Can You Predict Love?
Speed dating analysis for MSDS Adv. Machine Learning (DATA-505)
Christy Lawrence, Noelle Matthews, & Haleigh Schwartz
April 25, 2024
Data from: OpenML
My partners, Christy Lawrence, Noelle Matthews, and I worked together to analyze data from OpenML to determine what traits, if any, predict whether or not a couple will match after a speed dating round. We found the most important features in couples matching using preprocessors such as OneHotEncoder and StandardScaler, created ensemble models to predict which couples would match, and ran our data through unsupervised models like PCA and Kmeans to further refine our results. Please see our code for more details. See below for a few sample images from our presentation.
NOTE: Thank you to Adobe Stock for the stock image used for this project.