Learned how to detect these features that hold little or no information and drop them from the dataset so that you can focus on the informative ones. 

Learned how to detect and drop these irrelevant features too, in order to reduce dimensionality and thus complexity. 

Learned how feature extraction techniques can reduce dimensionality for you through the calculation of uncorrelated principal components.