This website serves as a summary for many of my scientific endeavors.
If you have any questions
or would like to get in touch, please feel free to reach out to me!
My newest project leverages a transformer for time series analysis to emulate the US Forest Service's Wildland Fire Prediction Index Maps. The transformer was able to resemble the maps very well, with correlation values of 0.85 - 0.98 for up to a one-week forecast during fire season over California USA.
This analysis explores the impact of atmospheric rivers on air temperature, precipitation and the timing of river ice breakup throughout Interior Alaska USA.
A step by step, low level approach, to Shapley values for interpretive time series analysis. Also introduces a novel methodology that maintains seasonality in the Shapley value approximation.
This is a repo to organize many of my homeade python functions and classes that have proven helpful for all kinds of tasks. IMPORTANT NOTE: For all of the repos on this page, if the repo references a .py file from "Functions" it is refering to this repo. Check it out!
This repo houses many deep learning models that I have constructed for specific tasks. The models can easily generalize to fit a wide variety of tasks including: memory efficient import, HPC, hyperparamer tuning and training.