[Music] Oh I think everybody's to embrace uh this modern AI our capabilities but on the other hand you know they also have to think about you know business specific problems there and not you know every single you know tools that people in here community develop kisses them quickly look into how the people change would happen I think the biggest challenge is not really technology the biggest challenges people I think the biggest gap that we currently need to address is the people who can connect the dots between technology and business impact and that's where I think we are really missing the board we need people who can look at a business problem and have a technological solution to that and essentially can see how the solutions can be brought to value AI is substantially driven right now by three three real critical pieces one is data another's computing power and the third is talent as much as the field is hot there are still not enough engineers who know how to apply these machine learning algorithms with a really high level of skill it's getting better but it's still a really scarce Talent and so if you're interested in solving AI problems for your business then I think it's really important to sort of think hard about it you want to try to construct a machine learning team within your company to solve a very specific problem or can you now use enterprise platforms I think for sort of drop in AI technologies if you want to use speech recognition to help with a call center I think this is still at a stage where you need some engineering help possibly some experts to to apply them but I think in the future the enterprise platforms for this are going to get very good so I see AI as a tool that should be in every CEO is toolbelt I guess have the executives tool belt well it's a tool that's gonna be in everybody's to about it's very very powerful tool you know just like the internet changes change things in the last two decades similarly AI is going to be that big thing that's going to change a lot of things over the next couple of decades and it's going to be very important to think about that as an important ingredient to whatever you build whatever you you know serve however you manage your customers and help your customers you cannot not take this seriously it's just it's going too fast spreading and to fundamental to ignore