Developed and tested various components and features in full stack across the web application using TypeScript, React, Redux, MongoDB, Mapbox, Jest, Enzyme, and Sinon, including:

• In-browser map displaying vector and raster data for an internal portal using Mapbox.js

• Populating orthomosaic and pointcloud metadata in the MongoDB database leveraging AWS Lambdas and bash scripting

• Built a pipeline to generate decision trees with interpretable human-aligned explanations from CNN-based image classifiers using concept decomposition

• Built a web UI for machine learning image style transfer to expedite game icon creation that uses alpha blending to optimize network requests and generate up to 25 icons for each of 40 alpha values in seconds with React and Flask

• Designed and implemented a web tool for video scene annotation using React, Node.js, and SQL supporting browser video frame seeking, undo/redo and restore session functionality, as well as user input validation