Where ideas become
something you can explore.
Research in progress, teaching projects, and small experiments. Each begins with a question and a reason to build.
6 projects
Learning with less data
Investigating how dataset size, augmentation, and fine-tuning depth shape model behavior.
More expressive signing avatars
Connecting facial motion capture, animation, and the non-manual elements of sign language.
The decision threshold lab
Move a threshold. Watch the mistakes change. Explore why accuracy alone is not enough.
From pixels to predictions
A practical image-classification workflow, from a baseline CNN to a more carefully evaluated model.
Designing for everyday independence
A mobile application in development with Semhar Hailu, exploring visual routines and accessible interaction.
Reproducing a segmentation baseline
A replication study with Levi Walker, exploring brain MRI segmentation and controlled improvements to a U-Net baseline.
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Try changing the decision, not the model.
Explore how one threshold changes precision, recall, and the cost of errors.