Lennon Fairbanks Seiders
Portfolio
Electric Guitar Classification
Neural network classifier for determining the presence of electric guitar using a custom dataset of ~4000 Billboard Top 100 songs.
Instagram Clone
Web application imitating the basic features of Instagram using client-side dynamic pages with a REST API.
Preprocessing X-Ray Diffraction Images
Summer research project as an undergraduate researcher working under postdoctoral advisor Seunghee Oh at Professor Ashley Bucsek's materials science research lab.
Differentially Private SVM Learning
Final project for the course "Foundations of Fairness in Machine Learning". Partnered with another undergraduate, Meera Kumar, to design a post-processing algorithm for a differentially-private fair support vector machine classifier.
Mix: "In an Ocean"
Mixing project for the song "In an Ocean", performed and recorded by musicians from University of Michigan School of Music, Theater and Dance.
Percussion Instrument Classifier
Simple random forest instrument classifier for three instruments: kick drum, snare drum, and hi-hat. Implemented using R's randomForest, tuneR and seewave libraries.