let's start with artificial intelligence system hawking's that full artificial intelligence would spell out the and of humanity i've invested ten million dollars into artificial intelligence safety so what do you think which way would artificial intelligence threaten the human race was the three main trains of thought on our trip with intelligence and what we should do about it when it reached the consciousness of humans the first one is we never get there so why bother just carry on as are going this is that we will get there. it's the end of humanity so why bother doing anything about it and there's a third one is we don't really know what will happen when we get there so let's make some plans and put some safety measures in place so that when we do get there at least we're ready what's your take which one of these three lines of thought do you agree with i recently are in the middle of the two last ones so i think it's possible theoretically possible that we could get there somewhere and we should have some sort of measures in place when when it does eventually happen but i think it'

first drones, and now artificial intelligence.the offices of babylon, called babyl in rwanda, with the health minister. he is here to see a demonstration of how the ai triage works. the company already has 2 million registered users and has done thousands of consultations. babyl is using the same chat bot as its uk customers would use, but there are several differences here. most people use feature phones, not smart phones. so the service is provided by a nurse, who reads the text over the phone. this is the symptom checker, which would refer the patient to a human doctor. with long waiting times and long walks between homes and health centres, patients using the app can save a lot of time. after speaking to the nurse via a chat bot, pacifique was able to pick up a prescription in about ten minutes. translation: you see? the service is easy. you can use it at home and come to the hospital and they will see you immediately. babyl have employed several methods to get the message out to the general population. they hold rallies aroun

artificial intelligence gets everywhere these days.d the scenes. we are going to see three ways ai is being utilised at the tournament for content creators, players and fans. first, content creation. so where are we right now? so we in the bowels of the broadcast centre. these are what we affectionately refer to as the bunkers. any chance of running into roger federer down here? possibly in the media room around the corner. watson's incredible processing data power is being used to create highlight reels with no human involvement. listening to the noise of the crowd and listening for those really exciting moments. taking in the audio feed from the side of the court, and you know those rounds you get where you get the real "oohs" and "aahs. " so if the crowd's excited, it might put that down as an exciting point. it's looking at the data to decide, where are the pressure points in the match? it also looks at how the players react. how animated they are with their arms, how obviously emotive they are when they do that. it combines those

let's talk a moment about artificial intelligence.resumably that will be very important for defense contractors as it is for other companies. marillyn: it is an important area we are investing in. we think our customers are looking for solutions to use that technology. but in artificial intelligence, you can think about -- we are working on a helicopter that will be unmanned. so that is an opportunity. david: an unmanned helicopter? marillyn: an unmanned helicopter. we have other unmanned vehicles that we have that we will use autonomy and artificial intelligence for the actual flying. david: what is the price for the unmanned? [laughter] david: that sounds pretty novel. marillyn: but even in the cockpit of our aircraft, they are using artificial intelligence by fusing information in such a way that the pilot doesn't have to -- the human mind cannot move at the same speed as what you can get through that computing power, so they can make the right decisions to deal with the situation, and we have such things as collision avoidance, so

an acceptance that artificial intelligence has its limits.bot want to fit it with human—controlled arms because ai is not up to the job of opening doors and manipulating objects — not yet, anyway. and a completely different piece of research is also eschewing ai altogether. this is an idea which hopes to block e—mails containing bullying, harassment and hate. so what is interesting is that here we are in the artificial intelligence department, but you are basically saying "ai is not cut out for this and we're gonna go back to humans again". yeah, i mean, we've — from talking to people who deal with harassment, we found that harassment is really contextual, it's really personalised, often, to the person who's getting harassed, because often times, the person who is harassing them is sometimes using something that they know about that person to harass them. and so, we think that something like ai isn't going to be able to cover all the many ways that people are getting harassed and, in fact, people might be adversarially trying to get around th

objects are these concepts are very very difficult and it's you can show you can teach an artificial intelligence what a chair looks like in several chairs and then you can show it a new chair that never seen before right now and it could pick out and say that is a chair but if you showed a series of things and said which of these is for sitting on that concept is too abstract right now for artificial intelligence so if you could create a dream role booked what would it be. a dream robot that your question yeah i mean it's not about i needs of the day i guess a robot when you ask it to do a function it can understand what it is that you want to do rather than having to particularly specify. if you point at something and say i want that thing over there. for a robot that is so abstract do you understand what gesture of the point and that you're indicating to something that's in the distance so i would like a robot that you could talk to in a natural language that understands these concepts that humans right now take for granted so at that point robot stops being just screws involves like you put i

let's start with artificial intelligence system hawking's that full artificial intelligence would spell out the and of humanity i've invested ten million dollars into artificial intelligence safety. what do you think which were. what artificial intelligence threatened the human race was this three main trains of thought on our trip which intelligence and what we should do about it when we reached the consciousness of humans the first one is we never get there so why bother just carry on as are going this is that we will get there. it's the end of humanity so why bother doing anything about it and there's a third one is we don't really know what will happen when we get there so let's make some plans and put some safety measures in place so that when we do get there at least for ready what's your take which one of these three lines of thought do you agree with i would be somewhere in the middle of the two last ones so i think it's possible theoretically possible that we could get there somewhere and we should have some sort of measures in place when when it does eventually happen but i th

let's talk a moment about artificial intelligence.bly that will be very important for defense contractors as it is for other companies. marillyn: it is an important area we are investing in. we think our customers are looking for solutions to use that technology. but in artificial intelligence, you can think about -- we are working on a helicopter that will be unmanned. so that is an opportunity. david: an unmanned helicopter? marillyn: unmanned helicopter. we have other unmanned vehicles that we have, that we will use autonomy and artificial intelligence for the actual flying. david: what is the price for the unmanned? [laughter] david: that sounds pretty novel. marillyn: but even in the cockpit of our aircraft, they are using artificial intelligence by fusing information in such a way that the pilot doesn't have to -- the human mind cannot move at the same speed as what you can get through that computing power, so they can make the right decisions to deal with the situation. and we have such things as collision avoidance, so even on

let's talk a moment about artificial intelligence.bly that will be very important for defense contractors as it is for other companies. marillyn: it is an important area we are investing in. we think our customers are looking for solutions to use that technology. but in artificial intelligence, you can think about -- we are working on a helicopter that will be unmanned. so that is an opportunity. david: an unmanned helicopter? marillyn: unmanned helicopter. we have other unmanned vehicles that we have, that we will use autonomy and artificial intelligence for the actual flying. david: what is the price for the unmanned? [laughter] david: that sounds pretty novel. marillyn: but even in the cockpit of our aircraft, they are using artificial intelligence by fusing information in such a way that the pilot doesn't have to -- the human mind cannot move at the same speed as what you can get through that computing power, so they can make the right decisions to deal with the situation. and we have such things as collision avoidance, so even on

robots in an artificial intelligence are very good at doing one thing at a time our brains are very good to lots and lots of things at same time so you think that by twenty fifty eight there are going to be of all was strolling around on our streets in a city how do you picture that happening are they just going to be rabbits walking along with us going about their business i think by twenty fifty which is the challenge that where we would have robots that could do many things right now they only do one thing at a time really well by twenty fifty they should be able to do lots of things at same time another time will be more comfortable i think with robots and calling them robots at the moment when we have a robot that does a job very well we call it that by the job that does for example a washing machine is in all its essence a robot it's all of the criteria a robot it has sensors it does work for us that we don't want to do and so on so washing machine is a robot but we don't even consider it and anyway a robot would just it's a machine that was left for a while but in the sense that y

the computer uses artificial intelligence the computerized program learns to recognize and translate hieroglyphs the hieroglyph project needs a vast quantities of data so egyptologists worldwide are using an open source software to upload and share images of ancient inscriptions to the platform. so the first book in the project will be extracting a card with a promise from a wide variety of original sources before working on the tools and algorithms that come to recognize us in the darkness automatically then we can analyze existing translations matching hard to fix sequences to unlock them meaning. that could be a boon for tonio sebastian rishta a professor of egyptology at the free university in berlin. his team has been working on an electronic dictionary of an ancient egyptian for some thirty years it's still unfinished as hieroglyphs are far more complex than letters in a modern alphabet. and that's when it was that unlike our abstract letters hieroglyphs or pictorial so you could draw them like tiny logos and make variations and then you could place this or that into the hands

artificial intelligence is definitely a buzzword.e are talking about neural networks, artificial intelligence, machine learning. those terms are very often misused or overused. do we use artificial intelligence to help our customers? yes. when you take a look at millions of customers coming to agoda, and you've got millions of properties, 1.8 billion properties on our site. you have to help customers figure out which properties they want. -- weou look at cities have 5000 properties. how can you help a customer so that he or she doesn't have to sort through 5000 properties? customer a, likes these kinds of hotels in these cities. they are traveling to a third city now. what do customers like this person seem to want to book? a.i. makes a good guess that so-and-so once a particular kind of property. artificial intelligence does not jump out of the website. that is not the way it works. it is something that sits in the works. it is something that sits in the background. these properties that are being served up. >> you are looking into

let's start with artificial intelligence stephen hawking's that full artificial intelligence would spell out and of humanity i've invested ten million dollars into artificial intelligence safety so what do you think in which way would artificial intelligence threaten the human race was the three main trains.

the only thing left out is artificial intelligence, because we know artificial intelligence is goingo be a dominant consideration for us in the next several decades. i look forward to this discussion. all 50 states we share the promise of artificial intelligence, the promise of a taunus vehicles, the promise of more robots helping us reduce the one thing tasks we have. computers and robots helping to improve surgery and off-site diagnoses. -- we also have a society have anxiety about the rate of transition. we arernors i believe sensitive to the hope of that artificial intelligence and the recognition that as we go through this transition we are going to have to do several things to make sure this transformation supplements and improves our people's lives, as well as the commitment to economic growth associated with it. at the same time, getting our people ready for it in skills toelopment, and cushioning change. i look for to this discussion about both the anticipated pace of that change, and what we as governors can be most effective at, and that is getting ready. governors are doi

first drones and now artificial intelligence.already has 2 million registered users and has the thousands of consultations. babyl is using the same chat bot as its uk customers would use, but there are several differences here. most people use feature phones, not smart phones. so the service is provided by a nurse, who reads the text of the ai over the phone. this is the symptom checker which would refer the patient to a human doctor. with long waiting times and long walks between homes and health centres, patients using the app can save a lot of time. after speaking to the nurse via a chat bot, pacifique was able to pick up a prescription in about ten minutes. translation: you see? the service is easy. you can use it at home and come to the hospital and they will see you immediately. babyl have employed several methods to get the message out to the general population here. they hold rallies around markets all over the country, and do a lot of on—the—street outreach. many people we met were already signed up. she has already regi

you're going to have weapons using artificial intelligence i want our artificial intelligence weaponsbe better than theirs and i expect americans to work on those projects. and i'm mad as hell that they don't. >> and parking lot thought that we're going to have machining running around there killing people we will use our weapons as we have always used our weapons. in concert with the values of the american people. we will never abandon who we are as americans in the use of those withs and wech we have proven years of that. >> in the voice of -- thank you general. you're all right. check futures please. we open that narcotic about four and a half minutes we're down across the board but not a huge loss. back in a moment. thursday morning 20 seconding to go and that market will open. we're expecting a modest loss at the opening bell. but we're going to cope our attention focused on big tech names in particular, amazon and apple both them are getting real close to a trillion dollar evaluation and check to see who is first. all right here we go we're off, running it is thursday morning, a

it measures acceleration, orientation and has four g, but also artificial intelligence.ing indian truckers drive better. we are tracking every single object on the road and we are basically measuring any unsafe identifying any unsafe event. we actually identifying what the driver's movie is and if you drive a response to a positive manoeuvre or it was actually something that the driver can improve upon, and the driver can improve upon, and the driver did something that could be considered unsafe. like a london with the cops, we got the video because the system sent it back when warning sounded. 0ne rather surprising area that driverless technology is making inroads in his actually off—road. in chennai, one of india's main carmakers is developing self driving tractors in response to lower crop yields and a lack of farm workers. tractors can work around the clock, just what you need when you're up against a short window for selling or harvesting. and it has two —— when it has to happen, it has to happen right at that time or else you can actually miss the interlude for the

he foresaw cellphones, radar, laser weapons, artificial intelligence, vertical left aircraft. the list guess on. one quote that knocked me out, on a cellphone, guy 110 year was talking about the ability to have something in your vest pocket which would give you news and he said we shall see and hear one another so perfectly as though we were face-to-face, despite intervening distance of thousands of miles. a man will be able to carry one of these in his vest pocket. 105 years ago he comes up with this plan. so, as a visionary, he was quite remarkable. i should admit, however, that this man also came up with some quixotic notion that you say ethink complicate his legacy or make him more interesting he spent years trying to figure out how to communicate with intelligent beings on other planes. spent years how to readure mind by putting little monitors in your retina. a guy who had great success. missed several thousands. the thought of some thing what were totally wrong but as an envettor, an amazingly high batting average of getting things right. the second thing is my day job

they also spent five minutes talking about artificial intelligence. they have gone to great lengths to position google as a leader in ai collin, what do you make of that? collin: they are. if you look at the companies they have bought up over the last few years, they are one of the leaders when it comes to artificial intelligence. it is interesting to see on the ad side how they continue to evolve the artificial intelligence and bring it into the ad experience to make better, more relevant ads. paid search on google is probably one of the more engaging, relevant forms of advertising that there is, but even more artificial intelligence to tune the advertising better, to a more personalized kind of ad, i think, is the future state of where they are trying to bring it. emily: also the other line item, which over time has been shrinking, although they did loosen about $100 million more this quarter -- but ruth porat told me it is historically lumpy. we're not talking so much about google's moonshot, aside from waymo. is one in particular that she and they

but also, interactive skills.ation when you think about it what artificial intelligence can do, whatt can do, new computer technologies, they can take things that are really hard for individuals to do such as write an algorithm, making repetitive and do it in a similar environment. those were the heart, lucrative routine type jobs. clerical, aas production-type job which existed in the mid 20th century, they can easily substitute for that. what they cannot substitute for our interactive, empathetic, and unstructured problems, being able to work in a team to figure out a solution to something that hasn't been sinned before in a different and better -- been seen before in a different environment, whether it is working as a care worker or an engineer. increasingly, the growth is not just in high math, technical jobs. if they don't have a strong bushel skill component, it is -- strong social skills component, it is interactive work that has been growing. the combination of good, interactive work, liberal arts skills that has really become valuable. what we need to think of and our educat

you think about what artificial intelligence, what robots can do and technology.y can take things that are really hard for individual to do but you can write an analgorithm, do it better so this is what a lot of lucrative routine type jobs whether it was clerical, a production job in the mid-20th century, they can easily do that. what they can't substitute now for our interactive dealing with nonstructured problems, being able to work in a team to figure out a solution for something in a different environment whether it is working with material workers or an engineer and increasingly the growth is not just technical skill jobs. if they don't have a strong solution skills component, if the interactive work that has really been growing and it's the combination of good interactive liberal arts, creative skills with technical knowledge, coding that's become valuable and what we need to think about in our education systems and the ways we put those forward. so i also noted the other changes as alan krueger did in the way workplaces operate, the decline of full-time or

we have a r, artificial intelligence and you have to down. there are some areas we seem to be in the lead, there are other areas such as canada which seem to be a lead on so some times the these big program areas, you have to break them down to see the leadership to the different comments. >>, international cooperation is there from your perspective? >> it's funny because i was on the artificial intelligence and i was asked this question, what you want to compete with people in america and even russia and china and how much you want to collaboratively cooperate commercially and there's always the issues about where we depend on values. i'm pretty sure that canada, us and eu can all agree on relatively similar system of ethics which might be different than say the chinese and russian, not because they're unethical but their cultural systems might be different all, most people do want cooperation but there's also a bit of competition in terms of we want to make sure our companies and your companies in this area sometimes it competition in terms

in the space of technology and artificial intelligence, i think we have to be very careful as we move forward in this space. we can either create great opportunities for all, or we can unintentionally perpetuate the practices thate have gotten us to this point today. i think it is important for us to think about technology as a include, or to continue to weed out people in the process. there is an effort in philanthropy, looking at how there could be a potential of artificial intelligence to actually embed biases that the humans have today into the technology, which would further create inequality and in opportunities for people. but i think as we work on this together, we can be sure to have the racial equity lens, and with that, be able to approach and address these biases before they become the new reality. gov. bullock: as we look at the last decade, the cost of childcare has increased about 25%, often making workers or families choose between working and caring for the child. stunning as i learned that in 33 states, infant care costs exceeded the average cost of states.tuition in

it looks like this is becoming a centre for things like artificial intelligence research. and 0xford on this issue as well. lots of companies are choosing to have the bases in cambridge.” of companies are choosing to have the bases in cambridge. i think amazon, microsoft, apple, they are setting up their businesses there. but when i was at cambridge, and sofa mention that, but when us at cambridge as a student studying, there was the milk run, the big banks, common saxon morgan stanley, and the big thing back in 199a was tigerair city and to become a banker, that was where the bright things went. —— goldman sachs. i went to india for two years and then my brother got a job with nepotism. "199a my brother got a job with nepotism. —— 199a was to come to the city. now that banking is much more regulated. and there is more science and research, i technology. and there is more science and research, itechnology. this and there is more science and research, i technology. this is where theoretically the brains are. so you move your firm. and this where theoretically the brains are

some artificial intelligence. they were able to use their artificial intelligence technology, which is a being developed, to make phone calls. one to make a barbershop appointment, the other to make a dinner reservation with real people using artificial intelligence, who sounded a lot like a real person and fooled both of those human people. also a little scary. my question to start this off is, when will the metal ones come for us? [laughter] >> it is already happening. they has been experimenting with -- they have done this in asia where you have robots or computer programs that are able to write news stories with no human involvement. as a writer -- this is real now. we really need to be concerned. it is really remarkable, the extent to which i think you have are going to be able to replace what a lot of us do now. we do not know exactly where that is going. i think you are seeing a lot of disruption in a lot of different industries. we have always had technological change. if you think back to the industrial r

artificial intelligence is used to make automated video highlights?al media, using 360 degree viewing for example. and technology is used by players too. they can see a video as soon as they come off court that shows them every point, how many forced errors there were. ?it gives them a full match report. ? sam seddon from ibm — the technology company that works with wimbledon — is here. now, sam, you were and i were talking, you said how did you end up doing this. explain, this is your dreamjob? doing this. explain, this is your dream job? i used doing this. explain, this is your dreamjob? i used to be a business strategy consultant with ibm and got involved with wimbledon six years ago and now can combine with sports geek with technology. you love sport and you thought, how will i wangle my way in? yes sport is at the forefront of technology and being pa rt forefront of technology and being part sport and tech was a natural part. i'm glad you called yourself a geek and not us! as we know, there are so many roles geek and not us! as we know, there are