Projects
Highlighted below is a short-list of my favorite ongoing projects:
Parallelizing Particle Swarm Optimization
Research Project​
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Uses: C, C++, Python
An empirical analysis of using HIP and GPU Accelerators on Function Optimization. Implemented PSO on an ensemble of functions including High-Dimensional, Non-Differentiable, and Non-Convex functions; outperforms Gradient Descent convergence time by over 400% in convex functions on GPU kernels
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Boolepathy
Project Lead - NeuroTechSC
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Uses: TensorFlow, Keras, Embedded Systems
Project lead for Boolepathy, a subvocalization project that earned 1st place in the United States in the NeuroTechX Competition in November 2020. The project utilizes eight electrodes that are attached to various areas above the user's neck region. These electrodes record the sub-vocalizations that a user makes when thinking of either a 'Yes' or a 'No' answer in response to a question. The trained system achieves over 90% accuracy.
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Spotif-API
Independent Project
Uses: Python APIs, Embedded Systems, Raspberry Pi, Raspbian
Spotif-API utilizes the Spotify Developer Tools in addition to a Raspberry Pi Zero connected to an LED matrix.
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I am currently working on a voice interface that allows the user to control the board remotely.
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DeepFlow
Group Hackathon Project
Uses: Embedded Systems, React.js
Uses EEG signals to determine a user's concentration level and helps the user readjust their focus when a low concentration level is detected.
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