Data science workflows have traditionally been slow and cumbersome, relying on CPUs to load, filter, and manipulate data, and train and deploy models. With NVIDIA AI software, including RAPIDS™ open-source software libraries, GPUs substantially reduce infrastructure costs and provide superior performance for end-to-end data science workflows. GPU-accelerated data science is available everywhere—on the laptop, in the data center, at the edge, and in the cloud.