Data Science, Big Data, Analytics.
below. Consider each dot represent each document. Now if we want to reduce the dimensionality from 3 dimensions to 2 dimensions using only X and Y axes, it would look something like below. So the number of the data points are still the same and the relative distances among the data points are still