# What is ridge regression? [duplicate]

I just need a simple explanation of what exactly ridge regression is so I can have a decent intuitive understanding of it. I understand it’s about applying some sort of penalty to the regression coefficients… but beyond that I’m a little confused about how it is different from other kinds of regression which implement penalties. In what case should you use ridge regression as opposed to some other kind of regression?