Sophia Barnes

Sophia Barnes

Machine Learning Intern

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location of Sophia BarnesStanford, California, United States

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  • Timeline

  • About me

    CS/Math @ Stanford | Incoming @ AWS

  • Education

    • Niskayuna High School

      2018 - 2022
      High School Diploma
    • Stanford University

      2024 - 2026
      Master of Science - MS Computer Science

      Computer and Network Security TrackRelevant Courses:CS 356 (Topics in Computer and Network Security)CS 144 (Networking)CS 140E (Embedded Operating Systems)CS 111 (Operating Systems)CS 155 (Computer and Network Security)CS 255 (Cryptography)CS 161 (Algorithms)CS 107 (Computer Organization & Systems)

    • Stanford University

      2022 - 2026
      Bachelor's degree Mathematics

      Activities and Societies: Stanford Math Tournament (Club Operations Lead and Tournament Development/Logistics)

  • Experience

    • Oak Ridge National Laboratory

      Jun 2023 - Aug 2023
      Machine Learning Intern

      - Developed an LLM-based pipeline to generate a keyword extraction (BERT embeddings + Part-of-speech tagging), keyword elaboration (fine-tuned LLaMa), plain language summary (fine-tuned classifier + fine-tuned LLaMa), concept tagger (transformer-based architecture and Spark) of scientific papers to help non expert audiences gain understanding.- Evaluated and tested different Natural Language Processing model architectures to determine the most effective. - Demoed pipeline to users and gave guidance on pipeline integration into software product. Show less

    • MongoDB

      Jun 2024 - Aug 2024
      Software Engineer Intern

      Developer Productivity, Evergreen CI Team- Developed on Evergreen, an internal CI system, using Go backend, GraphQL, MongoDB, and React/Typescript frontend. - Dynamically displayed package and toolchain information and chronological change logs to hosts used by engineers at MongoDB to run their tasks. - Drove business impact by eliminating inefficiencies in developer workflow and team on-call responsibilities by developing a self-service resource to view task host information to assist with troubleshooting. Show less

    • Amazon Web Services (AWS)

      Jan 2025 - now
      Incoming Solutions Architect Intern

      Summer 2025

  • Licenses & Certifications

    • Amazon Web Services Solutions Architect - Associate

      Amazon Web Services (AWS)
      Sept 2024
      View certificate certificate