I am a scientist and machine learning practitioner working at the intersection of neuroscience, AI/ML, computer vision, and quantitative data analysis. My work focuses on developing computational approaches for extracting meaningful information from complex biological and behavioral datasets.
My projects include deep-learning-based behavioral tracking, electrophysiology and neural waveform analysis, reinforcement learning, scientific image analysis, and research database/tool development.
Python tools for DeepLabCut model training, video analysis, tracking-quality review, and quantitative mouse eye and pupil measurements. The repository includes example output plots.
Jupyter notebooks for waveform analysis, PCA, k-means and hierarchical clustering, method comparison, and cluster characterization. This repository also contains other neuroscience and data-science explorations.
A focused notebook for importing, inspecting, visualizing, and cleaning waveform data before downstream analysis.
MATLAB scripts for spike-waveform analysis and other neuroscience workflows, including CSD, GluSnFR, pERG, and VEP analyses.
MATLAB and Python workflows for waveform attributes, k-means and Ward hierarchical clustering, PCA visualization, and per-cluster waveform plots. Includes example figures and a results deck.
Jupyter notebooks for PCA, clustering-method comparison, cluster characterization, and other neuroscience data analyses.
A focused Jupyter workflow for importing, inspecting, visualizing, and cleaning waveform data before analysis.
PyTorch and notebook-based experiments in vision-based reinforcement learning.
Python GUI and SQLite tools for managing research data.
Machine Learning & AI PyTorch · scikit-learn · DeepLabCut · reinforcement learning · clustering · dimensionality reduction
Scientific Computing & Data Science Python · NumPy · pandas · SciPy · MATLAB · Jupyter · statistical analysis · data visualization
Computer Vision & Image Analysis Deep learning · pose estimation · biological image analysis · video analysis
Software & Data Engineering Git · GitHub · SQL · SQLite · scientific workflow development
- Computational neuroscience
- Machine learning for biological data
- Computer vision and scientific imaging
- Neural and behavioral data analysis
- AI-assisted scientific discovery
Explore the pinned repositories below for project documentation, code, analysis workflows, and example results.