that's one of the advantages of ResNet you can you can think of the the long succession of layers as sort of progressively we finding the the answer and cleaning up the the the output or the representation between variations of this where you have you know skipping connections that skip multiple layers etc that's called dense dense net so I'm sure a lot of people will talk you know talk to you about progressing purpura vision over the next few years and there's been a huge amount of progress over the last few years with things like