top of page

Projects

Highlighted below is a short-list of my favorite ongoing projects:

Parallelizing Particle Swarm Optimization

Research Project​

​

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

​

Paper

GitHub

​

​

PPPO.png
PPPO_2.png

Boolepathy

Project Lead - NeuroTechSC

​

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.

​

Demonstration video

NeuroTechX Leaderboard

GitHub

​

​

hardware_closeup.jpg
headset1.JPG

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. 

​

I am currently working on a voice interface that allows the user to control the board remotely. 

​

GitHub

RPIcircuits.jpg
RPIcloseup.jpg
RPIex2.jpg

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.

​

Demonstration Video

GitHub

DeepFlowDemoPicture.png

© 2024 by Chris Toukmaji

Follow

  • LinkedIn
  • Twitter
  • GitHub
bottom of page