Introduction. The early detection and diagnosis of leukemia, i.e., the precise differentiation malignant leukocytes with minimum costs in stages disease, is a major problem domain disease diagnosis. Despite high prevalence there shortage flow cytometry equipment, methods available at laboratory diagnostic centers are time-consuming. Motivated by capabilities machine learning (machine (ML)) diag...