usually don't have only two inputs and usually don't have only two weights as well so as you scale up your problem this is a simple two dimensional problem but as you scale up the size of your network you could be dealing with hundreds or thousands or millions of parameters and million dimensional spaces and then visualizing these type of plots becomes extremely difficult and it's not practical and pause in practice so this is one of the challenges that we face when we're training with neural networks and really understanding their