Md. Sakib Bin Islam

Machine learning-enabled label-free SERS for microbial sensing: Toward robust, generalizable, and deployable workflows.

Label-free surface-enhanced Raman spectroscopy (SERS) combined with machine learning (ML) provides a rapid, reagent-light approach to microbial detection, identification, and phenotyping. Translation remains limited, however, by variability in sample preparation, substrates, acquisition conditions, preprocessing, and v...