My Skillset
Python
My primary language for computer vision, data pipelines, and backend services
PyTorch
Detection and segmentation models, from semi-supervised training to production
PyTorch Lightning
Fast, reproducible experimentation and multi-GPU training
OpenCV
Image preprocessing, classical vision, and measurement pipelines
Scikit-learn
Classical ML, clustering, and dimensionality reduction
R
Mixed effects models, meta-analysis, and experimental design
Tidyverse
Data wrangling and publication-quality visualization with ggplot2
PostgreSQL
Designing and running research databases behind deployed apps
Django
Full-stack web applications for image upload, inference, and results
Django REST Framework
REST APIs for model inference and database access
FastAPI
Lightweight, high-performance model serving endpoints
Docker
Containerized training and inference environments
AWS
S3, EC2, and SageMaker for storage, compute, and deployment
DigitalOcean
Hosting web apps and serverless inference endpoints
RunPod
Serverless GPU inference and on-demand training compute
Git & GitHub
Version control, code review, and open-source collaboration
