Machine Learning and Open Source GIScience

Arabic Senior Thesis Methodology

This document contains the methods and references used in my senior Arabic thesis about economic protests in Lebanon since 1987.
Jan 27, 2024
Madeleine Gallop

Provenance, Error and Uncertainty

blog
Open Source GIScience

This blog discusses uncertainty in spatial/geographic research.
Oct 10, 2023
Madeleine Gallop

Disability and COVID-19 Reproduction Blog

blog
Open Source GIScience

The purpose of this blog is to reanalyze Chakraborty (2021) and finalize a reproduction report.
Oct 3, 2023
Madeleine Gallop

Reproducible and Open GIScience

blog
Open Source GIScience

This blog debates whether or not open source science can provide a solution to the reproducibility crisis.
Sep 19, 2023
Madeleine Gallop

Is GIS a Science?

blog
Open Source GIScience

This blog discusses whether or not, in my experience, GIS can be a science in its own right.
Sep 14, 2023
Madeleine Gallop

Wildfire Prediction Project Blog Post

project
Machine Learning

This blog post details my final project for Machine Learning, done in collaboration with Nhi Dang, Wright Frost, and Eliza Weiman.
May 17, 2023
Madeleine Gallop

Unsupervised Learning with Linear Algebra

blog
Machine Learning

This blog post implements and experiments with linear algebra/ML methods for unsupervised learning for image compression.
May 6, 2023
Madeleine Gallop

Learning from Timnit Gebru

blog
Machine Learning

This blog post includes a reflection on a recorded lecture by Dr. Timit Gebru, proposes a question for her based on this lecture and background research, and reflects on her talk to the wider Middlebury campus.
Apr 29, 2023
Madeleine Gallop

Implementing Linear Regression Blog

blog
Machine Learning

This blog post implements least-squares linear regression, and experiments with LASSO regularization for overparameterized problems.
Apr 1, 2023
Madeleine Gallop

Limits of the Quantitative Approach to Bias and Fairness Blog

blog
Machine Learning

This blog post is an essay discussing the limits of the quantitative approach to bias and fairness in allocative decision-making.
Mar 27, 2023
Madeleine Gallop

Classifying Palmer Penguins Blog

blog
Machine Learning

This blog post will explore a dataset and construct a model that will predict the species of a pengin based on its measurements with 100% testing accuracy.
Mar 26, 2023
Madeleine Gallop

Optimization for Logistic Regression Blog

blog
Machine Learning

This blog post implements simple gradient descent and stochastic gradient descent and compares their performances for training logistic regression.
Mar 3, 2023
Madeleine Gallop

Perceptron Blog

blog
Machine Learning

A blog post implementing and experimenting with the Perceptron Algorithm on a variety of data sets
Feb 27, 2023
Madeleine Gallop

Hello Blog

An example blog post illustrating the key techniques you’ll need to demonstrate your learning in CSCI 0451.
Jan 10, 2023
Phil Chodrow
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