I've been immersed in computer science research for a while, exploring topics
in AI, machine learning, and data science. Currently, I’m working as a
research assistant under the guidance of professors from the University of
San Francisco, where I contribute to cutting-edge projects that push the
boundaries of technology.
Started: August 2024
Publishing date: July 2025
We are exploring & extending Parsing Combinators by incorporating nondeterminism & memoization to generalize languages and grammar. We use sparse matrix multiplications to generate parsers that run in parallel on GPUs. Utilizing the Meerkat parsing library and Plain and Packrat parsers to analyze when and where memoization is effective, we then developed a specialized class to optimize selective memoization, significantly improving parsing efficiency for varied file sizes in JSON and C. Applying advanced algorithmic techniques to maximize parser efficacy for context-free grammars.
Started: August 2024
Publishing date: May 2025
We developed a Large Language Model (LLM) leveraging Prithvi and Clay embedding models for geospatial analysis. Our application processes TIF satellite images, identifying and masking specific land features based on user queries. To enhance accuracy, users verify these detections, enabling the creation of an unsupervised learning model that continuously improves feature recognition and classification.