Earthquake Damage Prediction

My team and I created a multi-class classification prediction of damage sustained by buildings following a magnitude 8 earthquake. The goal of this prediction problem was to address a machine learning problem through an initial model building and model refinement stage as a group project.

The GitHub repository for this project was centrally managed by the course instructional team and cannot be made public.

Confusion matrix for earthquake prediction problem.
Boosted tree workflow rank.

Birthweight Prediction

I created a model to predict the birthweight of an infant given a certain set of characteristics. The goal of this prediction problem was to practice one complete iteration of the general machine learning framework.

Air Quality Exploratory Data Analysis

I explored the relationships between air quality indicators, certain lung diseases, and how sociodemographic vulnerabilities affect the relationships between air quality and health in the United States. The goal of this analysis was to develop skills in data wrangling, visualization, and exploration.

Distribution of days over the ozone and PM 2.5 standard across the United States, excluding Hawaii and Alaska.
Distribution of global burden of tuberculosis.

Global Tuberculosis Disease Burden

My project partner and I created an interactive dashboard visulizing the distribution of the global burden of tuberculosis. The goal of this project was to practice some of the various data visualization skills we learned.