About Me

Equifax · Atlanta, GA

• Fine-tuned and evaluated Gemma 3 4B and Gemma 4 E4B via QLoRA on Vertex AI Workbench to classify ~8B financial transactions across 30 primary and ~300 total categories.
• Adapted Gemma 4 E4B for legacy infrastructure by modifying model internals to support older library versions.
• Tuned quantization and dtype configurations for NVIDIA T4 GPUs, raising test accuracy from 75% to 96%.

Georgia Tech Research Institute · Atlanta, GA

• Extended a physics-informed neural network surrogate predicting intensity signal sequences from input physical parameters.
• Designed and A/B-tested an intermediary-value loss module anchoring the physics loss to mid-network intermediate predictions.
• Implemented push-forward training — feeding predictions back as inputs during training — improving test MSE by over 12%.
• Built a YOLO-based object-detection pipeline for moving vehicles, using GPS coordinates to assign global position labels.

Georgia Tech VIP · Atlanta, GA

• Applied multi-objective genetic programming with LLMs to evolve a CNN image classifier; benchmarked single-LLM and multi-LLM island configurations for population-diversity tradeoffs.
• Designed a multi-LLM island architecture supporting multi-population evolution, migration, and checkpointing.
• Built a reproducible HPC pipeline on PACE-ICE using SLURM sbatch, H100/A100 allocation, and shared model storage.

MessageGears · Atlanta, GA

• Standardized Angular/JSP actions UX with confirmation modals and shipped multiple UI fixes.
• Rewrote Groovy/Spock API tests and split suites by endpoint, cutting runtime from minutes to seconds.