Selected Technical Work
Projects
Software tools, data workflows, machine learning methods, and evaluation work. Explore implementations, research papers, and experience summaries by technical focus.
Indoor Localization & Representation Learning
Estimate indoor position from WiFi/5G fingerprints using similarity-based matching, learned representations, and knowledge distillation. Includes papers and code.
LLM Evaluation & Agent Workflow Analysis
Analyze instruction following, task execution, and agent failure modes through evaluation workflows and reproducible benchmarks. Includes a summary of the work.
5G Wireless Simulation & Dataset Engineering
Generate wireless fingerprint datasets and study vehicular communication with Wireless InSite, OMNeT++, INET, Simu5G, and Veins.
Applied Deep Learning & Neural Networks
Apply neural networks to sEMG movement classification and self-organizing maps to biomedical data analysis. Includes published methods.
Computer Vision Course Projects
Course implementations of CNN-based indoor positioning and YOLOv5s steel-surface defect detection, with code in MATLAB and PyTorch.
Software & Workflow Tools
A JavaScript Chrome extension for tracking job applications, extracting page metadata, and organizing notes and status information.