Data Science, Machine Learning, Programming, Technology, Mathematics.
This is especially so for large data sets, i.e. those a large number of features / dimensions. At times, many of these features may be highly correlated with one another. Put simply, given a large data set with n features, PCA identifies a new set of m dimensions (where m ≤ n) to describe the same