Data Science, Factor Analysis, Data, Machine Learning, Statistics.
with less data. The trade-off here, is that we lose interpretability. When we are plotting features against each other, it’s easier to interpret the patterns. But since principal components encode several features, when we plot them it’s not clear: What features each principal components encode,