my my personal take on this is that no artificial intelligence isn't going to come sweeping through and make all of these roles redundant and we're not going to need them anymore I think what is happening is that these tools are there to help people to be more efficient at those roles and we're seeing that happen already

a lot of what we're seeing in machine learning since like for the last 10 years perhaps really happened because of cloud so Cloud infrastructure there you've got enough compute to actually be able to generate a lot of these projects that we're seeing

just have a go with the tools have a go with anything that you can get your hands on because the more you get a sense of how it works where the problems are how you solved them that's that's key skills that you can get right there

don't panic I think Don't Panic broadly speaking things will be all right use the tools play around with the tools get used to what you can do with it