Shivani Gupta

About Shivani Gupta

Bridging 16+ years of Banking(Capital Markets), Healthcare, and Insurance data engineering with machine learning to build production-ready risk analytics solutions- Incorporated machine learning models, such as regression and classification, into scalable data pipelines, enabling predictive analytics and improved decision-making- Experienced building, deploying, and scaling production machine learning systems- Specialized in taking machine learning models from concept to production, with hands-on experience across the full lifecycle—data ingestion, feature engineering, model development, evaluation, deployment, and ongoing monitoring. My work has led to 12–18% improvements in model accuracy, reduced manual data preparation, and more reliable decision-making in live systems- Expert in Python-based ETL, data quality automation, reconciliation, and analytics, processing 15–20M+ records/day across 25–40+ pipelines- Strong Oracle background (PL/SQL, performance tuning, Exadata, partitioning) modernizing legacy ETL into reusable Python frameworks- Delivered measurable impact: 99% SLA compliance,~45% fewer data defects,~60% reduction in operational effort,~35% fewer production incidents- Hands-on with CI/CD (GitHub, Jenkins, uDeploy), automated testing (>80% coverage), and production-grade monitoring- My technical toolkit includes Python, SQL, PyTorch, TensorFlow, Scikit-learn, and AWS, along with experience in data pipelines, containerized deployments, and model performance monitoring. I’m comfortable operating in fast-paced, Agile environments and translating ambiguous business problems into clear, production-ready ML solutions.Core areas of focus:• Machine Learning Systems• Feature Engineering & Model Optimization• End-to-End ML Pipelines• Python, SQL, PyTorch, TensorFlow• Cross-functional collaboration with Product & Engineering

Experience

1. Database Etl Google Cloud Consultant

   Wells Fargo

   Nov 2015 — Present

Education

• Birla Institute of Technology, Mesra

  M.Tech, Computer Science

  2006 — 2008

• Kurukshetra University (KUK)

  Bachelor of Science, Computer Science