently, we have formed the Biologically Inspired Neural Networks team at BITS Pilani Goa Campus. For research activities of the team, please visit https://www.binnlabs-goa.in/

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    An Institution Deemed to be University estd. vide Sec.3 of the UGC Act,1956 under notification # F.12-23/63.U-2 of Jun 18,1964

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