Necessity of dimensionality reduction for predictive modelling

predictive_model
pca
dimensionreduction

#1

Do we need to reduce the dimension of a dataset i.e. drop the variable which doesn’t contribute significantly to explain the dependant variable only for predictive analytics or for any machine learning techniques for the matter of the fact.


#2


here you will be able to understand the benefits of dimensionality reduction