Diving deep into the intricate world of convolutional neural networks, CNN303 emerges as a captivating architecture. Conceptualized to address complex challenges in computer vision, this network boasts layers that extract salient features from input images with remarkable accuracy. The novel design of CNN303 utilizes a blend of classic convolutiona