here that's going to be our represent so after this procedure we discard the entire thing right here except that so this here is your whatever your ResNet 50 okay after that follows a projection and the projection is is here to reduce the dimensionality and honestly I'm actually not sure why it is here because you can do it without like technically the algorithm doesn't require this projection so you can imagine the algorithm without the projection but just really quickly the projection simply brings down the representation