These are some notable open source projects I have worked on. For more information, visit my GitHub.


PrivacyRaven is a privacy testing library for deep learning systems. You can use it to determine the susceptibility of a model to different privacy attacks; evaluate privacy preserving machine learning techniques; develop novel privacy metrics and attacks; and repurpose attacks for data provenance and other use cases.

Skills: Python, PyTorch Lightning, IBM ART, Scikit-learn, NumPy, Poetry, Git

Resources: GitHub Repository, Blog Post, OpenMined Talk

Deep Learning Training

This was a training repository made for the RoboJackets RoboNav team. It is intended to be a quick crash course in practical machine learning and deep learning. At the end of README, there is a larger list of trusted resources for further training.

Skills: Python, PyTorch, Catalyst, NumPy, Scikit-learn, Jupyter Notebooks

Resources: GitHub Repository