Your intuition can carry over in specific cases like a gradient descent algorithm, but you'll get into trouble if you assume that your 3-dimensional intuitions

Your intuition can carry over in specific cases like a gradient descent algorithm, but you'll get into trouble if you assume that your 3-dimensional intuitions work for other problems in higher dimensions. Eg, sphere packing is sensible in low dimensions but goes to some weird places as you move up in dimensions.