S

Sumanth Dola

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St. Louis, Missouri, United States

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Résumé


Jobs verified_user 0% verified
  • Anthropic
    AI/ML Engineer
    Anthropic
    Jun 2025 - Current (1 year 1 month)
    • Designed and scaled end-to-end LLM training pipelines to support rapid experimentation and large-scale model training, reducing end-to-end experiment setup time by 30% for research teams. • Built distributed data ingestion and preprocessing pipelines to curate and validate multi-terabyte training datasets, improving data quality checks and reducing training restarts by 25%. • Implemented training orchestration and job scheduling systems to optimize GPU utilization across clusters, increasing effective compute efficiency by 20% while maintaining fault tolerance. • Integrated experiment tracking, metadata logging, and model versioning into the training workflow, enabling reproducible research and reducing duplicated experimentation by 35%.
  • Stripe
    Machine Learning Engineer
    Stripe
    Apr 2018 - Nov 2023 (5 years 8 months)
    • Designed and built shared ML platform components to support model development and deployment across payments, fraud, and risk teams, improving model on boarding speed by 30%. Developed a centralized feature store using batch and streaming data pipelines, enabling consistent feature reuse and reducing training-serving skew incidents by 40%. • Implemented scalable data validation and feature quality checks to detect missing, stale, or anomalous signals, improving downstream model reliability and trust. • Built automated training and retraining pipelines for multiple production models, reducing manual intervention and shortening model refresh cycles by 35%. • Integrated model versioning, experiment tracking, and metadata logging into the pla
Education verified_user 0% verified
  • Saint Louis University
    Masters in computer and information science
    Saint Louis University
    Jan 2025 - Dec 2025 (1 year)