I would design a deep learning system for image classification by first selecting a suitable neural network architecture, such as a convolutional neural network (CNN). I would consider data preprocessing techniques, such as resizing images and normalization, and ensure a robust training pipeline with techniques like data augmentation and transfer learning if applicable.