Don't fear intelligent machines. Work with them | Garry Kasparov

638,775 views ・ 2017-06-20

TED


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Prevoditelj: Ivan Stamenković Recezent: TED Translators admin
00:12
This story begins in 1985,
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Priča počinje 1985.,
00:15
when at age 22,
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kada sam sa 22 godine,
00:17
I became the World Chess Champion
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postao svjetski prvak u šahu
00:20
after beating Anatoly Karpov.
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nakon što sam pobijedio Anatolya Karpova.
00:24
Earlier that year,
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Ranije te godine,
00:25
I played what is called simultaneous exhibition
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igrao sam nešto što se zove simultanka
00:29
against 32 of the world's best chess-playing machines
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protiv 32 najbolja stroja na svijetu koji igraju šah
00:33
in Hamburg, Germany.
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u Hamburgu, Njemačkoj.
Pobijedio sam,
00:36
I won all the games,
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00:38
and then it was not considered much of a surprise
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i tada to nije bilo neko iznenađenje
00:41
that I could beat 32 computers at the same time.
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da sam uspio pobijediti 32 računala u isto vrijeme.
00:46
To me, that was the golden age.
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Za mene, to je bilo zlatno doba.
(Smijeh)
00:49
(Laughter)
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00:51
Machines were weak,
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Strojevi su bili slabi,
00:53
and my hair was strong.
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a moja kosa bila je jaka.
(Smijeh)
00:55
(Laughter)
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00:58
Just 12 years later,
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Samo 12 godina kasnije,
01:00
I was fighting for my life against just one computer
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borio sam se za život protiv samo jednog računala
01:05
in a match
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u partiji
01:07
called by the cover of "Newsweek"
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koje prema naslovnici "Newsweeka"
01:09
"The Brain's Last Stand."
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bila "Posljednje uporište mozga."
01:11
No pressure.
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Bez pritiska.
01:12
(Laughter)
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(Smijeh)
Od mitologije do znanstvene fantastike,
01:15
From mythology to science fiction,
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01:17
human versus machine
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borba čovjeka protiv stroja
01:20
has been often portrayed as a matter of life and death.
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prikazivana je kao stvar života i smrti.
01:23
John Henry,
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John Henry,
01:25
called the steel-driving man
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čovjek poznat kao tjerač čelika
01:27
in the 19th century African American folk legend,
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u 19. stoljeću Afro Američka narodna legenda,
stavljen je u utrku
01:31
was pitted in a race
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01:32
against a steam-powered hammer
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protiv čekića pogonjenog parnim strojem
01:35
bashing a tunnel through mountain rock.
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probijajući tunel kroz planinsku stijenu.
01:38
John Henry's legend is a part of a long historical narrative
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Legenda Johna Henrya je dio dugog povijesnog narativa
01:43
pitting humanity versus technology.
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koji stavlja čovječanstvo protiv strojeva.
01:48
And this competitive rhetoric is standard now.
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I ta natjecateljska retorika je sada standardna.
01:51
We are in a race against the machines,
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U utrci smo protiv strojeva,
01:54
in a fight or even in a war.
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u borbi ili čak i ratu.
01:57
Jobs are being killed off.
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Poslovi nestaju.
01:59
People are being replaced as if they had vanished from the Earth.
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Ljude zamjenjuju kao da su nestali s lica Zemlje.
02:04
It's enough to think that the movies like "The Terminator" or "The Matrix"
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Dovoljno je pomisliti na to da filmovi poput "Terminatora" ili "Matrixa"
02:07
are nonfiction.
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nisu fikcija.
02:11
There are very few instances of an arena
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Postoji samo nekoliko područja u areni
02:17
where the human body and mind can compete on equal terms
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gdje se ljudski tijelo i um mogu natjecati pod istim uvjetima
02:21
with a computer or a robot.
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sa računalom ili robotom.
02:24
Actually, I wish there were a few more.
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Zapravo, volio bih da ih ima više.
02:27
Instead,
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Umjesto toga,
02:29
it was my blessing and my curse
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moj blagoslov i prokletstvo
02:34
to literally become the proverbial man
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bilo je postati čovjekom
02:37
in the man versus machine competition
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u natjecanju između čovjeka i stroja
02:40
that everybody is still talking about.
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o kojem svi još uvijek pričaju.
U najslavnijem srazu čovjeka i stroja od doba Johna Henrya,
02:45
In the most famous human-machine competition since John Henry,
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odigrao sam dvije partije
02:50
I played two matches
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02:52
against the IBM supercomputer, Deep Blue.
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protiv IBM superračunala, Deep Blue.
Ali ne sjećate se da sam prvi put pobijedio --
02:59
Nobody remembers that I won the first match --
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03:01
(Laughter)
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(Smijeh)
03:03
(Applause)
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(Pljesak)
03:07
In Philadelphia, before losing the rematch the following year in New York.
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U Philadelphiji, prije nego sam izgubio revanš sljedeće godine u New Yorku.
03:12
But I guess that's fair.
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Ali mislim da je to pošteno.
03:16
There is no day in history, special calendar entry
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Ne postoji dan u povijesti, poseban unos na kalendaru
03:21
for all the people who failed to climb Mt. Everest
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za sve ljude koji se nisu uspeli na Mt. Everest
03:24
before Sir Edmund Hillary and Tenzing Norgay
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prije nego su Sir Edmund Hillary i Tenzing Norgay
03:27
made it to the top.
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došli do vrha.
03:29
And in 1997, I was still the world champion
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A 1997., ja sam i dalje bio svjetski prvak
03:36
when chess computers finally came of age.
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kada su računala za šah sazrijela.
03:41
I was Mt. Everest,
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Bio sam Mt. Everest,
03:43
and Deep Blue reached the summit.
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i Deep Blue je došao do vrha.
03:46
I should say of course, not that Deep Blue did it,
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Trebao bih naravno reći, ne da je Deep Blue to postigao,
03:50
but its human creators --
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već njegovi ljudski tvorci --
03:52
Anantharaman, Campbell, Hoane, Hsu.
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Anantharaman, Campbell, Hoane, Hsu.
03:56
Hats off to them.
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Skidam im kapu.
03:58
As always, machine's triumph was a human triumph,
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Kao i uvijek, uspjeh stroja bio je ljudski uspjeh,
04:03
something we tend to forget when humans are surpassed by our own creations.
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nešto što često zaboravljamo kada ljude prestignu vlastite kreacije.
04:10
Deep Blue was victorious,
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Deep Blue je pobijedio,
04:13
but was it intelligent?
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ali da li je bio inteligentan?
04:15
No, no it wasn't,
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Ne, nije,
04:18
at least not in the way Alan Turing and other founders of computer science
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bar ne onako kako su Alan Turing i osnivači znanosti o računalima
04:23
had hoped.
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se nadali.
04:25
It turned out that chess could be crunched by brute force,
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Ispalo je da se šah može računati silom,
jednom kada je hardware postao dovoljno brz
04:30
once hardware got fast enough
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04:34
and algorithms got smart enough.
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i algoritmi dovoljno pametni.
04:38
Although by the definition of the output,
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Iako po definiciji rezultata,
04:42
grandmaster-level chess,
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velemajstorska razina šaha,
04:45
Deep Blue was intelligent.
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Deep Blue bio je inteligentan.
04:49
But even at the incredible speed,
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Ali čak i pri nevjerojatnoj brzini,
04:52
200 million positions per second,
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od 200 milijuna pozicija u sekundi,
04:57
Deep Blue's method
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metoda Deep Bluea
04:59
provided little of the dreamed-of insight into the mysteries of human intelligence.
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davala je malo željenog uvida u misterije ljudske inteligencije.
05:08
Soon,
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Uskoro,
05:10
machines will be taxi drivers
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strojevi će voziti taksije
05:13
and doctors and professors,
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i biti liječnici i profesori,
05:15
but will they be "intelligent?"
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ali hoće li biti "inteligentni?"
05:19
I would rather leave these definitions
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Rađe bih ostavio ove definicije
05:22
to the philosophers and to the dictionary.
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filozofima i riječniku.
05:27
What really matters is how we humans
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Ono što je zaista važno je kako se mi ljudi
05:32
feel about living and working with these machines.
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osjećamo vezano uz rad i život s tim strojevima.
Kada sam upoznao Deep Blue 1996. u veljači,
05:38
When I first met Deep Blue in 1996 in February,
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05:43
I had been the world champion for more than 10 years,
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bio sam svjetski prvak više od 10 godina,
i odigrao sam 182 partije za svjetsko prvenstvo
05:48
and I had played 182 world championship games
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i stotine partija protiv vrhunskih igrača u drugim natjecanjima.
05:52
and hundreds of games against other top players in other competitions.
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05:57
I knew what to expect from my opponents
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I znao sam što očekivati od protivnika
06:02
and what to expect from myself.
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i od sebe.
06:04
I was used to measure their moves
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Navikao sam mjeriti njihove poteze
06:09
and to gauge their emotional state
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i pratiti njihovo emocionalno stanje
06:13
by watching their body language and looking into their eyes.
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gledajući govor tijela i gledajući ih u oči.
06:17
And then I sat across the chessboard from Deep Blue.
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Tada sam sjeo za šahovsku ploču prekoputa Deep Bluea.
06:24
I immediately sensed something new,
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Odmah sam osjetio nešto novo,
06:27
something unsettling.
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nešto uznemirujuće.
06:31
You might experience a similar feeling
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Možda ste iskusili sličan osjećaj
06:35
the first time you ride in a driverless car
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prvi puta kada ste sjedili u autu bez vozača
06:37
or the first time your new computer manager issues an order at work.
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ili prvi put kad vam vaš računalni nadzornik izda zadatke na poslu
06:45
But when I sat at that first game,
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Ali kada sam sjeo za tu prvu partiju,
nisam bio siguran
06:50
I couldn't be sure
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06:52
what is this thing capable of.
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što je ta stvar sposobna učiniti.
06:56
Technology can advance in leaps, and IBM had invested heavily.
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Tehnologija može napredovati skokovito, i IBM je puno investirao.
07:00
I lost that game.
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Izgubio sam tu partiju.
07:04
And I couldn't help wondering,
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I nisam se mogao ne zapitati
da li je možda nepobjediv?
07:06
might it be invincible?
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07:08
Was my beloved game of chess over?
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Je li moja ljubljena igra šaha gotova?
07:12
These were human doubts, human fears,
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Ovo su bile ljudske sumnje, ljudski strahovi,
07:16
and the only thing I knew for sure
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i jedino što sam zasigurno znao
07:19
was that my opponent Deep Blue had no such worries at all.
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je da moj protivnik, Deep Blue nema takve brige.
07:22
(Laughter)
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(Smijeh)
07:25
I fought back
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Uzvratio sam mu
07:28
after this devastating blow
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nakon ovog razarajućeg udarca
da pobijedim prvu partiju,
07:31
to win the first match,
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07:32
but the writing was on the wall.
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ali rezultat je bio zapisan.
07:36
I eventually lost to the machine
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Na kraju sam izgubio od stroja
07:38
but I didn't suffer the fate of John Henry
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ali nisam doživio istu sudbinu kao John Henry
07:41
who won but died with his hammer in his hand.
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koji je pobijedio ali umro s čekićem u rukama.
07:44
[John Henry Died with a Hammer in His Hand Palmer C. Hayden]
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07:47
[The Museum of African American Art, Los Angeles]
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07:49
It turned out that the world of chess
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Ispalo je da svijet šaha
07:52
still wanted to have a human chess champion.
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i dalje želi imati ljudskog prvaka.
07:56
And even today,
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I čak i danas,
kada je besplatna aplikacija za šah na najnovijem mobitelu
08:00
when a free chess app on the latest mobile phone
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08:03
is stronger than Deep Blue,
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jača od Deep Bluea,
08:05
people are still playing chess,
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ljudi i dalje igraju šah,
08:08
even more than ever before.
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čak i više nego ikad prije.
08:11
Doomsayers predicted that nobody would touch the game
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Proricatelji kraja predvidjeli su da nitko neće dirnuti igru
koju može svladati stroj,
08:15
that could be conquered by the machine,
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08:17
and they were wrong, proven wrong,
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i bili su u krivu, dokazano je da su u krivu,
08:19
but doomsaying has always been a popular pastime
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ali proricanje kraja je uvijek bila popularna razbibriga
kada je riječ o tehnologiji.
08:23
when it comes to technology.
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08:26
What I learned from my own experience
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Ono što sam naučio iz vlastita iskustva
je da se moramo suočiti sa strahovima
08:29
is that we must face our fears
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08:33
if we want to get the most out of our technology,
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ako želimo izvući najviše iz naše tehnologije,
08:38
and we must conquer those fears
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i moramo svladati te strahove
08:40
if we want to get the best out of our humanity.
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ako želimo izvući najbolje iz naše čovječnosti.
Dok sam si vidao rane,
08:48
While licking my wounds,
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08:49
I got a lot of inspiration
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dobio sam puno inspiracije
za svoje borbe protiv Deep Bluea.
08:53
from my battles against Deep Blue.
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08:55
As the old Russian saying goes, if you can't beat them, join them.
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Stara ruska izreka kaže ako ne možeš pobijediti, pridruži im se.
09:00
Then I thought,
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Onda sam pomislio,
09:02
what if I could play with a computer --
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što ako mogu igrati s računalom --
09:04
together with a computer at my side, combining our strengths,
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zajedno s računalom na mojoj strani, udružujući naše snage,
ljudsku intuiciju i računalne kalkulacije,
09:09
human intuition plus machine's calculation,
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09:12
human strategy, machine tactics,
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ljudsku strategiju, računalnu taktiku,
09:15
human experience, machine's memory.
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ljudsko iskustvo, pamćenje računala.
Bi li to bila savršeno odigrana igra?
09:18
Could it be the perfect game ever played?
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Moja ideja je zaživjela
09:22
My idea came to life
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09:24
in 1998 under the name of Advanced Chess
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1988. pod imenom Napredni Šah
09:28
when I played this human-plus-machine competition against another elite player.
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kad sam igrao čovjek-plus-stroj natjecanje protiv još jednog elitnog igrača.
09:35
But in this first experiment,
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Ali u prvom eksperimentu,
09:37
we both failed to combine human and machine skills effectively.
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nismo uspjeli učinkovito spojiti ljudske i strojne vještine.
09:46
Advanced Chess found its home on the internet,
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Napredni Šah našao je svoj dom na Internetu,
i 2005. šah turnir odigran slobodnim stilom
09:50
and in 2005, a so-called freestyle chess tournament
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doveo je do otkrića.
09:55
produced a revelation.
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09:59
A team of grandmasters and top machines participated,
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Tim velemajstora i vrhunskih strojeva sudjelovao je
10:02
but the winners were not grandmasters,
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ali pobjednici nisu bili velemajstori,
10:05
not a supercomputer.
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niti superračunalo.
10:07
The winners were a pair of amateur American chess players
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Pobjednik je bio par američkih amatera
sa tri obična računala koja su radila u isto vrijeme.
10:12
operating three ordinary PCs at the same time.
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10:17
Their skill of coaching their machines
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Njihove vještine u treniranju svojih strojeva
10:20
effectively counteracted the superior chess knowledge
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učinkovito je poništila napredno znanje šaha
10:26
of their grandmaster opponents
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velemajstorskih protivnika
i puno veću računalnu snagu drugih.
10:28
and much greater computational power of others.
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10:33
And I reached this formulation.
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I došao sam do ovog zaključka.
10:36
A weak human player plus a machine
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Slab ljudski igrač i stroj
10:39
plus a better process is superior
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sa boljim procesom je superiorniji
10:43
to a very powerful machine alone,
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od samostalnog moćnog stroja,
10:45
but more remarkably, is superior to a strong human player
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ali još upečatljivije, superiorniji je od jakog ljudskog igrača
10:49
plus machine
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i stroja
i lošijeg procesa.
10:53
and an inferior process.
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10:58
This convinced me that we would need
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Ovo me uvjerilo da trebamo
bolja sučelja kojima bismo trenirali naše strojeve
11:02
better interfaces to help us coach our machines
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11:06
towards more useful intelligence.
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prema korisnijoj inteligenciji.
11:10
Human plus machine isn't the future,
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Čovjek i stroj nisu budućnost,
11:13
it's the present.
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to je sadašnjost.
11:14
Everybody that's used online translation
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Svi koji koriste online prijevode
kako bi dobili srž članka iz stranih novina,
11:19
to get the gist of a news article from a foreign newspaper,
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11:23
knowing its far from perfect.
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znaju da je daleko od savršenog.
11:25
Then we use our human experience
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Onda koristimo naše ljudsko iskustvo
11:27
to make sense out of that,
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da bismo to razumjeli,
11:29
and then the machine learns from our corrections.
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i onda stroj uči iz naših ispravaka.
11:32
This model is spreading and investing in medical diagnosis, security analysis.
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Ovaj model se širi i ulaže u medicinske dijagnoze, sigurnosne analie.
11:38
The machine crunches data,
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Stroj obrađuje podatke,
11:41
calculates probabilities,
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računa vjerojatnost,
dođe na 80 posto puta, 90 posto,
11:43
gets 80 percent of the way, 90 percent,
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11:46
making it easier for analysis
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omogućujući lakšu analizu
i donošenje odluke od strane ljudi.
11:51
and decision-making of the human party.
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11:54
But you are not going to send your kids
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Ali nećete poslati djecu
u školu sa autom bez vozača sa 90 postotnom točnošću,
12:00
to school in a self-driving car with 90 percent accuracy,
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12:04
even with 99 percent.
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čak ni sa 99 postotnom.
12:07
So we need a leap forward
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Tako da moramo skočiti naprijed
12:10
to add a few more crucial decimal places.
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da bismo dodali nekoliko ključnih decimalnih mjesta.
Dvadeset godina nakon moje partije s Deep Blueom,
12:19
Twenty years after my match with Deep Blue,
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12:24
second match,
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druga partija,
12:25
this sensational "The Brain's Last Stand" headline
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senzacionalni naslov "Posljednje uporište mozga"
postao je uobičajen
12:32
has become commonplace
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12:33
as intelligent machines
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dok inteligentni strojevi
12:36
move
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napreduju
12:38
in every sector, seemingly every day.
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u svakom sektoru, čini se svakog dana.
Ali nasuprot prošlosti
12:42
But unlike in the past,
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12:45
when machines replaced
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kada su strojevi zamjenjivali
12:48
farm animals, manual labor,
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životinje, manualni rad,
12:50
now they are coming after people with college degrees
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sada dolaze po ljude s fakultetskim obrazovanjem
12:53
and political influence.
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i političkim utjecajem.
Kao netko tko se borio protiv strojeva i izgubio,
12:56
And as someone who fought machines and lost,
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12:58
I am here to tell you this is excellent, excellent news.
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tu sam da vam kažem kako su to izvrsne vijesti.
U jednom trenutku svaka profesija
13:03
Eventually, every profession
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13:05
will have to feel these pressures
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će morati osjetiti ove pritiske
13:07
or else it will mean humanity has ceased to make progress.
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ili će to značiti da je čovječanstvo prestalo napredovati.
13:14
We don't
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Mi ne možemo
13:17
get to choose
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birati
13:20
when and where technological progress stops.
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kada i kako staje tehnološki napredak.
Ne možemo ga
13:25
We cannot
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13:27
slow down.
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usporiti.
13:29
In fact,
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Zapravo,
13:31
we have to speed up.
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moramo ubrzati.
13:36
Our technology excels at removing
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Naša tehnologija izvrsna je u uklanjanju
13:41
difficulties and uncertainties from our lives,
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poteškoća i nesigurnosti iz našeg života
tako da moramo tražiti
13:47
and so we must seek out
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13:49
ever more difficult,
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uvijek teže,
13:51
ever more uncertain challenges.
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uvijek nesigurnije izazove.
14:00
Machines have
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Strojevi imaju
14:03
calculations.
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kalkulacije.
14:05
We have understanding.
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Mi imamo shvaćanje.
14:07
Machines have instructions.
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Strojevi imaju upute.
14:10
We have purpose.
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Mi imamo svrhu.
14:12
Machines have
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Strojevi imaju
objektivnost.
14:17
objectivity.
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14:18
We have passion.
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Mi imamo strast.
14:20
We should not worry about what our machines can do today.
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Ne bi se trebali brinuti o tome što strojevi mogu napraviti danas.
14:26
Instead, we should worry about what they still cannot do today,
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Trebali bismo se brinuti o onome što još ne mogu napraviti danas,
14:31
because we will need the help of the new, intelligent machines
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jer ćemo trebati pomoć novih, inteligentnihstrojeva
14:36
to turn our grandest dreams into reality.
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da naše najveće snove pretvorimo u stvarnost.
i ako ne uspijemo,
14:42
And if we fail,
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14:44
if we fail, it's not because our machines are too intelligent,
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ako ne uspijemo, nije to zato što u naši strojevi previše
14:48
or not intelligent enough.
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ili nedovoljno inteligentni.
14:51
If we fail, it's because we grew complacent
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Ako ne uspijemo, to je zato što smo postali nemarni
14:55
and limited our ambitions.
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i ograničili naše ambicije.
14:58
Our humanity is not defined by any skill,
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Naša čovječnost nije definirana vještinom
15:03
like swinging a hammer or even playing chess.
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kao što je zamah čekića ili čak igranje šaha.
15:06
There's one thing only a human can do.
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Postoji samo jedna stvar koju samo ljudi mogu činiti.
15:09
That's dream.
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A to je sanjati.
Zato sanjajmo velike snove.
15:12
So let us dream big.
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15:14
Thank you.
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Hvala vam.
15:15
(Applause)
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(Pljesak)
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