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Skills

Tools of the trade

What I reach for, grouped by kind. Depth varies — happy to talk specifics.

Languages

  • Python
  • C++
  • JavaScript/TypeScript
  • SQL
  • Go

Seen in Parameter-Efficient Adaptation of GPT-2, Custom Benchtop Centrifuge

ML/AI

  • PyTorch
  • Hugging Face
  • LoRA/PEFT
  • Sparse Autoencoders
  • LLM Evaluation Harnesses
  • MCP

Seen in Parameter-Efficient Adaptation of GPT-2

Frameworks & Libraries

  • React Native
  • NumPy
  • SciPy
  • Matplotlib
  • Streamlit
  • Firebase
  • Node.js

Seen in CoQuest, Biosurveillance “Digital Immune System”

Tools

  • scikit-learn
  • statsmodels
  • pandas
  • Git/GitHub
  • Docker
  • CI/CD
  • Linux
  • REST APIs
  • PostgreSQL
  • SimVascular
  • Langflow

Seen in 4D Flow MRI Hepatic Flow Pipeline, Virtual Stenting in the Fontan Circulation

Systems & Infrastructure

  • Microservices
  • Distributed Systems
  • Cloud APIs (AWS/GCP)
  • Bash

Seen in Biosurveillance “Digital Immune System”