Worked on tooling, research, and analysis related to the sizing of CPAP masks such as:

• building and modifying full stack applications for research use. One example is an internal tool for engineers to improve sizing bins which utilized ReactJS, NodeJS, and Python for the application, a SQLite DB backend (hosted in AWS), and was deployed as a docker container.
• interfacing with 3D camera API and working with support staff to resolve bugs and improve it.
• introducing algorithmic improvements to the sizing, including training different machine learning models (off the shelf and custom) to achieve performance gains of up to 20% in the pipeline.
• performing data analysis in python or excel to glean insights from new data and expose underlying trends.

Skills:   Python   |   Pytorch   |    Scikit Learn   |   Machine Learning  |   Docker   |   Full Stack Development   |   React.js   |   SQL   |

Worked on a research project in the Department of Biomedical Informatics during the initial prototyping / tooling stages. Responsible for writing a python library to patch and recombine gigapixel biopsy images before classification, as well as generate segmentation masks from ground truth annotations. Also helped initial experimentation with model architecture such as implementing and training a UNet model in Pytorch.

For my contribution I was named in the acknowledgments section of this paper:    Automated detection of premalignant oral lesions on whole slide images using convolutional neural networks

Skills:    Python   |   Pytorch   |   Machine Learning

Worked on internal tools and web interfaces to manage and visualize experimental data from an RTK GNSS receiver, including developing a web interface in vanilla JavaScript, HTML, and CSS and utilizing various APIs, both internal (data servers) and external (Google Sheets, etc.).

Skills:    Python   |   JavaScript |   Web Development

Responsible for operating a data collection rig mounted on a car. This included driving specific routes around the city, trouble-shooting issues, and performing basic data analysis in python.

Skills:    Python   |   Linux