Research
Welcome to my Website
Ross Brancati, PhD
Human Systems Integration Engineer and research scientist in the Warfighter Lab at Galvion
More about the Warfighter Lab:
About Me
Hobbies
In my free time I enjoy hanging out with my dog and spending time outdoors.
Recent Highlights
Going the extra mile: deployng your ML model
Model deployment isn't in your day-to-day job description? I wrote a guide to a bare bones approach to getting your first model deployed (for free) with FastAPI, Docker, and Render.
Leave One Subject Out Cross Validation for Machine Learning Models
Cross validating machine learning models by leaving out all observations from a single subject. A great approach for small sample sizes and multiple observations per sample. This post explains the approach and how to implement it from scratch in python.
Gait Speed Classification using Inertial Measurement Units and Deep Learning
Wearable technology such as inertial measurement units are useful for measuring movement. In this project, I used an open source dataset with signals derived from inertial measurement units to classify walking gait speed with a deep learning model.
Principal Component Analysis on Time Series Data
An application of machine learning methodologies including dimensionality reduction and classification models to analyze the complex behavior of musculoskeletal injuries with a "systems theory" approach.
March 2023