[Script Info]
Title: 
[Events]
Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text
Dialogue: 0,0:00:00.88,0:00:04.64,Default,,0000,0000,0000,,How many decisions\Nhave been made about you today,
Dialogue: 0,0:00:04.66,0:00:07.28,Default,,0000,0000,0000,,or this week or this year,
Dialogue: 0,0:00:07.30,0:00:09.24,Default,,0000,0000,0000,,by artificial intelligence?
Dialogue: 0,0:00:10.94,0:00:12.64,Default,,0000,0000,0000,,I build AI for a living,
Dialogue: 0,0:00:12.66,0:00:15.24,Default,,0000,0000,0000,,so full disclosure -- I'm kind of a nerd.
Dialogue: 0,0:00:15.76,0:00:18.09,Default,,0000,0000,0000,,And because I'm kind of a nerd,
Dialogue: 0,0:00:18.12,0:00:20.47,Default,,0000,0000,0000,,wherever some new news story comes out
Dialogue: 0,0:00:20.50,0:00:23.92,Default,,0000,0000,0000,,about artificial intelligence\Nstealing all our jobs,
Dialogue: 0,0:00:23.94,0:00:28.17,Default,,0000,0000,0000,,or robots getting citizenship\Nof an actual country,
Dialogue: 0,0:00:28.20,0:00:31.29,Default,,0000,0000,0000,,I'm the person my friends\Nand followers message
Dialogue: 0,0:00:31.32,0:00:33.17,Default,,0000,0000,0000,,freaking out about the future.
Dialogue: 0,0:00:33.84,0:00:35.47,Default,,0000,0000,0000,,We see this everywhere.
Dialogue: 0,0:00:35.96,0:00:40.40,Default,,0000,0000,0000,,This media panic that\Nour robot overlords are taking over.
Dialogue: 0,0:00:40.87,0:00:43.14,Default,,0000,0000,0000,,We could blame Hollywood for that.
Dialogue: 0,0:00:44.11,0:00:48.27,Default,,0000,0000,0000,,But in reality, that's not the problem\Nwe should be focusing on.
Dialogue: 0,0:00:49.26,0:00:52.91,Default,,0000,0000,0000,,There is a more pressing danger,\Na bigger risk with AI,
Dialogue: 0,0:00:52.93,0:00:54.67,Default,,0000,0000,0000,,that we need to fix first.
Dialogue: 0,0:00:55.39,0:00:57.74,Default,,0000,0000,0000,,So we are back to this question:
Dialogue: 0,0:00:57.77,0:01:02.47,Default,,0000,0000,0000,,How many decisions have been made\Nabout you today by AI?
Dialogue: 0,0:01:03.80,0:01:05.75,Default,,0000,0000,0000,,And how many of these
Dialogue: 0,0:01:05.78,0:01:10.28,Default,,0000,0000,0000,,were based on your gender,\Nyour race or your background?
Dialogue: 0,0:01:12.51,0:01:15.25,Default,,0000,0000,0000,,Algorithms are being used all the time
Dialogue: 0,0:01:15.27,0:01:19.28,Default,,0000,0000,0000,,to make decisions about who we are\Nand what we want.
Dialogue: 0,0:01:20.20,0:01:23.85,Default,,0000,0000,0000,,Some of the women in this room\Nwill know what I'm talking about
Dialogue: 0,0:01:23.87,0:01:27.61,Default,,0000,0000,0000,,if you've been made to sit through\Nthose pregnancy test adverts on You Tube
Dialogue: 0,0:01:27.63,0:01:29.29,Default,,0000,0000,0000,,like 1,000 times.
Dialogue: 0,0:01:29.74,0:01:32.61,Default,,0000,0000,0000,,Or you've scrolled past adverts\Nof fertility clinics
Dialogue: 0,0:01:32.64,0:01:34.97,Default,,0000,0000,0000,,on your Facebook feed.
Dialogue: 0,0:01:35.64,0:01:38.03,Default,,0000,0000,0000,,Or in my case, Indian marriage bureaus.
Dialogue: 0,0:01:38.05,0:01:39.31,Default,,0000,0000,0000,,(Laughter)
Dialogue: 0,0:01:39.33,0:01:42.32,Default,,0000,0000,0000,,But AI isn't just being used\Nto make decisions
Dialogue: 0,0:01:42.35,0:01:44.95,Default,,0000,0000,0000,,about what products we want to buy
Dialogue: 0,0:01:44.97,0:01:47.77,Default,,0000,0000,0000,,or which show we want to binge watch next.
Dialogue: 0,0:01:49.03,0:01:53.57,Default,,0000,0000,0000,,I wonder how you'd feel about someone\Nwho thought things like this:
Dialogue: 0,0:01:54.27,0:01:56.17,Default,,0000,0000,0000,,a black or Latino person
Dialogue: 0,0:01:56.19,0:02:00.29,Default,,0000,0000,0000,,is less likely than a white person\Nto pay off their loan on time.
Dialogue: 0,0:02:01.53,0:02:04.37,Default,,0000,0000,0000,,A person called John\Nmakes a better programmer
Dialogue: 0,0:02:04.39,0:02:06.06,Default,,0000,0000,0000,,than a person called Marry.
Dialogue: 0,0:02:07.23,0:02:12.34,Default,,0000,0000,0000,,A black man is more likely to be\Na repeat offender than a white man.
Dialogue: 0,0:02:14.95,0:02:16.14,Default,,0000,0000,0000,,You're probably thinking,
Dialogue: 0,0:02:16.17,0:02:19.99,Default,,0000,0000,0000,,"Wow, that sounds like a pretty sexist,\Nracist person," right?
Dialogue: 0,0:02:20.99,0:02:25.86,Default,,0000,0000,0000,,These are some real decisions\Nthat AI has made very recently,
Dialogue: 0,0:02:25.88,0:02:28.81,Default,,0000,0000,0000,,based on the biases\Nit has learned from us,
Dialogue: 0,0:02:28.84,0:02:29.99,Default,,0000,0000,0000,,from the humans.
Dialogue: 0,0:02:31.74,0:02:36.56,Default,,0000,0000,0000,,AI is being used to help decide\Nwhether or not you get that job interview;
Dialogue: 0,0:02:36.58,0:02:39.00,Default,,0000,0000,0000,,how much you pay for your car insurance;
Dialogue: 0,0:02:39.02,0:02:40.89,Default,,0000,0000,0000,,how good your credit score is;
Dialogue: 0,0:02:40.91,0:02:44.61,Default,,0000,0000,0000,,and even what rating you get\Nin your annual performance review.
Dialogue: 0,0:02:45.01,0:02:48.22,Default,,0000,0000,0000,,But these decisions\Nare all being filtered through
Dialogue: 0,0:02:48.24,0:02:54.14,Default,,0000,0000,0000,,it's assumptions about our identity,\Nour race, our gender, our age.
Dialogue: 0,0:02:56.27,0:02:57.74,Default,,0000,0000,0000,,How is that happening?
Dialogue: 0,0:02:58.54,0:03:02.10,Default,,0000,0000,0000,,Now, imagine an AI is helping\Na hiring manager
Dialogue: 0,0:03:02.13,0:03:04.93,Default,,0000,0000,0000,,find the next tech leader in the company.
Dialogue: 0,0:03:04.96,0:03:08.08,Default,,0000,0000,0000,,So far, the manager\Nhas been hiring mostly men.
Dialogue: 0,0:03:08.10,0:03:12.73,Default,,0000,0000,0000,,So the AI learns men are more likely\Nto be programmers than women.
Dialogue: 0,0:03:13.53,0:03:16.45,Default,,0000,0000,0000,,And it's a very short leap from there to:
Dialogue: 0,0:03:16.48,0:03:18.88,Default,,0000,0000,0000,,men make better programmers than women.
Dialogue: 0,0:03:19.34,0:03:22.78,Default,,0000,0000,0000,,We have reinforced\Nour own bias into the AI.
Dialogue: 0,0:03:23.16,0:03:26.79,Default,,0000,0000,0000,,And now, it's screening out\Nfemale candidates.
Dialogue: 0,0:03:28.90,0:03:31.93,Default,,0000,0000,0000,,Hang on, if a human\Nhiring manager did that,
Dialogue: 0,0:03:31.95,0:03:34.31,Default,,0000,0000,0000,,we'd be outraged, we wouldn't allow it.
Dialogue: 0,0:03:34.33,0:03:37.40,Default,,0000,0000,0000,,This kind of gender\Ndiscrimination is not OK.
Dialogue: 0,0:03:37.82,0:03:42.34,Default,,0000,0000,0000,,And yet somehow,\NAI has become above the law,
Dialogue: 0,0:03:42.36,0:03:44.49,Default,,0000,0000,0000,,because a machine made the decision.
Dialogue: 0,0:03:45.84,0:03:46.99,Default,,0000,0000,0000,,That's not it.
Dialogue: 0,0:03:47.38,0:03:52.05,Default,,0000,0000,0000,,We are also reinforcing our bias\Nin how we interact with AI.
Dialogue: 0,0:03:52.90,0:03:58.06,Default,,0000,0000,0000,,How often do you use a voice assistant\Nlike Siri, Alexa or even Cortana?
Dialogue: 0,0:03:58.85,0:04:01.44,Default,,0000,0000,0000,,They all have two things in common:
Dialogue: 0,0:04:01.47,0:04:04.60,Default,,0000,0000,0000,,one, they can never get my name right,
Dialogue: 0,0:04:04.62,0:04:07.31,Default,,0000,0000,0000,,and second, they are all female.
Dialogue: 0,0:04:08.42,0:04:11.19,Default,,0000,0000,0000,,They are designed to be\Nour obedient servants,
Dialogue: 0,0:04:11.21,0:04:14.24,Default,,0000,0000,0000,,turning your lights on and off,\Nordering your shopping.
Dialogue: 0,0:04:15.12,0:04:18.43,Default,,0000,0000,0000,,You get male AIs too,\Nbut they tend to be more high-powered,
Dialogue: 0,0:04:18.45,0:04:21.53,Default,,0000,0000,0000,,like IBM Watson,\Nmaking business decisions,
Dialogue: 0,0:04:21.55,0:04:25.56,Default,,0000,0000,0000,,Salesforce Einstein\Nor ROSS, the robot lawyer.
Dialogue: 0,0:04:26.23,0:04:30.27,Default,,0000,0000,0000,,So poor robots, even they suffer\Nfrom sexism in the workplace.
Dialogue: 0,0:04:30.29,0:04:31.44,Default,,0000,0000,0000,,(Laughter)
Dialogue: 0,0:04:32.53,0:04:35.38,Default,,0000,0000,0000,,Think about how these two things combine
Dialogue: 0,0:04:35.40,0:04:39.98,Default,,0000,0000,0000,,and affect a kid growing up\Nin today's world around AI.
Dialogue: 0,0:04:40.74,0:04:43.66,Default,,0000,0000,0000,,So they're doing some research\Nfor a school project
Dialogue: 0,0:04:43.69,0:04:46.73,Default,,0000,0000,0000,,and they google images of CEO.
Dialogue: 0,0:04:46.75,0:04:49.65,Default,,0000,0000,0000,,The algorithm shows them\Nresults of mostly men.
Dialogue: 0,0:04:49.67,0:04:52.22,Default,,0000,0000,0000,,And now, they google personal assistant.
Dialogue: 0,0:04:52.24,0:04:55.28,Default,,0000,0000,0000,,As you can guess,\Nit shows them mostly females.
Dialogue: 0,0:04:55.70,0:04:59.32,Default,,0000,0000,0000,,And then they want to put on some music,\Nand maybe order some food,
Dialogue: 0,0:04:59.35,0:05:05.54,Default,,0000,0000,0000,,and now, they are barking orders\Nat an obedient female voice assistant.
Dialogue: 0,0:05:07.55,0:05:12.28,Default,,0000,0000,0000,,Some of our brightest minds\Nare creating this technology today.
Dialogue: 0,0:05:12.85,0:05:16.54,Default,,0000,0000,0000,,Technology that they could have created\Nin any way they wanted.
Dialogue: 0,0:05:17.08,0:05:22.75,Default,,0000,0000,0000,,And yet, they have chosen to create it\Nin the style of 1950s "Mad Man" secretary.
Dialogue: 0,0:05:22.78,0:05:23.93,Default,,0000,0000,0000,,Yay!
Dialogue: 0,0:05:24.96,0:05:26.25,Default,,0000,0000,0000,,But OK, don't worry,
Dialogue: 0,0:05:26.28,0:05:28.33,Default,,0000,0000,0000,,this is not going to end\Nwith me telling you
Dialogue: 0,0:05:28.36,0:05:31.85,Default,,0000,0000,0000,,that we are all heading towards\Nsexist, racist machines running the world.
Dialogue: 0,0:05:32.78,0:05:38.46,Default,,0000,0000,0000,,The good news about AI\Nis that it is entirely within our control.
Dialogue: 0,0:05:39.35,0:05:43.05,Default,,0000,0000,0000,,We get to teach the right values,\Nthe right ethics to AI.
Dialogue: 0,0:05:44.17,0:05:46.35,Default,,0000,0000,0000,,So there are three things we can do.
Dialogue: 0,0:05:46.38,0:05:49.74,Default,,0000,0000,0000,,One, we can be aware of our own biases
Dialogue: 0,0:05:49.76,0:05:52.09,Default,,0000,0000,0000,,and the bias in machines around us.
Dialogue: 0,0:05:52.50,0:05:57.04,Default,,0000,0000,0000,,Two, we can make sure that our\Ndiverse teams building this technology.
Dialogue: 0,0:05:57.06,0:06:01.57,Default,,0000,0000,0000,,And three, we have to give it\Ndiverse experiences to learn from.
Dialogue: 0,0:06:02.86,0:06:06.18,Default,,0000,0000,0000,,I can talk about the first two\Nfrom personal experience.
Dialogue: 0,0:06:06.20,0:06:07.66,Default,,0000,0000,0000,,When you work in technology
Dialogue: 0,0:06:07.68,0:06:11.07,Default,,0000,0000,0000,,and you don't look like\Na Mark Zuckerberg or Elon Musk,
Dialogue: 0,0:06:11.09,0:06:14.54,Default,,0000,0000,0000,,your life is a little bit difficult,\Nyour ability gets questioned.
Dialogue: 0,0:06:15.91,0:06:17.26,Default,,0000,0000,0000,,Here's just one example.
Dialogue: 0,0:06:17.29,0:06:21.04,Default,,0000,0000,0000,,Like most developers,\NI often join online tech forums
Dialogue: 0,0:06:21.06,0:06:23.60,Default,,0000,0000,0000,,and share my knowledge to help others.
Dialogue: 0,0:06:24.30,0:06:25.62,Default,,0000,0000,0000,,And I've found,
Dialogue: 0,0:06:25.64,0:06:29.58,Default,,0000,0000,0000,,when I log on as myself,\Nwith my own photo, my own name,
Dialogue: 0,0:06:29.61,0:06:34.21,Default,,0000,0000,0000,,I tend to get questions\Nor comments like this:
Dialogue: 0,0:06:34.24,0:06:37.56,Default,,0000,0000,0000,,"What makes you think\Nyou're qualified to talk about AI?"
Dialogue: 0,0:06:38.44,0:06:41.51,Default,,0000,0000,0000,,"What makes you think\Nyou know about machine learning?"
Dialogue: 0,0:06:41.97,0:06:45.38,Default,,0000,0000,0000,,So, as you do, I made a new profile,
Dialogue: 0,0:06:45.40,0:06:49.58,Default,,0000,0000,0000,,and this time, instead of my own picture,\NI chose a cat with a jet pack on it.
Dialogue: 0,0:06:50.29,0:06:53.15,Default,,0000,0000,0000,,And I chose a name\Nthat did not reveal my gender.
Dialogue: 0,0:06:53.93,0:06:56.63,Default,,0000,0000,0000,,You can probably guess\Nwhere this is going, right?
Dialogue: 0,0:06:56.66,0:07:03.08,Default,,0000,0000,0000,,So, this time, I didn't get any of those\Npatronizing comments about my ability
Dialogue: 0,0:07:03.10,0:07:06.17,Default,,0000,0000,0000,,and I was able to actually\Nget some work done.
Dialogue: 0,0:07:07.48,0:07:08.97,Default,,0000,0000,0000,,And it sucks, guys.
Dialogue: 0,0:07:09.37,0:07:11.87,Default,,0000,0000,0000,,I've been building robots since I was 15,
Dialogue: 0,0:07:11.90,0:07:14.16,Default,,0000,0000,0000,,I have a few degrees in computer science,
Dialogue: 0,0:07:14.18,0:07:16.59,Default,,0000,0000,0000,,and yet, I had to hide my gender
Dialogue: 0,0:07:16.62,0:07:19.31,Default,,0000,0000,0000,,in order for my work\Nto be taken seriously.
Dialogue: 0,0:07:19.89,0:07:21.75,Default,,0000,0000,0000,,So, what's going on here?
Dialogue: 0,0:07:21.78,0:07:25.21,Default,,0000,0000,0000,,Are men just better\Nat technology than women?
Dialogue: 0,0:07:25.89,0:07:27.49,Default,,0000,0000,0000,,Another study found
Dialogue: 0,0:07:27.51,0:07:32.41,Default,,0000,0000,0000,,that when women coders on one platform\Nhid their gender, like myself,
Dialogue: 0,0:07:32.44,0:07:35.68,Default,,0000,0000,0000,,their code was accepted\Nfour percent more than men.
Dialogue: 0,0:07:36.56,0:07:39.06,Default,,0000,0000,0000,,So this is not about the talent.
Dialogue: 0,0:07:39.97,0:07:42.85,Default,,0000,0000,0000,,This is about an elitism in AI
Dialogue: 0,0:07:42.87,0:07:46.16,Default,,0000,0000,0000,,that says a programmer\Nneeds to look like a certain person.
Dialogue: 0,0:07:47.36,0:07:50.49,Default,,0000,0000,0000,,What we really need to do\Nto make AI better
Dialogue: 0,0:07:50.51,0:07:53.65,Default,,0000,0000,0000,,is bring people from\Nall kinds of backgrounds.
Dialogue: 0,0:07:54.54,0:07:57.11,Default,,0000,0000,0000,,We need people who can\Nwrite and tell stories
Dialogue: 0,0:07:57.13,0:07:59.67,Default,,0000,0000,0000,,to help us create personalities of AI.
Dialogue: 0,0:08:00.22,0:08:02.75,Default,,0000,0000,0000,,We need people who can solve problems.
Dialogue: 0,0:08:03.11,0:08:06.89,Default,,0000,0000,0000,,We need people who face\Ndifferent challenges
Dialogue: 0,0:08:06.91,0:08:12.28,Default,,0000,0000,0000,,and we need people who can tell us\Nwhat are the real issues that need fixing,
Dialogue: 0,0:08:12.30,0:08:15.74,Default,,0000,0000,0000,,and help us find ways\Nthat technology can actually fix it.
Dialogue: 0,0:08:17.83,0:08:21.58,Default,,0000,0000,0000,,Because, when people\Nfrom diverse backgrounds come together,
Dialogue: 0,0:08:21.60,0:08:23.73,Default,,0000,0000,0000,,when we build things in the right way,
Dialogue: 0,0:08:23.75,0:08:25.88,Default,,0000,0000,0000,,the possibilities are limitless.
Dialogue: 0,0:08:26.72,0:08:29.55,Default,,0000,0000,0000,,And that's what I want to end\Nby talking to you about.
Dialogue: 0,0:08:30.10,0:08:34.32,Default,,0000,0000,0000,,Less racist robots, less machines\Nthat are going to take our jobs,
Dialogue: 0,0:08:34.35,0:08:37.71,Default,,0000,0000,0000,,and more about what technology\Ncan actually achieve.
Dialogue: 0,0:08:38.28,0:08:41.71,Default,,0000,0000,0000,,So, yes, some of the energy\Nin the world of AI,
Dialogue: 0,0:08:41.74,0:08:43.14,Default,,0000,0000,0000,,in the world of technology
Dialogue: 0,0:08:43.16,0:08:46.84,Default,,0000,0000,0000,,is going to be about\Nwhat ads you see on your stream.
Dialogue: 0,0:08:47.46,0:08:52.27,Default,,0000,0000,0000,,But a lot of it is going towards\Nmaking the world so much better.
Dialogue: 0,0:08:53.49,0:08:57.28,Default,,0000,0000,0000,,Think about a pregnant woman\Nin the Democratic Republic of Congo,
Dialogue: 0,0:08:57.30,0:09:01.48,Default,,0000,0000,0000,,who has to walk 17 hours\Nto her nearest rural prenatal clinic
Dialogue: 0,0:09:01.51,0:09:02.66,Default,,0000,0000,0000,,to get a checkup.
Dialogue: 0,0:09:03.36,0:09:06.71,Default,,0000,0000,0000,,What if she could get diagnosis\Non her phone, instead?
Dialogue: 0,0:09:07.78,0:09:09.58,Default,,0000,0000,0000,,Or think about what AI could do
Dialogue: 0,0:09:09.60,0:09:12.30,Default,,0000,0000,0000,,for those one in three women\Nin South Africa
Dialogue: 0,0:09:12.32,0:09:14.12,Default,,0000,0000,0000,,who face domestic violence.
Dialogue: 0,0:09:15.10,0:09:17.80,Default,,0000,0000,0000,,If it wasn't safe to talk out loud,
Dialogue: 0,0:09:17.82,0:09:20.31,Default,,0000,0000,0000,,they could get an AI service\Nto raise alarm,
Dialogue: 0,0:09:20.34,0:09:22.40,Default,,0000,0000,0000,,get financial and legal advice.
Dialogue: 0,0:09:23.95,0:09:28.97,Default,,0000,0000,0000,,These are all real examples of projects\Nthat people, including myself,
Dialogue: 0,0:09:28.100,0:09:31.50,Default,,0000,0000,0000,,are working on right now, using AI.
Dialogue: 0,0:09:33.55,0:09:37.14,Default,,0000,0000,0000,,So, I'm sure in the next couple of days\Nthere will be yet another news story
Dialogue: 0,0:09:37.16,0:09:39.85,Default,,0000,0000,0000,,about the existential risk,
Dialogue: 0,0:09:39.87,0:09:42.29,Default,,0000,0000,0000,,robots taking over\Nand coming for your jobs.
Dialogue: 0,0:09:42.32,0:09:43.34,Default,,0000,0000,0000,,(Laughter)
Dialogue: 0,0:09:43.36,0:09:45.70,Default,,0000,0000,0000,,And when something like that happens,
Dialogue: 0,0:09:45.72,0:09:49.05,Default,,0000,0000,0000,,I know I'll get the same messages\Nworrying about the future.
Dialogue: 0,0:09:49.35,0:09:53.02,Default,,0000,0000,0000,,But I feel incredibly positive\Nabout this technology.
Dialogue: 0,0:09:55.46,0:10:01.11,Default,,0000,0000,0000,,This is our chance to remake the world\Ninto a much more equal place.
Dialogue: 0,0:10:02.46,0:10:06.46,Default,,0000,0000,0000,,But to do that, we need to build it\Nthe right way from the get go.
Dialogue: 0,0:10:07.65,0:10:12.55,Default,,0000,0000,0000,,We need people of different genders,\Nraces, sexualities and backgrounds.
Dialogue: 0,0:10:14.45,0:10:16.94,Default,,0000,0000,0000,,We need women to be the makers
Dialogue: 0,0:10:16.97,0:10:20.50,Default,,0000,0000,0000,,and not just the machines\Nwho do the makers' bidding.
Dialogue: 0,0:10:21.90,0:10:25.62,Default,,0000,0000,0000,,We need to think very carefully\Nwhat we teach machines,
Dialogue: 0,0:10:25.65,0:10:27.30,Default,,0000,0000,0000,,what data we give them,
Dialogue: 0,0:10:27.32,0:10:30.59,Default,,0000,0000,0000,,so they don't just repeat\Nour own past mistakes.
Dialogue: 0,0:10:32.12,0:10:35.66,Default,,0000,0000,0000,,So I hope I leave you\Nthinking about two things.
Dialogue: 0,0:10:36.57,0:10:40.61,Default,,0000,0000,0000,,First, I hope you leave\Nthinking about bias today.
Dialogue: 0,0:10:41.11,0:10:44.29,Default,,0000,0000,0000,,And that the next time\Nyou scroll past an advert
Dialogue: 0,0:10:44.31,0:10:47.13,Default,,0000,0000,0000,,that assumes you are interested\Nin fertility clinics
Dialogue: 0,0:10:47.15,0:10:49.100,Default,,0000,0000,0000,,or online betting websites,
Dialogue: 0,0:10:50.02,0:10:52.04,Default,,0000,0000,0000,,that you think and remember
Dialogue: 0,0:10:52.07,0:10:56.40,Default,,0000,0000,0000,,that the same technology is assuming\Nthat a black man will reoffend.
Dialogue: 0,0:10:57.83,0:11:02.20,Default,,0000,0000,0000,,Or that a woman is more likely\Nto be a personal assistant than a CEO.
Dialogue: 0,0:11:02.96,0:11:06.66,Default,,0000,0000,0000,,And I hope that reminds you\Nthat we need to do something about it.
Dialogue: 0,0:11:08.91,0:11:10.77,Default,,0000,0000,0000,,And second,
Dialogue: 0,0:11:10.80,0:11:12.69,Default,,0000,0000,0000,,I hope you think about the fact
Dialogue: 0,0:11:12.71,0:11:16.13,Default,,0000,0000,0000,,that you don't need to look a certain way\Nor have a certain background
Dialogue: 0,0:11:16.16,0:11:19.65,Default,,0000,0000,0000,,in engineering or technology to create AI,
Dialogue: 0,0:11:19.67,0:11:22.73,Default,,0000,0000,0000,,which is going to be a phenomenal\Nforce for our future.
Dialogue: 0,0:11:24.16,0:11:26.32,Default,,0000,0000,0000,,You don't need to look\Nlike a Mark Zuckerberg,
Dialogue: 0,0:11:26.34,0:11:27.74,Default,,0000,0000,0000,,you can look like me.
Dialogue: 0,0:11:29.27,0:11:32.16,Default,,0000,0000,0000,,And it is up to all of us in this room
Dialogue: 0,0:11:32.19,0:11:34.88,Default,,0000,0000,0000,,to convince the governments\Nand the corporations
Dialogue: 0,0:11:34.90,0:11:37.81,Default,,0000,0000,0000,,to build AI technology for everyone,
Dialogue: 0,0:11:37.83,0:11:39.56,Default,,0000,0000,0000,,including the edge cases.
Dialogue: 0,0:11:40.22,0:11:42.30,Default,,0000,0000,0000,,And for us, all to get education
Dialogue: 0,0:11:42.32,0:11:45.02,Default,,0000,0000,0000,,about this phenomenal\Ntechnology in the future.
Dialogue: 0,0:11:46.13,0:11:48.19,Default,,0000,0000,0000,,Because if we do that,
Dialogue: 0,0:11:48.22,0:11:52.63,Default,,0000,0000,0000,,then we've only just scratched the surface\Nof what we can achieve with AI.
Dialogue: 0,0:11:53.14,0:11:54.30,Default,,0000,0000,0000,,Thank you.
Dialogue: 0,0:11:54.32,0:11:57.13,Default,,0000,0000,0000,,(Applause)