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 modules that extract salient features from input images with remarkable fidelity. The novel design of CNN303 utilizes a combination of traditional c