Skills

Python, LangChain, Strands, FastAPI, PyTorch, SQL, AWS, AWS CDK, Hugging Face, Weights and Biases

Experience

Deep Learning Architect

Amazon Web Services

9/2024 – Present

Research

  • Produced novel NLP research on multilingual LLM reasoning and tokenizer fertility bias including comprehensive implementation and testing of modern post-training methods (RLVR, GRPO, etc.)
  • Co-authored peer-reviewed work on multi-agent reasoning systems to solve open ended and long running research tasks

Applied/Deployment

  • Built GenAI applications serving 10,000+ daily users across dozens of enterprise deployments in healthcare, life sciences, and scientific research
  • Translated ambiguous client requirements into production-ready systems, owning end-to-end delivery from scoping through deployment
  • Trained and fine-tuned transformer models for Intelligent Document Processing, exceeding public baseline accuracy and F1 on specialized scientific and chemical workloads
  • Developed multi-agent systems for complex scientific and operational workflows, deploying capabilities including molecular classification, video understanding, and PowerPoint generation

Machine Learning Engineer II

Merck & Co., Inc.

11/2021 – 9/2024

Built and improved LLM-powered internal support systems used by ~700 daily active users, combining RAG and agentic workflows to support developers and internal SaaS products.

Evaluated chunking, retrieval, orchestration, vector store, and embedding strategies to improve answer quality, latency, and production reliability for internal LLM systems.

Worked on applied ML in a regulated life-sciences environment, bridging technical implementation with real user and business needs.

Data Science Intern

Eli Lilly and Company

6/2020 – 8/2020

Designed a data-driven dashboard that expedited drug manufacturing processes by using Python and SQL for data analysis and regression modeling.

Scientific Research Assistant

The University of Texas at Austin

4/2019 – 8/2020

Trained custom regression models using Python for scientific data analysis.

Education

M.S. Computer Science

Machine Learning Specialization · Georgia Institute of Technology

12/2024

B.S. Biomedical Engineering

Computational Specialization · University of Texas at Austin 🤘

5/2021