what happens is that in this case this should be 50/50 blue and red but if you now look at the points that it where it's not interpolated on this is very close to a 2 in this case it probably should be more like 95 blue and 5 red do they say here well if you use manifold mix up to learn the network what you'll actually do is you say ok actually this hidden representation needs to be pushed outward and you will achieve something over here where any mixture of two points of the opposite class will actually give you a 50/50 so all the