Discussion Tuesday

I saw the following pop up on twitter and had to share it:

With apologies to @ResearchMark, an edited version of this popular diagram. pic.twitter.com/hwvCnx0IRf

— Ted Underwood (@Ted_Underwood) August 3, 2014

So which is it, creativity or overfitting?  What do these really mean?