Ras4d is a novel open-source framework designed to simplify the process of implementing machine learning techniques in Python. Developed with performance and flexibility in mind, Ras4d empowers developers to construct high-quality deep learning solutions with minimal effort. Its accessible API makes it suitable for both experts looking to leverage