A transform is a mathematical function that transforms (changes) the input data from one domain (view) to another in order to,
expose hidden characteristics of the data, or
gain a better (combined) understanding of the data, or
highlight or downplay certain characteristics of the data.
dep learning math basics https://arxiv.org/pdf/1912.08957.pdf