Andrew Bartnik
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All (6)
Assignments (4)
ML (4)
NLP (3)
Projects (2)
Python (1)
R (6)
Spatial (1)
Statistics (1)

Portfolio

Predicting Climbing Incident Outcomes from Article Text
NLP
R
Assignments
ML
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

Predicting Climbing Incident Outcomes from Article Text
NLP
R
Assignments
ML
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
R
Assignments
ML
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
R
Python
ML
Projects
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
R
Statistics
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
R
Assignments
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
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