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://hollandscountryclothinges.shop/product-category/horse-cross-country-boots/