The document discusses how deep learning is revolutionizing radiology and some of the developments that will be showcased at the upcoming RSNA conference in Chicago. It summarizes that machine learning and AI startups in healthcare are booming, with the number growing over 160% in the last five years. It also mentions that the largest medical imaging competition hosted at RSNA each year was won by 16bit.ai for their pediatric bone age challenge algorithms powered by GPUs. Finally, it states that findings from the Center for Clinical Data Science using NVIDIA's DGX-1 supercomputer to power medical imaging research are already being applied in doctors' clinics.