
Faces of Brown Research: Skylar Sargent Walters '26
Have you ever wondered why your body reacts differently to various viruses and diseases?
Skylar Sargent Walters ’26, a computational biology concentrator at Brown, is developing a deep learning model to classify and discover unidentified bacteria and viruses from metagenomic datasets.
Her research project, "Developing Deep Learning Methods to Catalyze Disease Discovery and Identification from Metagenomic Datasets," leverages linear algebra and derivatives to detect patterns in genomic data. By identifying these patterns and inputting them into the model, it can determine what type of virus a person has been exposed to—transforming how we diagnose diseases.
Walters presented her work at ABRCMS, where she received the Presentation Award for Computational Biology, recognizing her contributions to the field. As a researcher in Brown’s HIV and Emerging Infectious Disease Scholars Program, she has led her own project—designing algorithms, running models on Brown’s supercomputing cluster, and presenting findings in Dr. Katie Siddle’s lab.
Skylar Sargent Walters ’26, a computational biology concentrator at Brown, is developing a deep learning model to classify and discover unidentified bacteria and viruses from metagenomic datasets.
Her research project, "Developing Deep Learning Methods to Catalyze Disease Discovery and Identification from Metagenomic Datasets," leverages linear algebra and derivatives to detect patterns in genomic data. By identifying these patterns and inputting them into the model, it can determine what type of virus a person has been exposed to—transforming how we diagnose diseases.
Walters presented her work at ABRCMS, where she received the Presentation Award for Computational Biology, recognizing her contributions to the field. As a researcher in Brown’s HIV and Emerging Infectious Disease Scholars Program, she has led her own project—designing algorithms, running models on Brown’s supercomputing cluster, and presenting findings in Dr. Katie Siddle’s lab.