so do you think that gans can totally eliminate bias in an area like facial recognition?m, but i think they can mitigate significantly, yes, i think so. i would say that if you do collect more real data, if you are able to do that, then you should do that. this technique should optimise how these systems work, but what is more important are the people behind the code. the reality is that technology always reflects the biases that exist in society. and just changing facial recognition tools to make them more accurate isn't going to change that. how did it feel back in october when you realised that you were going to lose your livelihood? it was horrible, i can't even explain it. sleepless nights, things were going on in my head. what am i going to do now, how am i going to survive? stories like sahir�*s show us just how important it is to have people on the other side that you can easily talk to and reason with. ethical debates around how these technologies are used and deployed need to continue, and life—impacting decisions shouldn't be left to machines alone. we have muc

so do you think that gans can totally eliminate bias in an area like facial recognition?nk they can mitigate significantly, yes, i think so. i would say that if you do collect more real data, if you are able to do that, then you should do that. this technique should optimise how these systems work, but what is more important are the people behind the code. the reality is that technology always reflects the biases that exist in society. and just changing facial recognition tools to make them more accurate isn't going to change that. how did it feel back in october when you realised that you were going to lose your livelihood? it was horrible, i can't even explain it. sleepless nights, things were going on in my head. what am i going to do now, how am i going to survive? stories like sahir�*s show us just how important it is to have people on the other side that you can easily talk to and reason with. ethical debates around how these technologies are used and deployed need to continue, and life—impacting decisions shouldn't be left to machines alone. hello and welcome to th

using the might of something called generative adversarial network or gans, for short. click team which we have fed directly into an off the she” fed directly into an off the shelf gans software from nvidia. on the right is the image of the person the software already knows and we are on the left. the algorithm starts by comparing the facial features it knows to the new image that it is looking at. after hundreds of iterations, it is able to work out what makes that face look the way it does. at least mathematically, anyway. once we have this digital replica, we can start playing around with different features. we can fiddle with age, ethnicity and mixed faces, but most importantly, create people that don't exist at all. this technology is used to create a large databases of fake faces, which is then used to train facial recognition systems. but creating faces in this way is not enough. if you want to create something that works and treats everyone more equally, the real images you feed into the gans have to be representative of life. after all, we would not be looking

joe says you're sure it's ray-gan? yeah, it's ray-gan, if you say that you'll be fine. a huge weight is lifted off his shoulders. as he's walking back, he repeats, reagan, reagan, reagan. again, he trips over the dog. he says, that's a cute dog, what is it? a bagel. [ laughter ] so this is ronald reagan's approach. it characterizes a large part of where i'll be going with my talk. because by the time reagan was president, humor was considered a necessary part of the political arsenal of a president, of a candidate. and this because, well, i told you this story, and no one would say it's an enormously clever story but it's enough to get a ha ha ha a little bit. reagan recognized from those years on the rubber chicken circuit that if there's an audience that doesn't know you, if there's an audience that might be a little skeptical about the message you're conveying, if you can get them to laugh, it loosens them up. it makes them feel that you're a real person and not simply this flack for ge. it worked for reagan as president of the united states. it represented something

a company specialising in a company specialising in creating gan images. think they can mitigate significantly, yes, i think so. i would say that if you do collect more real data, if you are able to do that, then you should do that. this technique should optimise how these systems work, but what is more important are the people behind the code. the reality is that technology always reflects the biases that exist in society. and just changing facial recognition tools to make them more accurate isn't going to change that. how did it feel back in october when you realised that you were going to lose your livelihood? it was horrible, i can't even explain it. sleepless nights, things were going on in my head. "what am i going to do now, how am i going to survive?" photos ju5t stories like sahir�*s show us just how important it is to have people on the other side that you can easily talk to and reason with. ethical debates around how these technologies are used and deployed need to continue, and life—impacting decisions shouldn't be left to machines alone. and w

. >> reporter: the shortage best gan with new health guidelines discouraging traditional dining roomivery, takeout and curbside pickup. in response, out went the big bottle and in come the cute packs, perfect for takeouts. soon demand was outpacing supply, long john silver's spent half a million dealing with the shortage. that's a lot of clams. some of the restaurants don't they five-gallon tubs of bulk ketchup and filled souffle cups with them. they looked at alternate dispensers, and, again, this takes time and money to do. >> heinz says this month it will launch a 25% increase in production, totalling 12 billion kept uppackets a year. end to end that's almost enough to go to the moon and back. that's appropriate since, yeah, astronauts have ketchup in space. still, with summer cookouts, camping trips and whatever this is coming around, condiment connoisseurs could be squeezed for a while. back in colorado where theall star game on on the way, chris is hoping he can keep up with the ketchup demand. >> i'm going to order now. no kidding. i've got 100 days. >>> add ketchup to toilet

they are members of the national gan behind me, but on overpasses, all over the city, there are national guard members. this is not a minute plus people are familiar with, but it family like a city become locked down day by day. >> josh campbell live on the scene for us, thanks so much. joining me now is the attorney for the family of george floyd. benjamin crump. the last time we spoke, you told me you believe that derek chauvin will be convicted but you also said the justice system has broken your hard in cases before. >> well, jim, again as a black person in america, we always worried about the american legal system appropriately, and so i think even america understands historically how the criminal justice system has failed minorities generally. i think that's why you see everybody getting ready for the response to the verdict. everybody knows we cannot take for granted what this verdict will be, and as i continue to articulate, jim, the two justice systems that seem to exist in america, if george floyd was a white american citizen, no one would say this is a different kay. nobody wo

that is the day governor gan newsom says california will fully reopen for business.rom santa cruz, california. this is good news. how are local business owners responding? >> reporter: santa cruz, by the way, is a popular getaway for the bay area and all of the state. they're heavily reliant on tourism. they are certainly excited about all of those things you just mentioned but a little trepidation as well. behind me, that's the santa cruz beach boardwalk. last year they lost the full tourist season for the first time in their 114-year history. now the boardwalk is back. they actually reopened a week ago on april 1st. there are a lot of restrictions. it's only california residents. there's a reservation system. all of that goes away on june 15th, which is 65 days from tomorrow. so for the folks at the boardwalk, the countdown is on. >> very confident that june 15th is doable. i think everyone, no matter where you are in the country, knows that california has taken the most cautious approach of any state in the nation to covid recovery and covid reopening. we all know

. >>> just ahead on "cnn newsroom," thousands of an gans who have helped u.s.orces are now desperately waiting for the u.s. to fulfill its promise for special visas. some tear the taliban will come for them next. stay with us. i got this mountain bike for only $11. dealdash.com, the fair and honest bidding site. we sold an ipad worth $505 for less than $24. a stand mixer for less than $20. a 4k television for under $2. a macbook pro for under $16. as well as a playstation 4 for under $16. and brand new cars for less than $900. dealdash.com offers hundreds of auctions every day. all auctions start at $0 and everything must go. and don't forget, we offer a full 90 day money back guarantee on your first bid pack purchase. i won these bluetooth headphones for $20. i got these three suitcases for less than $40. and shipping is always free. go to dealdash.com today and see how much you can save. there are auctions going on right now, so what are you waiting for? and that ending was so intense. i know, i didn't even see it coming. are you gonna watch? eventually! you

the after gan government has made that commitment to us's well, and we'll focus our full attention once today. in my direction, my team is refining our national strategy to disrupt threats anywhere where they may arise, whether in africa, europe, middle east and elsewhere. i spoke yesterday with president bush, to inform him of my decision. while he and i have had many disagreements over policy throughout the years, we're absolutely unite indeed our respect and support to the 1r58or, the courage and integrity of the women and men of the united states armed forces who have served. i'm immensely grateful for the bravery and backphone they have shown through nearly two decades of deployment. we are indebted to them and to their families. you all know that less than 1% of americans serve in our armed forces. the remaining 99%, we owe them. we owe them. they have never backed down from a single mission we have asked of them. i have witnessed their bravery firsthand during my visits to afghanistan. they have never wavered in their resolve. they have paid a tremendous price on our behalf. an

. > > you can see more gan radford's complete report on "meet the press reports."t of our network wide look at american extremism 100 days after the capitol riot. we hope you'll find "meet the press reports." press reports." >>> the pilg press reports." >>> the pilg these days you have to keep everything moving and reinvent the wheel. with a hybrid, you can do both. that's why manufacturers are going hybrid with ibm. with watson on a hybrid cloud factories can use ai to automate the little things so they can focus on the next big thing. businesses that want to innovate at scale are going with a smarter hybrid cloud using the technology and expertise of ibm. there are many reasons for waiting to visit your doctor right now. but if you're experiencing irregular heartbeat, heart racing, chest pain, shortness of breath, fatigue or light-headedness, don't wait to contact your doctor. because these symptoms could be signs of a serious condition like atrial fibrillation. which could make you about five times more likely to have a stroke. your symptoms could mean something

floyd's knows his face is directly face down on the street it's not at any angle so the next thing is gan don't look at this at the slide feed yourself on your own neck and now if you've put your hand at the back here. and you put at that you feel the bottom of your skull and so here the skull the bone of the skull ends and then you come down from that and you'll find and you put your whole power of your hand around a very. again . the reason that the microphones have been turned off in the course is that the judge is taking issue with with some of the evidence that is being presented to to the court of the moment he's just discussing that with the defense and prosecution teams. as soon as he's satisfied then the march 1st will be tons on again we can hear what's happening in the court just to remind you with al-jazeera . and where bringing you live coverage once again of the director of in trial day 9 of proceedings today the former policeman accused of murdering george floyd in a case that's triggered worldwide protests demanding racial justice the prosecution is questioning medical exp

. >> you can see more gan radford's complete report on "meet the press reports."t of our network wide look at american extremism 100 days after the capitol riot. we hope you'll find "meet the we hope you'll find "meet the press we hope you'll find "meet the press labradoodles, cronuts, skorts. (it's a skirt... and shorts) the world is going hybrid. so, why not your cloud? a hybrid cloud with ibm helps bring all your clouds together. that means you can access all your data, modernize without rebuilding, and help keep things both open and secure. that's why businesses from retail to banking are going hybrid with the technology and expertise of ibm. there are many reasons for waiting to visit your doctor right now. but if you're experiencing irregular heartbeat, heart racing, chest pain, shortness of breath, fatigue or light-headedness, don't wait to contact your doctor. because these symptoms could be signs of a serious condition like atrial fibrillation. which could make you about five times more likely to have a stroke. your symptoms could mean something serious,

love ♪ ♪ earthquak make somethin' shake my love ♪ ♪ most of them can't even relate my love used to be ganped like a quarter get a new thin i'ma fendi and dior her ♪ ♪ get a mood swin i'll be gone by tomorrow steady callin' my phone ♪ ♪ i done told you befor that it's over leave me 'lone ♪ ♪ know it's hurtin' you to see me gone dark cloud you gon' see me storm ♪ ♪ i won't go back but trust me you're gon' hold tha hold that ♪ ♪ get you off my mind i can't get you of my mind ♪ ♪ i can't get you off my min i can't get you of my mind ♪ ♪ i can't get you off my min i can't get you of my mind ♪ ♪ i can't get you off my min i can't get yo off my mind ♪ ♪ [ cheers and applause >> jimmy: my thanks to milo ventimiglia, the lucas brothers, lil' tjay, 6lack, all of our tiktok dance creators and the roots right there. join us tomorrow night we'll have pete davidson, gaten matarazzo, and the glass animals on the show.

so do you think that gans can totally eliminate bias in an area like facial recognition?is that technology always reflects the biases that exist in society. and just changing facial recognition tools to make them more accurate isn't going to change that. how did it feel back in october when you realised that you were going to lose your livelihood? it was horrible, i can't even explain it. sleepless nights, things were going on in my head. what am i going to do now, how am i going to survive? stories like sahir�*s show us just how important it is to have people on the other side that you can easily talk to and reason with. ethical debates around how these technologies are used and deployed need to continue, and life—impacting decisions shouldn't be left to machines alone. and we have much more on the subject of ai bias in the full—length version of click, which you can find on iplayer. and as ever, you can keep up with the team on social media. find us on youtube, instagram, facebook and twitter @bbcclick. thanks for watching and we will see you soon. bye— bye. good mornin

if there are' the 1 -- if they're the 1% or 2% of gans don't have -- georgians don't have. we want every voter to cast a vote, and we want every legitimate vote to count. senator blackburn: well, and that is imperative in preserving the one-person, one-vote rule is making certain the rolls are correct so that only people who currently live in an area are able to vote in that state or in that county for those elections. so that you eliminate a lot of the voter fraud. voter laws should make it -- the elections more secure. and they should make it more difficult to cheat. that is how we preserve the integrity in the election system. and everyone that's entitled to vote should be able to vote. secretary gardner, i do have a question -- senator durbin: senator -- senator blackburn: i'm going to submit -- yes, sir. i'm going to submit my question to secretary gardner because you've been generous with your time and the hearing has run very long so, mr. chairman, thank you for letting me get a couple of questions in. senator durbin: thank you, senator blackburn. and mr. gardner wil