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Data Science Projects

Project | 01

The goal of this project was to train neural networks to autonomously recognize and map building footprints from satellite imagery taken before and after disaster events.

Project | 02

The goal of this project is to utilize Natural Language Processing (NLP) in conjunction with unsupervised learning to classify consumer feedback by topic, enabling developers and designers to streamline the optimization of their product. Ideally, this model would be used to supplement user research teams by not only confirming human findings, but also capturing insights that the team may have missed, overlooked, or deemed unimportant.

Project | 03
Project | 03
To Coup or Not to Coup?

Inspired by a 2011 book, The Dictators Handbook: Why Bad Behavior Is Almost Always Good Politics, the goal of this project is to utilize supervised learning techniques to classify whether a sovereign nation will experience a coup attempt within the next year.

Project | 04

Given the growing success of tabletop games within recent years, this project seeks to construct a linear regression model that predicts the success of tabletop games.

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