to develop an accurate and reliable diagnostic framework using convolutional neural networks for medical imaging. It aims to improve feature extraction, classification, and detection of liver cancer through advanced image processing techniques. Additionally, the objective is to support early diagnosis, enhance clinical decision-making, and contribute to improved patient outcomes.