Portfolio

Predicting Climbing Incident Outcomes from Article Text

I used NLP techniques and different ML models to predict the outcome of climbing accidents. This assignment was part of EDS 231 - Text and Sentiment Analysis for…

Andrew Bartnik

May 25, 2023

Evaluating Biodiversity Sentiment, Performing Topic Analysis, and Analyzing Word Embeddings

NLP

Assignments

Grad School

I used the Nexis Uni database to analyze the sentiment associated with Biodiversity. This assignment was part of EDS 231 - Text and Sentiment Analysis for Environmental…

Andrew Bartnik

Apr 15, 2023

Predicting dissolved inorganic carbon (DIC) concentrations using different algorithms in Python and R

Python

Projects

Grad School

This project uses ocean chemistry data collected by CalCOFI to predict DIC using Linear Regression, KNN, Decision Trees, Random Forest Regressor, Gradient Boosting, and a…

Andrew Bartnik

Mar 18, 2023

Exploring Extinction

Projects

Statistics

Grad School

I used IUCN data to explore extinction in Animalia. This project is part of Statistics for Environmental Data Science - EDS 222

Andrew Bartnik

Dec 4, 2022

Analyzing the Effects of the Texas February 2021 Storm on the Houston metropolitan Area

Spatial

Assignments

Grad School

This post is based on an EDS 223 - Spatial Analysis assignment, as part of the Masters of Environmental Data Science (MEDS) curriculum at the University of California, Santa…

Andrew Bartnik

Nov 15, 2022

Categories

Predicting Climbing Incident Outcomes from Article Text

Evaluating Biodiversity Sentiment, Performing Topic Analysis, and Analyzing Word Embeddings

Predicting dissolved inorganic carbon (DIC) concentrations using different algorithms in Python and R

Exploring Extinction

Analyzing the Effects of the Texas February 2021 Storm on the Houston metropolitan Area