The advent of deep learning has revolutionized medical diagnosis by enabling the automated detection of subtle abnormalities in various medical images. Currently, researchers have leveraged the power of deep neural networks to detect red blood cell anomalies, which can indicate underlying health issues. These networks are trained on vast libraries