Education
University of Florida
Bachelor of Science in Computer Science
Relevant Courses: Linear Algebra for Data Science; Bioinformatic Algorithms; Numerical Analysis; Mobile Computing and IoT
Experience
Undergraduate Research Assistant
University of Florida | Gainesville, FL
- Ethnic Disparity in Diagnosing Asymptomatic Bacterial Vaginosis using Machine Learning.
- Implemented nested cross-validation strategy in three experiments, ensuring consistency across experiments
- Utilized UF computing resources via SLURM scripts, reducing experiment time from 2 hours to 30 minutes
- Replicated state-of-the-art results in Alzheimer's vs Mild Cognitive Impairment classification by modifying and applying a SwinUNETR transformer model to the ADNI datatset
Projects
Senior Design - GatorBones
Python, PyTorch Lightning
- Achieved 0.97 IoU score on canine leg X-ray image segmentation using SwinUNETR architecture, contributing to Banks Lab's research on improving kinematic estimations
Operating Systems
C++, FUSE
- Implemented a file system using a map data structure and standard functions in C++
- Parsed .WAD files to extract the file names content, and directory structure to build the file system
- Mounted the filesystem as working drive in Linux virtual machine using FUSE library with file I/O operations
Bioinformatic Algorithms
R, RStudio
- Analyzed RNAseq data from brain tissues, using R and Bioconductor, identified potential genes for Alzheimer’s disease diagnosis, and conducted differential gene expression, clustering, and enrichment analysis with Gprofiler and topGO.
Leadership
Software Lead
Audio Engineering Society | Gainesville, FL
- Led software project to train ML models for instrument type prediction with 95% accuracy
- Coordinated design meetings, workshops, and social events
Skills
Languages: Python, C++, Java, R, Julia, C, MATLAB, JavaScript, Bash, SQL
Tools: Linux, NumPy, scikit-learn, TensorFlow, PyTorch, Tidyverse, Keras, pandas, AWS, Conda, Slurm, Git
Awards
- NSF Research Experience for Undergraduate (2x)
- Honorable Mention at UF AI Days Hackathon (2022) - 4th place out of 234 participants