Career
Experience
Graduate Researcher — Medical Imaging (Thesis) · San Francisco State University
San Francisco, CA
- Developing a 3D deep learning pipeline (PyTorch, MONAI) for automated segmentation of micro-CT data; targeting ≥0.85 Dice with a custom 3D U-Net.
- Extracting medial-axis centerlines with curvature, radius, and torsion descriptors using VTK, VMTK, and SciPy.
- Building a Python shape-analysis toolkit for segment classification and biomechanical modeling; reproducible, simulation-ready dataset.
Teaching Assistant — Theory of Computing · San Francisco State University
San Francisco, CA
- Supported 30+ students in automata, formal languages, and computational complexity.
- Led Python setup/tutorials; assisted with grading workflows and course materials.
AI Team Lead · RevSolz Corp.
Calgary, AB (Remote)
- Led a team of 4 data science interns building and deploying ML pipelines for oil-industry operational data; 98% accuracy in efficiency identification.
- Designed end-to-end pipelines (preprocessing, feature engineering, training, deployment) — cut deployment time by 20%.
- Mentored interns in ML best practices; 2 received part-time offers based on their contributions.