Saddle point
A flat point (zero gradient) that is uphill in some directions and downhill in others, so it is neither a peak nor a dip.
Where the gradient is zero the ground is flat, but flat doesn’t always mean a bottom: it could be a peak or a saddle point.
See it in action
Try saddle point hands-on in the lesson Derivatives, part of the The maths behind AI course.