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D. then from that point is then when you decide which kind of insights you're going to draw for you to make the kind of decisions you want to make so more outlets come to you because silver has already touched on some of the challenges in your mind one of the big ones for africa when it comes to collection and management of storage of data and i want to comment on what. and i agree with your because there's a risk that nations or continents that generate that are important to. potential good use for their citizens and countries using artificial intelligence and deep learning will take off and ...

About 13 minutes left for this discussion so i want to ask the question i started to be more at do you think that data is africa's new oil the potential is there as you said the population is there their willingness is there the opportunity is there and i see it of willingness from the political leaders and the business community to take advantage of that and if it is indeed the new oil how does africa protect itself from another resource. if you look around the world no country has an advantage we're at the starting point so nobody has this advantage even in china we are working close in chin...

A complex africa is not one country right it's not one cohort it there's so many issues and alike. but getting ready is is the game and i believe in the underlying fundamentals of the economies and the people. but there needs to be some very specific interventions on the data data policy side more act you have another fascinating idea which is beyond capsulize ing on data and i am what is that about so we were talking to japanese governments the concept of a of marketplace is something we're implementing in japan because it's a necessity for them and then we talk about countries like data and ...

They can benefit from their use of their data and develop machine learning solutions for the benefit of their citizens and small medium enterprises so think of it as artificial intelligence for a as the countries are developing their data infrastructures which we think they should but some countries may not be as big as nigeria or kenya or south africa they may not have the data and so what do you do it what do we do as a global community do we leave them for ever behind so we develop this idea of ai for aid and opening up data pools for these countries to be able to use in their own economies...

One metric and a value or another can we trust that data. very good question. obviously the machines are created by the statistical model which are the machines created by humans and humans can decide to be evil or not you saw how a person needs also comes into play in including this statistical models that learn over time and then they're the ones who decide which decide. what to get but you're going to get on your feed or which kind of information is going to be short on your feet so it depends on who is creating that my scene and what that intent at the end of the day it's the person critiq...