And welcome back to me to channel you guys.

也歡迎回到我這裡來給你們疏導。

You guys.

你們這些傢伙

You guys okay.

你們還好嗎？

Thank you so much for watching.

謝謝你的觀看。

I love you so much and I'll see you next week.

我很愛你，下週見。

Over the next 24 hours, we're going to be creating deep fakes of some of the most famous YouTubers in the world.

在接下來的24小時裡，我們將對一些世界上最著名的YouTuber進行深度偽造。

Now, if you've never heard of a deep bake before, it's essentially a type of identity swap where you can take somebody else's face, say, a celebrity's put it on your own and then start acting and saying things that maybe they would never say I'm so nervous, I don't know, Like making a depict sounds hard, they're increasing realism.

現在，如果你從來沒有聽說過 深度烘烤之前， 它基本上是一種類型的身份互換 你可以採取別人的臉， 說，一個名人的把它放在你自己的 然後開始行動，說的東西 也許他們永遠不會說 我很緊張，我不知道， 像做一個描繪聽起來很難， 他們增加現實主義。

And the fact that average nonprofessionals have access to this technology now has become a big concern for the general public.

而現在普通的非專業人員能不能接觸到這項技術，已經成為大眾非常關心的問題。

Well, we already hit a roadblock downloadable of stuff and then found out immediately that it doesn't actually exist anymore.

好吧，我們已經遇到了一個路障，可以下載的東西，然後馬上發現它其實已經不存在了。

But I think I found another one called Deep Face Lab, which is open source on.

但我想我找到了另一個叫Deep Face Lab的，它是開源的，在。

I think it'll be a better choice for us brainstorm session.

我想這將是我們頭腦風暴會更好的選擇。

Yeah.

是啊。

What?

什麼？

We're trying to brainstorm the jurors, and yeah, I know.

我們正在試圖集思廣益的陪審員， 是的，我知道。

I know the culture.

我知道文化。

I know what we need.

我知道我們需要什麼

Someone like David over debates of ELISA Koji and David Dilbert getting back together.

像大衛這樣的人，因為辯論ELISA Koji和大衛Dilbert複合。

Oh, okay.

哦，好吧。

I think we should go intending.

我想我們應該去打算。

I think that's, like thing to do, because, I don't know, maybe people we don't know, because makes don't tell anyone.

我想這是，喜歡的事情做， 因為，我不知道，也許我們不知道的人， 因為使不告訴任何人。

Go on and on.

繼續，繼續。

This isn't even.

這甚至不是。

Oh, this guy who was always like, Hey, that's my name.

哦，這個傢伙誰總是喜歡， 嘿，這是我的名字。

So there's Shane Dawson and arriving Adams, his partner O v sauce one sign heavy sauces.

所以有沙恩-道森和到達亞當斯，他的搭檔O v醬一簽重醬。

Michel.

米歇爾

Oh, my God.

哦，我的上帝。

And you look like and you kinda look like Link, but before busted red Think Casey Nice.

你看起來像... ...你看起來有點像林克，但在被打爆之前... ...想一想凱西好。

Having good.

有好。

He has a very distinct face.

他有一張非常獨特的臉。

That's when I feel like he has a great That's actually a good one.

這時候我就覺得他有一個偉大的，其實是一個很好的。

I moved to L.

我搬到了L。

A.

A.

It just seems like this isn't gonna be what makes it work.

只是看起來這不是讓它成功的原因。

That doesn't look.

這看起來不像。

Are you sure that's not just like a full on virus?

你確定這不只是像一個完整的病毒？

The amateur technology that we're using today originated only in 2000 and 17 from a Reddit er named Deep Fake.

我們今天所使用的業餘技術，只起源於2000年和17年一個叫Deep Fake的Reddit er。

Hence the common name deep fake reason this technology was created was to put celebrities faces onto pornography.

是以，俗稱深假的原因，這項技術的產生是為了把名人的臉放到色情片上。

But the reason we have enjoyed deep fakes is when they are used to make really funny videos on the Internet like this.

但我們之所以喜歡深造，是因為當他們被用來製作網絡上非常有趣的視頻，比如這樣。

My favorite is probably Lisa Vanderpump.

我最喜歡的可能是Lisa Vanderpump。

My least favorite.

我最不喜歡。

I don't want to say because who knows what you're going to run into these people, you know, seeing any of these.

我不想說，因為誰知道你會遇到這些人，你知道的，看到任何這些。

So I want you to read this one first.

所以，我想讓你先看這個。

Read what he said.

讀他說的話。

Yeah, that's what he said.

是的，他是這麼說的。

Based on our research of deep takes, it is really important if the person that you choose has a similar face to you that limited our scope of YouTubers.

根據我們對深度取材的研究，如果你選擇的人和你有相似的面孔，那真的很重要，這限制了我們的優步範圍。

But we still haven't.

但我們還是沒有。

And so now we're going to practice.

所以現在我們要去練習了。

Our voices and practice are sort of impersonations.

我們的聲音和做法都是一種模仿。

So Mitch is gonna be Haiti Neistat.

所以，米奇是要去海地Neistat。

So we need to brainstorm how we pull it off.

所以，我們需要集思廣益，如何成功。

Yeah, I don't know.

是啊，我不知道。

I'm trying to think of like an aesthetic that looks like because it'll be easier to match the face if we're in sort of similar settings.

我在努力思考像一個美學的樣子，因為如果我們在某種類似的環境下，會更容易匹配的臉。

What about like that at the back of the techies weight Yet have even guys like technology a lot.

怎麼樣像這樣在技術派的後面重然而有連傢伙都很喜歡技術。

What?

什麼？

We owe just a couple of big take.

我們只欠幾個大拿。

But I think that you and him will be a really convincing deep.

但我覺得你和他會是一個很有說服力的深。

So right now I'm just taking a video of Shane Dawson that we had that has, like, decent lighting.

所以現在我正在拍攝Shane Dawson的視頻，我們有一個像樣的燈光。

We're gonna try and match it.

我們會試著去匹配它。

Basically, the computer has figured out where Greg's features are.

基本上，電腦已經知道了Greg的特徵在哪裡。

If we go through figure jawline, figure out the rough perspective.

如果我們通過人物下頜線，找出大致的透視。

I was all the main features so that it can then imposed Shane Dawson face.

我是所有的主要功能，所以它可以然後強加Shane Dawson的臉。

I'm here with these similar features.

我這裡有這些類似的功能。

Your and there's a lot of island spaces you have been wanting from morning tonight.

你的和有很多島嶼空間，你從今晚早上開始就一直想要。

Like you guys you don't even understand.

像你們這樣的人你們都不懂。

That's gonna take this brush on your going to make sure you put it over are under your eyes.

這是要去把這個刷子上你要去 確保你把它在你的眼睛下。

I absolutely love this brush is Actually you guys is actually insane because it's what it's made of this, like really interesting edible for her.

我絕對喜歡這個刷子是其實你們其實是瘋了，因為它是什麼做的這個，就像真的很有趣的食用的她。

So when you're done with it, you just pop it up.

所以當你做完之後，你就把它彈出來。

That's like it like it is a Prague or eternal, mixed with a human.

這就像它像一個布拉格或永恆，混合了一個人。

Okay, so this is where the magic happens.

好吧，所以這是神奇的地方發生。

So we're actually training the neural network right now.

所以我們現在其實是在訓練神經網絡。

So in column one and call him to our actual photos of Greg and shame that are really and the columns right beside them.

所以在第一欄，並叫他到我們的實際照片格雷格和恥辱，是真的和他們旁邊的列。

So this one and this one, this is the computer, slowly trying toe.

所以這個和這個，這個是電腦，慢慢的嘗試到。

Learn how toe recreate, shame, phase and recreate Brexit.

學會如何趾跡再造、恥辱、相和再造Brexit。

It will become more clear as we go forward, but what it's doing is it's taking the shape of Greg's face and putting Shane Dawson space on it.

隨著我們的前進，它將變得更加清晰，但它正在做的是它正在採取格雷格的臉的形狀，並將Shane Dawson的空間放在上面。

So obviously, at the very beginning, it's not very good at it means a lot of time to process.

所以很明顯，在最開始的時候，它不是很擅長，這意味著需要很多時間來處理。

It needs directions.

它需要訓示。

Right now, it's only a 1700 iterations humming of need.

眼前，它只需求1700個迭代嗡嗡聲。

We maybe want, like, 100,000 or 200,000 what I've taken like only a few 1000 iterations just so we can see it tracked on it bad.

我們也許想要，像，10萬或20萬什麼，我已經採取了像只有幾個1000迭代，只是為了讓我們可以看到它跟蹤上它的壞。

But it gives us a sense of work, so it's gonna be Jianqing.

但它給我們一種工作的感覺，所以會是建青。

It's gonna look really blurry because the computer hasn't done a lot of training.

它看起來會很模糊，因為電腦還沒有做很多訓練。

But this is the very early you can start to see its features.

但這是很早你可以開始看到它的特點。

In the past, this kind of technology was reserved for high level experts or like visual effects artists.

在過去，這種技術是留給高級專家或像視覺效果師的。

But now we've seen that even we people who have never dealt with this before.

但是現在我們已經看到，即使是我們這些從來沒有打過交道的人。

I have downloaded a free program, and within hours have a good sense of how it works.

我下載了一個免費的程序，幾個小時內就對它的工作原理有了很好的感覺。

Thankfully, there are now media forensic agencies developing that air creating Softwares and their own technologies to tell if a video is real or fake, in particular, ones that threatened national security.

值得慶幸的是，現在有媒體取證機構在開發，空氣創建Softwares和自己的技術，以判斷視頻是真實的還是假的，特別是那些威脅到國家安全的。

But already depicts have been used to put people's faces into porn without their consent.

但已經有描寫未經人們同意就把人們的臉放到色情片中。

And there's a genuine concern with how this technology could be used to blackmail people with fake video.

而這種技術如何被用來用假視頻訛人，確實令人擔憂。

Okay, the sun's going down.

好了，太陽要下山了。

I've got a new been going over here with Casey, and over here we have a shame still working out.

我已經得到了一個新的一直在這裡與凱西， 而在這裡，我們有一個恥辱還在努力。

I'm going to start a third one on my laptop, which isn't that powerful, but I'd rather just have a bunch going at once because it takes so long that I'd rather just a crop it computer re trying its best.

我打算在我的筆記本電腦上開始第三個，它不是那麼強大，但我寧願一次有一堆去，因為它需要很長的時間，我寧願只是一個裁剪它電腦重新盡力。

Do you think that this is how probably Michael here, or we do all know that technology advances a lot faster than laws and regulations, So it's sort of the wild, Wild West for this type of thing.

你認為這是如何可能邁克爾在這裡， 或者我們都知道，技術的進步 速度比法律和法規， 所以它的排序的野生，狂野的西部 這種類型的事情。

In fact, Facebook said, they're not going to take deep takes off of their platform, and it led to someone making a deep fake of Mark Zuckerberg saying what we're about to show you and putting it on Facebook to see what they would do.

事實上，Facebook表示，他們不會從他們的平臺上進行深度取證，這導致有人做了一個馬克-扎克伯格的深度假象，說我們要給你看的東西，並把它放在Facebook上，看看他們會怎麼做。

I wish I could keep telling you that our mission in life is connecting people, but it isn't.

我希望我能一直告訴你，我們的人生使命是連接人與人之間的關係，但事實並非如此。

Specter showed me how to manipulate you into sharing intimate data about yourself and all those you love for free.

斯派克特向我展示瞭如何操縱你，讓你免費分享自己和所有你愛的人的私密數據。

There's a lot of scary future scenarios where this technology is.

未來有很多可怕的場景，這個技術是。

We don't really know yet what it's gonna dio, but in the meantime, it is kind of fun.

我們還不知道會發生什麼，但同時，這也是一種樂趣。

So let's get back to the okay, you ready to see the deep for defects are done.

那麼我們再來看看好嗎，你準備好看深的為缺陷都做了。

We're gonna watch them.

我們要看他們。

We do have to admit we did more than 24 hours because we want to set.

我們確實不得不承認我們做了超過24小時，因為我們想集。

We did send me.

我們確實派我來了。

Let's have it pretty easy to do, but the timing takes a while.

讓我們很容易做到，但時機需要一段時間。

Take your seats, grab your popcorn.

坐下來，拿起你的爆米花。

Let's go watch it.

我們去看吧

Last to leave their child on the side of the road, goes to jail for seven years and wins $10,000 bail.

最後一個把孩子丟在路邊，入獄7年，贏得1萬元保釋金。

Last to leave their child on the side of the road, goes to jail for seven years and wins $10,000 bail So you're watching me on that camera right there?

最後一個把孩子丟在路邊的人，坐了七年牢，還贏了一萬塊錢保釋金 所以你就在那臺攝影機上看著我？

Then how is this camera right here?

那這個攝像頭怎麼會在這裡？

Because I ran around Manhattan twice this morning before 6 a.m. And I got bored, so I'm moving in.

因為今早6點前我在曼哈頓跑了兩圈，我覺得很無聊，所以我就搬進來了。

L A So you're watching me on that camera right there?

所以你就在那臺攝影機上看著我？

Then how is this camera right here?

那這個攝像頭怎麼會在這裡？

It's because I ran around Manhattan twice this morning before 6 a.m. And I got bored, So I'm moving l a Hey, v sauce Michael here.

因為今早6點前我在曼哈頓跑了兩圈，我覺得很無聊，所以我要走了 嘿，我是邁克爾

Or some of you might be wondering, when I go to a subway sandwich and I get extra dressing, Ever ask for it to be v saucy?

或者有些人可能想知道，當我去吃地鐵三明治時，我得到了額外的調味料，有沒有要求它是V醬？

Yes.

是的，我知道

And as always, thanks for watching.

和以往一樣，謝謝你的觀看。

Hey, v sauce Michael here.

嘿，我是邁克爾

Or some of you might be wondering, when I go to a subway sandwich and I get extra dressing, Ever ask for it to be V sausage?

或者有些人可能想知道，當我去吃地鐵三明治的時候，我得到了額外的調味料，有沒有要求它是V型腸？

Yes.

是的，我知道

And as always, thanks for watching.

和以往一樣，謝謝你的觀看。

What's up?

怎麼了？

Everybody?

各位？

Welcome back to my channel.

歡迎回到我的頻道。

Hi.

嗨，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說。

How are you now?

你現在怎麼樣了？

You know you cannot buy Jeffery Starr to see these doggy treats.

看到這些狗糧，你就知道不能買傑弗裡-斯塔了。

Authentic Jaguar liver, $5000 a pop.

正宗的捷豹肝，5000元一個。

This big girl, This ain't no basic big its oil from the now and this toilet paper.

這個大女孩，這不是什麼基本的大... ...是現在的石油和衛生紙。

5000 applied.

5000人申請。

Now, that's the tea, honey.

現在，這就是茶，親愛的。

What's up, everybody?

怎麼了，各位？

Welcome back to my channel.

歡迎回到我的頻道。

Hi.

嗨，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說，我是說。

How are you now?

你現在怎麼樣了？

You know you cannot buy Jeffery Starr to see these doggy treats.

看到這些狗糧，你就知道不能買傑弗裡-斯塔了。

Authentic Jaguar liver.

正宗的捷豹肝。

$5000.

$5000.

This big girl.

這個大姑娘。

This ain't no basic big its oil from the now and this toilet paper.

這不是什麼大問題... ...是現在的石油和衛生紙。

5000 applied.

5000人申請。

Now, that's the tea, honey, we're going to be Meeting goes way.

現在，這就是茶，親愛的，我們要開會的方式。

I have own long of questions.

我有自己長長的問題。

Way you're going to be meeting the ghost of Organza woman who interviews the British to T.

方式你要見鬼了Organza女人採訪英國到T。

I have a lot of questions.

我有很多問題。

Row.

行。

I'm so disappointed, bro.

我很失望，兄弟。

A mad bro Jake.

一個瘋狂的兄弟傑克。

Jake washed his bro.

傑克洗了他的兄弟。

You always gone that back, bro.

你總是走了回來，兄弟。

Think of this from my brother.

想到我哥哥的這句話。

Row.

行。

So you are my bro, bro.

所以你是我的兄弟，兄弟。

You see that, bro?

你看到了嗎，兄弟？

Science, Bro.

科學，兄弟。

Bro Bro.

兄長兄長。

My bro Bro.

我的兄弟兄弟

I'm so disappointed, bro.

我很失望，兄弟。

A Mab, bro.

A Mab, 兄弟.

No, Jake.

不，傑克。

Jake Wash this bro.

傑克洗這個兄弟。

You always got my back.

你總是支持我。

Think of this from my brother row.

想到我兄弟行的這。

So you are my bro, bro.

所以你是我的兄弟，兄弟。

You see that, bro?

你看到了嗎，兄弟？

Science, Bro.

科學，兄弟。

Bro.

兄弟

Bro.

兄弟

Bro.

兄弟

Bro.

兄弟

I think the most interesting part was how fast we did that we don't have the strongest computers.

我覺得最有趣的是我們做得多快，我們沒有最強的電腦。

And so it's just interesting to think of what someone else could do with a lot more time.

所以想想別人用更多的時間能做什麼，就覺得很有意思。

We hope you now have more of an understanding of how deep fakes are made, so you're not left in the dark.

希望大家現在對深層次的假貨是如何製作的有了更多的瞭解，以免被矇在鼓裡。

Researchers have found that online hoaxes spread 10 times faster than accurate information, which sort of makes sense because as humans were hard wired to respond to extreme emotional information, which is easily made up and spread on social media.

研究人員發現，網上騙局的傳播速度是準確資訊的10倍，這有點道理，因為作為人類被硬生生地賦予了對極端情緒化資訊的反應，而這些資訊很容易被編造出來並在社交媒體上傳播。

And the last thing we all can do is pressure major news media to show fake video beside original video so we can understand where those changes are being made.

而我們大家最後能做的，就是向各大新聞媒體施壓，讓他們在原始視頻旁播放假視頻，這樣我們就能明白那些改動在哪裡。

We do live in a world where we ourselves, you yourself are in charge of making sure that the information that you are getting is trustworthy.

我們確實生活在一個我們自己的世界裡，你自己負責確保你得到的資訊是值得信賴的。

We do kind of all have to be our own editors.

我們確實有點都要做自己的編輯。

And just cause you're not a journalist doesn't mean you can't fight fake news or fight the misuse of deep fakes.

而你不是記者，不代表你不能打擊假新聞，也不代表你不能打擊深度假貨的濫用。

We actually teamed up with the Canadian Journalism Foundation for this video with their important message that if you see information online and you're unsure about it.

其實我們和加拿大新聞基金會合作了這個視頻，他們的重要資訊是，如果你在網上看到資訊，你不確定。

We should doubt it.

我們應該懷疑它。

Check it and challenge.

檢查並挑戰。

It's an election year here in Canada.

在加拿大，今年是選舉年。

There's gonna be one in America in a democracy happening all over the world.

美國會有一個在世界各地發生的民主國家。

Those are important times for you to be thinking about this message.

那是你思考這個資訊的重要時刻。

Thanks again to the Canadian Journalism Foundation for supporting this video and helping us with lots of different resources.

再次感謝加拿大新聞基金會對這個視頻的支持，並幫助我們提供了很多不同的資源。

And thank you so much for watching, sharing, liking and all that.

也非常感謝大家的觀看、分享、點贊等等。

We will see you next time for another science video.

我們下次再來看另一個科學視頻。