More machine learning models are being taught and put into production, however with the explosion of data, the traditional pipeline used for training these models, which is pandas for data management and DataFrame manipulation feature processing, and selection, is becoming obsolete. Scickit learn, which is used for training and testing machine learning models, can be very sluggish because it is mostly based on the CPU and does not take use of the power supplied by GPUs. And then the Nvidia Rapids come to the rescue! RAPIDS is a collection of Nvidia libraries based on CUDA-X AI. This allows whole data science and analysis pipelines to be run on GPUs.