Definition of Dimension Reduction Dimension reduction is a data pre-processing technique that reduces the number of dimensions in a dataset while preserving most of the information. It is often used to improve performance and scalability when working with high-dimensional datasets. What is Dimension Reduction used for? Dimension reduction is a type of data transformation technique…