RAPIDS is an open-source platform by NVIDIA that includes a collection of data science libraries designed to run on GPUs and accelerate data processing and machine learning workloads. It includes the library cuDF, which is a partial replacement for Pandas that is designed to take advantage of the parallel processing capabilities of GPUs for faster data manipulation and preparation.