Sumanth Bommireddy

About Sumanth Bommireddy

Machine Learning Engineer | Scalable AI Systems | MLOps | Generative AI I’m…

Experience

1. Machine Learning Engineer

   PNC

   Aug 2024 — Present · TX, US

   Developed end-to-end ML pipelines using TensorFlow and scikit-learn for financial fraud detection and credit risk assessment, achieving accuracy through feature engineering, hyperparameter tuning, and cross-validation techniques. • Built production-ready deep learning models using TensorFlow and XGBoost with MLflow for experiment tracking, implementing A/B testing frameworks and monitoring systems that reduced prediction latency by 40%. • Engineered scalable MLOps infrastructure on GCP using Vertex AI and Docker containers, establishing CI/CD pipelines for automated model deployment, version control, and drift detection across production environments. • Performed comprehensive data science analysis using pandas, NumPy, and matplotlib for exploratory data analysis, statistical modelling, and feature selection on 10M+ financial records, improving model performance by 25%. • Designed transformer-based models for financial algorithmic trading and risk assessment using Hugging Face, implementing ensemble XGBoost methods and interpretability tools that delivered actionable insights and $2M savings.

Education

• University of Michigan

  Applied Data Science

• UC San Diego

  Big data Analytics

• Vel Tech Technical University

  Bachelor's degree

  2016 — 2020

• Clark University

  Master's degree

  2023 — 2024