Stained Glass Transform™ can be applied anywhere on the path of data from storage (on-premises or cloud) to the platform being used for ML. For inference, this is done dynamically with minimal latency as data is being loaded for inference and a new copy of the transformed data is not necessary. As such, storage requirements do not increase by using Protopia AI’s solution. For training, it is often desirable to create a new transformed training dataset using Stained Glass Transform™ before access to that data is given to data scientists.