Machine Learning, Optimization, Gradient Descent, Deep Learning, Learning Parameters.
the mountain. GD encourages you first to find a direction in which the mountain has the steepest ascent and asks you to go quite the opposite to that. You might argue that this seemingly simple idea, might not always work. You are right, GD could make you walk slow even when the surface is flat