Projects
A collection of my work and side projects
Featured Projects
Agentic NL2SQL System
Engineered multi-agent architecture that achieves 50.87% execution accuracy on BIRD benchmark while reducing inference cost by 90%. Preserves privacy using locally finetuned SLMs through LoRA & QLoRA that can run on consumer-grade hardware. Accepted at CAI 2026 Conference.
Interpretable Credit Risk Models
Built interpretable credit risk models using Ensemble Models + LIME that achieve 76% accuracy while ensuring regulatory compliance and full model transparency. Published at CADSCOM 2024 & Accepted at AMLDS 2025.
Insurance Predictive Modeling
Developed rare-event classifiers for Travelers Insurance call center staffing needs using zero-inflated regression and advanced feature engineering on highly imbalanced data. Evaluated with Gini index for production model selection.
LLMOps ETL Pipeline
Built end-to-end ETL + LLMOps workflow at Amazon supporting 97 ARS sites across North America. Integrated QuickSight dashboards for real-time monitoring of mission-critical metrics.
Other Projects
Solar Energy Anomaly Detection
Built statistical & ML anomaly detection algorithms for solar energy data that flagged hidden inefficiencies early, reducing energy waste and cutting costs in Amazon fulfillment centers.