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A24    TECHNOLOGY
                   Tuesday 6 March 2018
            AI has a dirty little secret: It's powered by people




            By RYAN NAKASHIMA
             AP Technology Writer
            SAN  FRANCISCO  (AP)  —
            There's  a  dirty  little  secret
            about artificial intelligence:
            It's powered by hundreds of
            thousands of real people.
            From makeup artists in Ven-
            ezuela to women in conser-
            vative  parts  of  India,  peo-
            ple  around  the  world  are
            doing the digital equivalent
            of  needlework  —drawing
            boxes around cars in street
            photos,  tagging  images,
            and  transcribing  snatches
            of  speech  that  computers
            can't quite make out.
            Such  data  feeds  directly   This undated combo of images provided by CrowdFlower shows before and after renderings from CrowdFlower’s Human-in-the-
            into  "machine  learning"    Loop technology, which provides sophisticated tools that enable a person to label and structure every part of a normal photo and
            algorithms  that  help  self-  convert it into structured "training data” that an AI system can understand and interpret.
            driving  cars  wind  through                                                                                                    Associated Press
            traffic  and  let  Alexa  figure
            out that you want the lights  are  developing  software  tem to play a game, we're  Aria  Khrisna,  a  36-year-old  phone,  one  of  a  roomful
            on.  Many  such  technolo-   that  makes  it  easier  to  la-  building  a  system  to  save  father  of  three  in  Tegal,  of   headphone-wearing
            gies  wouldn't  work  without  bel photos and other data,  lives,"  says  Mighty  AI  CEO  Indonesia,  says  that  add-  "intent analysts" transcribes
            massive  quantities  of  this  even on smartphones.       Daryn Nakhuda.               ing  word  tags  to  clothing  everything  from  misheard
            human-labeled data.          Venture capitalist S. "Soma"  ___                         pictures  on  websites  such  numbers  to  profanity  and
            These  repetitive  tasks  pay  Somasegar  says  he  sees  Marjorie Aguilar, a 31-year-  as eBay and Amazon pays  quickly directs the comput-
            pennies apiece. But in bulk,  "billions  of  dollars  of  op-  old freelance makeup art-  him  about  $100  a  month,  er how to respond.
            this  work  can  offer  a  de-  portunity"  in  servicing  the  ist in Maracaibo, Venezue-  roughly half his income.  That   information   feeds
            cent wage in many parts of  needs of machine learning  la, spends four to six hours a  And  for  25-year-old  Sha-  back into the system. "Next
            the world — even in the U.S.  algorithms. His firm, Madro-  day drawing boxes around  mima Khatoon, her job an-     time  through,  we've  got
            And it underpins a technol-  na  Venture  Group,  invest-  traffic objects to help train  notating cars, lane markers  a  better  chance  of  being
            ogy that could change hu-    ed in Mighty AI. Humans will  self-driving   systems   for  and  traffic  lights  at  an  all-  successful,"  says  Robert
            manity  forever:  AI  that  will  be  in  the  loop  "for  a  long,  Mighty AI.        female  outpost  of  data-   Nagle,  Interactions'  chief
            drive  us  around,  execute  long,  long  time  to  come,"  She  earns  about  50  cents  labeling company iMerit in  technology officer.
            verbal  commands  without  he says.                       an  hour,  but  in  a  crisis-  Metiabruz, India, represents  ___
            flaw, and — possibly — one  Accurate  labeling  could  wracked  country  with  run-    the  only  chance  she  has  Researchers  have  tried  to
            day think on its own.        make  the  difference  be-   away  inflation,  just  a  few  to  work  outside  the  home  find  workarounds  to  hu-
            For  more  than  a  decade,  tween  a  self-driving  car  hours'  work  can  pay  a  in  her  conservative  Muslim  man-labeled  data,  often
            Google  has  used  people  distinguishing between the  month's rent in bolivars.       community.                   without success.
            to rate the accuracy of its  sky and the side of a truck  "It doesn't sound like a lot of  "It's  a  good  platform  to  in-  In  a  project  that  used
            search results. More recent-  — a distinction Tesla's Mod-  money, but for me it's pretty  crease  your  skills  and  sup-  Google Street View images
            ly,  investors  have  poured  el S failed in the first known  decent," she says. "You can  port your family," she says.  of parked cars to estimate
            tens  of  millions  of  dollars  fatality involving self-driving  imagine how important it is  The benefits of greater ac-  the demographic makeup
            into  startups  like  Mighty  AI  systems in 2016.        for me getting paid in U.S.  curacy can be immediate.  of  neighborhoods,  then-
            and  CrowdFlower,  which  "We're  not  building  a  sys-  dollars."                    At  InterContinental  Hotels  Stanford  researcher  Timnit
                                                                                                   Group,  every  call  that  its  Gebru  tried  to  train  her  AI
                                                                                                   digital assistant Amelia can  by  scraping  Craigslist  pho-
                                                                                                   take  from  a  human  saves  tos of cars for sale that were
                                                                                                   $5 to $10, says information  labeled by their owners.
                                                                                                   technology  director  Scot  But the product shots didn't
                                                                                                   Whigham.                     look  anything  like  the  car
                                                                                                   When Amelia fails, the pro-  images in Street View, and
                                                                                                   gram  listens  while  a  call  is  the  program  couldn't  rec-
                                                                                                   rerouted  to  one  of  about  ognize  them.  In  the  end,
                                                                                                   60  service  desk  workers.  It  she says, she spent $35,000
                                                                                                   learns  from  their  response  to hire auto dealer experts
                                                                                                   and tries the technique out  to label her data.
                                                                                                   on the next call, freeing up  Trevor  Darrell,  a  machine
                                                                                                   human  employees  to  do  learning  expert  at  the  Uni-
                                                                                                   other things.                versity  of  California  Berke-
                                                                                                   When  a  computer  can't  ley,  says  he  expects  it  will
                                                                                                   make  out  a  customer  call  be  five  to  10  years  before
                                                                                                   to  the  Hyatt  Hotels  chain,  computer  algorithms  can
                                                                                                   an audio snippet is sent to  learn  to  perform  without
                                                                                                   AI-powered  call  center  In-  the need for human label-
                                                                                                   teractions  in  an  old  brick  ing. His group alone spends
                                                                                                   building  in  Franklin,  Mas-  hundreds  of  thousands  of
                                                                                                   sachusetts.  There,  while  dollars a year paying peo-
                                                                                                   the  customer  waits  on  the  ple to annotate images.q
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