Programming Machine Learning: Incorrect formula

Hi @nusco
I am confused a problem in this book.

Hi Nusco
in the highlighted content, I think that is incorrect, because the steeper the curve, the smaller the learning step should be, because when the curve is steeper, just a slight change in w, which will make the loss value change greatly.