TrashDet — Iterative NAS for Efficient Waste Detection A hardware-aware iterative NAS framework that brings trash detection to TinyML and microcontrollers (WACVW 2026). ADMM Pruning for Efficient Deep Learning Comparing ADMM-based optimization pruning against magnitude-based heuristics on lightweight CIFAR-10 models. Modeling Traffic Accident Severity in Texas Predicting traffic accident severity (2016–2023) using LightGBM, LDA, Random Forest and K-Means clustering. ELASTIC — Efficient Once-For-All Iterative Search for Object Detection on Microcontrollers A unified, hardware-aware NAS framework for TinyML object detection, accepted at IEEE Transactions on Computers (2026). 1-Lipschitz Layers Beyond Classification Exploring 1-Lipschitz layers for robust object detection on SVHN with a Tinier SSD architecture. Otto Sorting Bin Automating waste management with YOLOv8 object detection and a custom T-Bot gantry mechanism on a Jetson Nano. D.A.D. — Driver's Assistant with Detection Implementing YOLOv1 from scratch in PyTorch as a lightweight blind-spot monitor for visually impaired drivers. Disease Diagnosis with Deep Learning A symptom-checker built around a Dense Neural Network implemented from scratch in MATLAB. Hand-Gestured Stroller Embedded control with TM4C123 and an MPU6050 accelerometer for hands-free stroller navigation. Wireless Elevator Control Replacing elevator cabling with Frequency Shift Keying (FSK) modulation, custom analog circuits and stepper motors. Devastating Driving Prevention Device (DDPD) A low-cost driving simulator built with NI LabVIEW, an Arduino Uno, FSRs and an ADXL335 accelerometer.
