Raza Karamat is a visiting lecturer at the University of Gujrat, Pakistan. Her expertise lies in the fields of Mathematical Biology, Computational Mathematics, and Analytical and Numerical Analysis. She has been working on cutting-edge research which is twofold: first, to investigate the accuracy, convergence, precision, reliability, and efficacy of stochastic numerical methods based on artificial neural networks through various analyses including training state, regression, performance, error autocorrelation, error histograms, time-series response, input-error cross-correlation, stability analysis, sensitivity analysis, absolute errors, mean square errors, and statistical measurements; and second, to elucidate the stochastic behaviors of disease dynamics, contributing to future studies and clinical applications.