While Machine Learning is actively being used in a wide range of fields ranging from computer graphics to language understanding, its use in computer system is still in its early stages. This talk will describe practical uses of machine learning in both electronic design automation and computer architecture to illustrate how NVIDIA is developing and using ML techniques to accelerate the development of better computer systems.