Projects
Here's some stuff I've been working on - a mix of my favorite class projects and personal work in computational neuroscience, ML, and more.
Zebrafish Multiscale Dynamics Analysis
Translated mathematical formulations from a neuroscience paper into a working implementation of the Iterative Coarse Graining (ICG) algorithm. Applied the method to larval zebrafish neural activity data to uncover multiscale spatial structure across brain regions.
EEG-based Attention Analysis
Designed and conducted EEG experiments to examine attentional fluctuations during task performance. Preprocessed EEG data with bandpass filtering and epoching, applied frequency domain analysis, and identified attention-related brainwave patterns.
Sarcastic Headline Generator
An exploration of whether character-level RNNs can learn sarcasm using The Onion dataset. Developed multiple neural network models (RNN, LSTM, GRU) to generate snarky headlines, investigating machine learning's ability to understand and produce sarcastic text.