The integration of Convolutional Neural Networks (CNNs) into healthcare diagnostics marks a pivotal advancement in medical image analysis. CNNs, inspired by the human visual system, making them ideal for interpreting medical imaging data. By leveraging CNNs, healthcare professionals can achieve more accurate and efficient diagnoses, leading to improved patient outcomes.