Work

6 systems
IAP · GenAI / SAP · 2025–

Commercial Intelligence OS

Billing NLP in production inside SAP Joule workflows.

Bedrock · SAP · Python

RUSH / DePaul · Research · 2025

Syndemics · IEEE eScience

Ensemble clustering published at IEEE eScience 2025.

PyTorch · scikit · HPC

ReDDDoT · LLM · 2024–

Multilingual LLM + recs

Multilingual gen + ranking tuned for live journeys.

Transformers · FastAPI

Techify · ML platform · 2023–

SageMaker lead ML

Lead ML + voice follow-up closed the score loop.

SageMaker · Lambda

CV / OCR · Systems

Road-sign vision pipeline

Detection + OCR shipped as one AWS system.

YOLO · OCR · AWS

Education · Recsys

Education video recommender

Ranking that respects pedagogy, not just clicks.

Recsys · Feature store