The article discusses using deep learning techniques, specifically convolutional neural networks, to analyze medical images. Before deep learning, machine learning relied on features, but deep learning can learn directly from images without separating objects. Deep learning has revolutionized the field by allowing for more accurate and efficient analysis of medical photos.