Breast cancer diagnosis is a critical challenge in healthcare, where accurately distinguishing between malignant and benign tumors can significantly impact patient treatment and prognosis. Leveraging predictive models can enhance diagnostic accuracy and assist doctors in identifying high-risk patients more effectively.