Selected Technical Work
Projects
ML engineering and research projects focused on scalable data workflows, model evaluation, and applied machine learning systems.
Indoor Localization with GMM / TSFA / PPSA
Machine learning methods for signal-based indoor localization, including group matching, transformed fingerprint similarity filtering, adaptive selection, temporal learning, and structured attention.
LLM Evaluation and Agent Workflow Analysis
Python-based workflows for evaluating LLM-generated task execution, analyzing failure modes, improving reproducibility, and benchmarking agent performance across diverse tasks.
Job Application Tracker Chrome Extension
Chrome extension project for tracking applications, company context, role requirements, follow-up status, and preparation notes for ML and data science recruiting.
5G Fingerprint Dataset Generation
3D ray-tracing simulation workflow for generating near-realistic 5G MIMO fingerprint datasets to support ML model training and indoor positioning evaluation.
NR-V2X Simulation for Traffic Data
Simulation framework using OMNeT++, INET, Simu5G, and Veins to generate traffic data and evaluate uplink performance in 5G V2N scenarios.
GitHub Project Showcase
A public entry point for source code, experiments, and technical artifacts associated with ML engineering, data workflows, and research implementation.