Finance, Risk Analytics, Data Science, Machine Learning.
through the variance percentage of each component. We can find these so-called most informative directions by figuring out the correlation between various dimensions and removing the strongly related ones. Look at the below image to get a better idea: We may not need to retain both sales of ice