This study delves into the investigation of the efficacy of Convolutional Neural Networks (CNNs) in identifying malaria through the examination of cell images. The dataset employed encompasses a total of 27. 558 images. harvested from the renowned Malaria Cell Images Dataset on Kaggle. https://www.chiggate.com/color-charm-12n-1200-high-lift-blonde-1-4oz-online-now/