Machine Learning, Data Science, Data Visualisation, Linear Algebra, Math.
what dimensionality reduction is all about. It is a process where we reduce the number of variables (dimensions) while trying to retain the maximum amount of relevant information. Does that lead to information loss? Yes! but in doing so we have reduced the size of the data and the computation