The moral bias behind your search results | Andreas Ekström

142,235 views ・ 2015-12-07

TED


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Prevoditelj: Djurdjica Ercegovac Recezent: Ivan Stamenković
Kada god posjetim neku školu i razgovaram s učenicima,
00:13
So whenever I visit a school and talk to students,
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00:15
I always ask them the same thing:
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uvijek ih pitam istu stvar:
00:18
Why do you Google?
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Zašto guglate?
00:20
Why is Google the search engine of choice for you?
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Zašto ste odabrali Google kao svoj pretraživač?
00:24
Strangely enough, I always get the same three answers.
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Začudo, uvijek dobivam ista tri odgovora.
00:27
One, "Because it works,"
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Prvi, "Zato jer radi,"
00:29
which is a great answer; that's why I Google, too.
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što je sjajan odgovor; i ja guglam iz istog razloga.
00:32
Two, somebody will say,
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Drugi, netko će reći,
00:34
"I really don't know of any alternatives."
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"Ne znam za druge mogućnosti."
00:37
It's not an equally great answer and my reply to that is usually,
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To nije podjednako sjajan odgovor i na to obično uzvraćam,
00:40
"Try to Google the word 'search engine,'
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"Pokušajte guglati riječ 'pretraživač',
00:42
you may find a couple of interesting alternatives."
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mogli biste naći par zanimljivih mogućnosti."
00:45
And last but not least, thirdly,
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I zadnji, ali ne manje važan, treći,
00:47
inevitably, one student will raise her or his hand and say,
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neizbježno će neki od učenika dignuti ruku i reći,
00:50
"With Google, I'm certain to always get the best, unbiased search result."
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"S Googleom sam siguran da ću uvijek dobiti najbolji, nepristran rezultat.
00:57
Certain to always get the best, unbiased search result.
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Siguran da će uvijek dobiti najbolji, nepristran rezultat pretraživanja.
01:05
Now, as a man of the humanities,
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Kao čovjek od humanističkih znanosti,
01:07
albeit a digital humanities man,
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premda digitalno humanističkih,
01:09
that just makes my skin curl,
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od toga se naprosto naježim,
01:11
even if I, too, realize that that trust, that idea of the unbiased search result
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čak iako, i sam shvaćam da je ta vjera,
ta ideja nepristranog rezultata pretraživanja
01:16
is a cornerstone in our collective love for and appreciation of Google.
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kamen temeljac naše kolektivne ljubavi i uvažavanja Googlea.
01:20
I will show you why that, philosophically, is almost an impossibility.
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Pokazat ću vam zašto je to, filozofski gledano, gotovo nemoguće.
01:24
But let me first elaborate, just a little bit, on a basic principle
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No, dozvolite mi da prvo pojasnim, sasvim ukratko, osnovni princip
01:28
behind each search query that we sometimes seem to forget.
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iza svakog upita za pretragu, koji izgleda ponekad zaboravljamo.
01:31
So whenever you set out to Google something,
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Kada se god spremate nešto guglati
01:33
start by asking yourself this: "Am I looking for an isolated fact?"
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započnite pitajući se ovo: "Tražim li izdvojenu činjenicu?"
01:38
What is the capital of France?
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Koji je glavni grad Francuske?
01:41
What are the building blocks of a water molecule?
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Koji su sastavni dijelovi molekule vode?
01:43
Great -- Google away.
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Sjajno -- odguglajte.
01:46
There's not a group of scientists who are this close to proving
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Ne postoji grupa znanstvenika koja bi bila ovako blizu dokaza
01:49
that it's actually London and H30.
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da je to ustvari London i H3O.
01:51
You don't see a big conspiracy among those things.
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U tim stvarima nećete vidjeti veliku zavjeru.
01:53
We agree, on a global scale,
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U globalu se slažemo
01:55
what the answers are to these isolated facts.
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koji su odgovori na ove izdvojene činjenice.
01:58
But if you complicate your question just a little bit and ask something like,
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No, ako samo malo zakomplicirate svoje pitanje i upitate nešto poput,
02:03
"Why is there an Israeli-Palestine conflict?"
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"Zašto postoji izraelsko-palestinski sukob?",
02:06
You're not exactly looking for a singular fact anymore,
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vi više baš ne tražite pojedinu činjenicu,
02:09
you're looking for knowledge,
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vi tražite znanje,
02:11
which is something way more complicated and delicate.
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što je nešto puno kompliciranije i osjetljivije.
02:14
And to get to knowledge,
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A da bi došli do znanja,
02:16
you have to bring 10 or 20 or 100 facts to the table
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morate prikupiti 10 ili 20 ili 100 činjenica,
02:19
and acknowledge them and say, "Yes, these are all true."
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potvrditi ih i reći, "Da, sve su one istinite."
02:22
But because of who I am,
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Ali, zbog onoga tko sam ja,
02:23
young or old, black or white, gay or straight,
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mlad ili star, crn ili bijel, gej ili strejt,
02:26
I will value them differently.
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vrednovat ću ih različito.
02:27
And I will say, "Yes, this is true,
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I reći ću, "Da, ovo je istina,
02:29
but this is more important to me than that."
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ali ovo mi je važnije od onoga."
02:31
And this is where it becomes interesting,
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I upravo ovdje postaje zanimljivo,
02:33
because this is where we become human.
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jer ovdje postajemo ljudska bića.
02:35
This is when we start to argue, to form society.
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Tu se počinjemo prepirati, formirati društvo.
02:38
And to really get somewhere, we need to filter all our facts here,
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No, da bismo stvarno nekuda dospjeli, ovdje trebamo filtrirati svoje činjenice,
02:42
through friends and neighbors and parents and children
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putem prijatelja i susjeda i roditelja i djece
02:44
and coworkers and newspapers and magazines,
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i suradnika i novina i časopisa,
02:46
to finally be grounded in real knowledge,
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da bismo na kraju bili potkovani pravim znanjem
02:50
which is something that a search engine is a poor help to achieve.
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u čemu vam je pretraživač slaba pomoć.
02:55
So, I promised you an example just to show you why it's so hard
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Obećao sam vam primjer
samo da pokažem zašto je tako teško doći do
03:01
to get to the point of true, clean, objective knowledge --
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istinskog, čistog, objektivnog znanja --
03:05
as food for thought.
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kao materijal za razmišljanje.
03:06
I will conduct a couple of simple queries, search queries.
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Postavit ću par jednostavnih upita, upita za pretraživanje.
03:10
We'll start with "Michelle Obama,"
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Počet ćemo sa "Michelle Obama",
03:14
the First Lady of the United States.
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prvom damom Sjedinjenih država.
03:16
And we'll click for pictures.
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I kliknut ćemo za slike.
03:19
It works really well, as you can see.
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To stvarno dobro radi, kao što vidite.
03:21
It's a perfect search result, more or less.
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Savršen rezultat pretrage, manje više.
03:24
It's just her in the picture, not even the President.
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Na slici je samo ona, čak nema ni predsjednika.
03:27
How does this work?
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Kako to funkcionira?
03:29
Quite simple.
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Sasvim jednostavno.
03:31
Google uses a lot of smartness to achieve this, but quite simply,
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Google koristi puno domišljatosti da bi ovo postigao,
no ukratko, gledaju se dvije stvari prije svega.
03:34
they look at two things more than anything.
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03:36
First, what does it say in the caption under the picture on each website?
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Prvo, što piše u tekstu ispod slike na svakoj web stranici?
03:41
Does it say "Michelle Obama" under the picture?
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Piše li "Michelle Obama" ispod slike?
03:43
Pretty good indication it's actually her on there.
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Prilično dobra indikacija da je na slici stvarno ona.
03:46
Second, Google looks at the picture file,
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Drugo, Google gleda datoteku slike,
03:48
the name of the file as such uploaded to the website.
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ime datoteke kao takve, prenesene na web stranicu.
03:51
Again, is it called "MichelleObama.jpeg"?
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Ponovo, zove li se datoteka "MichelleObama.jpeg"?
03:54
Pretty good indication it's not Clint Eastwood in the picture.
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Prilično dobra indikacija da na slici nije Clint Eastwood.
03:57
So, you've got those two and you get a search result like this -- almost.
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Dakle, imate to dvoje i dobivate ovakav rezultat pretrage -- skoro.
04:02
Now, in 2009, Michelle Obama was the victim of a racist campaign,
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2009. godine Michele Obama je bila žrtva rasističke kampanje
04:08
where people set out to insult her through her search results.
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u kojoj su je ljudi počeli vrijeđati putem rezultata pretrage.
04:13
There was a picture distributed widely over the Internet
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Postojala je slika naširoko rasprostranjena Internetom
04:16
where her face was distorted to look like a monkey.
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na kojoj je njeno lice bilo izobličeno da liči na majmuna.
04:18
And that picture was published all over.
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I ta je slika bila objavljena posvuda.
04:22
And people published it very, very purposefully,
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A ljudi su je objavljivali
vrlo, vrlo promišljeno,
04:25
to get it up there in the search results.
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kako bi se pojavila na vrhu rezultata pretrage.
04:27
They made sure to write "Michelle Obama" in the caption
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Pazili su da ispod slike pišu "Michelle Obama"
04:30
and they made sure to upload the picture as "MichelleObama.jpeg," or the like.
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i pazili su da sliku prenose kao "MichelleObama.jpeg" ili tome slično.
04:34
You get why -- to manipulate the search result.
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Shvaćate zašto --
da bi manipulirali rezultatima pretrage.
04:37
And it worked, too.
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I to je stvarno funkcioniralo.
04:38
So when you picture-Googled for "Michelle Obama" in 2009,
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Pa kada ste guglali slike za "Michelle Obama" 2009.
04:41
that distorted monkey picture showed up among the first results.
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ta izobličena majmunska slika pojavljivala se među prvim rezultatima.
04:44
Now, the results are self-cleansing,
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E sada, rezultati pretrage se sami proćišćavaju,
04:48
and that's sort of the beauty of it,
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i u tome je neka vrsta ljepote toga,
04:50
because Google measures relevance every hour, every day.
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jer Google mjeri relevantnost svakog sata, svakog dana.
04:53
However, Google didn't settle for that this time,
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Međutim Google se ovaj puta nije zadovoljio time,
04:56
they just thought, "That's racist and it's a bad search result
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mislili su, "To je rasistički i to je loš rezultat pretrage
04:59
and we're going to go back and clean that up manually.
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i mi ćemo to počistiti ručno.
05:02
We are going to write some code and fix it,"
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Napisat ćemo nekakav kod i to popraviti,"
05:05
which they did.
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što su i učinili.
05:07
And I don't think anyone in this room thinks that was a bad idea.
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I mislim da nitko u ovoj dvorani ne misli da je to bila loša ideja.
05:11
Me neither.
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Niti ja.
05:14
But then, a couple of years go by,
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No zatim, prošlo je nekoliko godina,
05:17
and the world's most-Googled Anders,
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i najguglaniji Anders na svijetu,
05:20
Anders Behring Breivik,
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Anders Behring Brevik,
05:23
did what he did.
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učinio je ono što je učinio.
05:24
This is July 22 in 2011,
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Bilo je to 22. srpnja 2011.
05:26
and a terrible day in Norwegian history.
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užasan dan u norveškoj povijesti.
05:29
This man, a terrorist, blew up a couple of government buildings
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Ovaj čovjek, terorist, dignuo je u zrak par vladinih zgrada
05:33
walking distance from where we are right now in Oslo, Norway
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baš nadomak mjesta na kojem se upravo nalazimo u Oslu, u Norveškoj
05:36
and then he traveled to the island of Utøya
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i onda je otputovao na otok Utoyau
05:38
and shot and killed a group of kids.
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i pucao i ubio grupu djece.
05:41
Almost 80 people died that day.
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Skoro 80 ljudi je poginulo toga dana.
I mnogi ljudi bi ovaj čin nasilja opisali kao dva koraka,
05:44
And a lot of people would describe this act of terror as two steps,
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05:48
that he did two things: he blew up the buildings and he shot those kids.
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da je učinio dvije stvari: digao u zrak zgrade i ubio tu djecu.
05:52
It's not true.
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To nije istina.
05:54
It was three steps.
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Bilo je tri koraka.
05:56
He blew up those buildings, he shot those kids,
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Digao je u zrak te zgrade, ubio tu djecu,
05:58
and he sat down and waited for the world to Google him.
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i sjeo i čekao da ga svijet počne guglati.
06:03
And he prepared all three steps equally well.
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A sva tri koraka je pripremio podjednako dobro.
06:06
And if there was somebody who immediately understood this,
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I ako je postojao netko tko je to smjesta shvatio,
06:09
it was a Swedish web developer,
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bio je to švedski web programer,
06:10
a search engine optimization expert in Stockholm, named Nikke Lindqvist.
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stručnjak za optimizaciju pretraživača u Stockholmu, Nikke Lindquist.
06:14
He's also a very political guy
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On je također politički aktivan
06:16
and he was right out there in social media, on his blog and Facebook.
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i odmah se pojavio u društvenim medijima,
na svom blogu i Facebooku.
06:19
And he told everybody,
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I svima je rekao,
06:20
"If there's something that this guy wants right now,
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"Ako postoji nešto što ovaj momak želi ovoga časa,
06:23
it's to control the image of himself.
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to je kontrola nad slikom o sebi.
06:26
Let's see if we can distort that.
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Hajde da vidimo možemo li to poremetiti.
Da vidimo možemo li mi u civiliziranom svijetu
06:29
Let's see if we, in the civilized world, can protest against what he did
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protestirati protiv onog što je učinio
06:33
through insulting him in his search results."
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vrijeđajući ga kroz rezultate pretraga o njemu."
06:36
And how?
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A kako?
06:38
He told all of his readers the following,
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Svim svojim čitateljima rekao je sljedeće,
06:40
"Go out there on the Internet,
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"Otiđite na Internet,
06:42
find pictures of dog poop on sidewalks --
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nađite slike psećeg govna na pločnicima
06:46
find pictures of dog poop on sidewalks --
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nađite slike psećeg govna na pločnicima,
06:48
publish them in your feeds, on your websites, on your blogs.
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objavite ih u svojim sadržajima, na svojim web stranicama i blogovima.
06:52
Make sure to write the terrorist's name in the caption,
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Ne zaboravite ispod slike napisati ime terorista,
06:55
make sure to name the picture file "Breivik.jpeg."
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ne zaboravite datoteku slike nazvati "Breivik.jpeg".
06:59
Let's teach Google that that's the face of the terrorist."
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Hajde da naučimo Google da je to lice terorista.
07:05
And it worked.
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I to je radilo.
07:07
Two years after that campaign against Michelle Obama,
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Dvije godine poslije kampanje protiv Michelle Obama,
07:10
this manipulation campaign against Anders Behring Breivik worked.
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ova manipulacijska kampanja protiv Andersa Breivika je radila.
07:14
If you picture-Googled for him weeks after the July 22 events from Sweden,
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Ako ste guglali njegove slike
tjednima poslije događaja 22. srpnja u Švedskoj
07:18
you'd see that picture of dog poop high up in the search results,
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vidjeli biste sliku psećeg govna pri vrhu rezultata pretrage,
07:22
as a little protest.
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kao mali protest.
07:25
Strangely enough, Google didn't intervene this time.
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Začudo, Google ovaj puta nije intervenirao.
07:30
They did not step in and manually clean those search results up.
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Nisu uskočili i ručno očistili te rezultate pretrage.
07:35
So the million-dollar question,
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Pa, evo pitanja za milijun dolara,
07:37
is there anything different between these two happenings here?
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ima li ikakve razlike između ova dva događanja?
Ima li ikakve razlike između onoga što se dogodilo Michelle Obama
07:41
Is there anything different between what happened to Michelle Obama
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i onoga što se dogodilo Andersu Behringu Breiviku?
07:44
and what happened to Anders Behring Breivik?
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07:46
Of course not.
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Naravno da nema.
07:48
It's the exact same thing,
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To je potpuno ista stvar,
07:50
yet Google intervened in one case and not in the other.
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ipak je Google intervenirao u jednom slučaju, a u drugom nije.
07:53
Why?
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Zašto?
07:55
Because Michelle Obama is an honorable person, that's why,
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Zato jer je Michelle Obama uvažena osoba, eto zašto,
07:58
and Anders Behring Breivik is a despicable person.
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a Anders Behring Breivik je osoba vrijedna prezira.
08:02
See what happens there?
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Vidite što se ovdje događa?
08:03
An evaluation of a person takes place
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Dešava se procjena osobe
08:06
and there's only one power-player in the world
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a samo je jedan moćni igrač na svijetu
08:10
with the authority to say who's who.
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s autoritetom da kaže tko je tko.
08:13
"We like you, we dislike you.
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"Ti nam se sviđaš, ti nam se ne sviđaš.
08:15
We believe in you, we don't believe in you.
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U tebe vjerujemo, u tebe ne vjerujemo.
08:17
You're right, you're wrong. You're true, you're false.
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Ti si u pravu, ti nisi u pravu. Ti si iskren, ti nisi.
08:20
You're Obama, and you're Breivik."
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Ti si Obama, a ti si Brevik."
08:22
That's power if I ever saw it.
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To je moć, ako sam je ikada vidio.
Zato od vas tražim da upamtite da iza svakog algoritma
08:27
So I'm asking you to remember that behind every algorithm
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08:30
is always a person,
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uvijek stoji osoba,
08:32
a person with a set of personal beliefs
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osoba sa svojim osobnim uvjerenjima
08:35
that no code can ever completely eradicate.
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koja nikakav kôd ne može u potpunosti ukloniti.
08:37
And my message goes out not only to Google,
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I moja poruka nije upućena samo Googleu,
08:40
but to all believers in the faith of code around the world.
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već svima koji vjeruju u kôd, diljem svijeta.
08:43
You need to identify your own personal bias.
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Trebali biste prepoznati vlastite osobne pristranosti.
08:46
You need to understand that you are human
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Trebali biste razumjeti da ste ljudi
08:48
and take responsibility accordingly.
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i preuzeti odgovornost u skladu s tim.
08:51
And I say this because I believe we've reached a point in time
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A to kažem jer vjerujem da je došlo vrijeme
08:54
when it's absolutely imperative
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kada je apsolutno nužno
08:56
that we tie those bonds together again, tighter:
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da ponovo povežemo te veze, čvršće:
08:59
the humanities and the technology.
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humanističke znanosti i tehnologiju.
09:02
Tighter than ever.
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Čvršće no ikada.
09:04
And, if nothing else, to remind us that that wonderfully seductive idea
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I, ako ništa drugo, da nas podsjeća da ta prekrasno zavodljiva ideja
09:07
of the unbiased, clean search result
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nepristranog, čistog rezultata pretrage,
09:10
is, and is likely to remain, a myth.
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jest, i vjerojatno će ostati, mit.
09:13
Thank you for your time.
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Hvala vam na vremenu.
09:15
(Applause)
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(Pljesak)
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