Science & Technology
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WIRED has challenged computer scientist and Hidden Door cofounder and CEO Hilary Mason to explain machine learning to 5 different people; a child, teen, a college student, a grad student and an expert. Still haven’t subscribed to WIRED on YouTube? ►► Listen to the Get WIRED podcast ►► Want more WIRED? Get the magazine ►►…
Science & Technology
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Gilbert Keys
August 18, 2021 at 9:15 pm
Watching this as a senior CompSci major who got a D in his machine learning class. Should be interesting.
MrHappyHerb
August 18, 2021 at 9:24 pm
Let me ruin this video for you, at least if youre high. Emphasize and focus on the sounding of her “s”, pierces the ear 😂. You’re welcome, goodnight 😁
Vinnie EVH
August 18, 2021 at 9:37 pm
3:51 🤣🤣🤣
28thMaoriBattalion
August 18, 2021 at 9:47 pm
when i grow up i want to be a spy…wait what???
UGenius StaFa
August 18, 2021 at 9:54 pm
I enjoyed her discussion with the college student
CORBO CORBO
August 18, 2021 at 9:56 pm
She’s wrong. My cat totally wears a watch. Lol. Jk
Andreas Charalambous
August 18, 2021 at 10:15 pm
Why are they all women? Can we have some diversity please?
sketchur
August 18, 2021 at 10:35 pm
Was just gonna comment the same thing! Damnit, machine learning, stop reading my mind!
Omicron Vega
August 18, 2021 at 10:18 pm
No timestamps?! What is this 2005?
Bercilak
August 18, 2021 at 10:35 pm
I’m disappointed that the example for creating worthless deep learning didn’t reference the Hitchhiker’s Guide to the Galaxy.
sketchur
August 18, 2021 at 10:36 pm
That would have been perfect.
joshualeigh
August 18, 2021 at 10:42 pm
Maybe machine learning could have caught the fact that they reused the same footage twice in the edit at both 20:23
and 21:17
JDH
August 18, 2021 at 10:49 pm
I want to become a spy. This kid is going places.
Subham Burnwal
August 18, 2021 at 10:50 pm
Amazing talk through to the end
Anthony Loya
August 18, 2021 at 10:57 pm
I’m about to start my first year in my masters program for data science and analytics, my distance is human centered science design and we will be learning about machine and deep learning.
Pablo Gomez-Eguiarte
August 18, 2021 at 11:04 pm
Hilary: Machines are not creative, they’re not going to invent,
they’re not gonna really change where we are gonna go…
Me: YET
blue penguin
August 18, 2021 at 11:08 pm
The guest expert actually repeats the same sentence twice 20:23 (until “…living up to its expectation”) and then 21:19
Mj Sajida
August 18, 2021 at 11:21 pm
My brain is fried. Burnt to be exact. 🤯😅
starlight
August 18, 2021 at 11:50 pm
This is a topic I know next to nothing about, so it’s v interesting to listen to.
Robert Thomas
August 18, 2021 at 11:56 pm
So many adverts
TheTheBest
August 18, 2021 at 11:56 pm
This woman is so talented
osanebi emmanuel
August 19, 2021 at 12:16 am
Incredible amazing exceptional
jin choung
August 19, 2021 at 12:33 am
i wonder if wired would, in this day and age, have a video like this featuring only males…. and yet it doesn’t even warrant a thought that manifesting this kind of actual, literal double-standard is not an issue.
really makes you wonder if the end goal is equality… or compensatory and vindictive counter discrimination. well… it makes some people wonder. answer’s pretty clear to me.
DatKrazyAsian
August 19, 2021 at 12:42 am
I love this series! Please keep uploading these videos!
tt ff
August 19, 2021 at 12:43 am
Is it bad that as an adult I only understood the teen one (I’m gen z).
Jeannette Iriye
August 19, 2021 at 1:04 am
Terrified of the inherent biases that could be easily overlooked. I hope there is heavy overview on this.
Eric Hsieh
August 19, 2021 at 1:22 am
At a basic level, the preoccupation is with “what?”
At an intermediate level, the preoccupation is with “how?”
At an advanced level, the preoccupation is with “why?”
alienfire223
August 19, 2021 at 2:04 pm
That 8 year old case officer is going places…
Maarten Van Gestel
August 19, 2021 at 2:26 pm
Oh wow I didnt knew computer science was filled with 6/6 women
jorge
August 19, 2021 at 2:31 pm
SOPHIE
Ram Gopal India
August 19, 2021 at 2:35 pm
Excellent
Maarten Van Gestel
August 19, 2021 at 2:37 pm
Did they cut out the part where she is asked which industries/companies are using ML best? :’D
Alex Mitchell
August 19, 2021 at 2:48 pm
I’m starting to get lost at the college student level of explanation
Giorgi Dzamashvili
August 19, 2021 at 2:49 pm
All women
James N. S.
August 19, 2021 at 3:01 pm
12 years later…
Captacha : Are you a robert?
Robot : well… Yes and no
Saksham [Gautam]
August 19, 2021 at 4:05 pm
“I wanna be a spy” good old days mann goog old days 🙂
The Day Dreaming Owl
August 19, 2021 at 4:13 pm
Young girl: “I wanna be a spy because I’m super good at coding.”
And people complian the younger generation wouldn’t amount to anything 🙄 😆
spoddie
August 19, 2021 at 4:27 pm
how does someone with a Bachelor of Arts get to call herself a Data Scientist? I don’t see any papers written by her.
tinyParadiseNightmare
August 19, 2021 at 4:43 pm
there must be limit for the AI and other technological stuff otherwise it’s getting out of control and it might bring critical effects to the next generations!
RaymondHng
August 19, 2021 at 5:42 pm
Of the two computer scientists featured here, one is a CEO.
Tavor Benshahar
August 19, 2021 at 6:16 pm
I’ve been waiting so long for these video series, please make more!!
Omni TheWolf
August 19, 2021 at 7:38 pm
Brynn Brielle Conleys spy career ended as soon as they had her full name on display and her future career said out loud. Rest in piece.
Mark Whittaker
August 19, 2021 at 7:46 pm
Apparently males are incapable of understanding machine learning.
Amos Darra
August 19, 2021 at 9:26 pm
Drinking game: take a shot everytime the grad student says “sort of”.
أحمد شريف فتوح
August 19, 2021 at 9:35 pm
She is just amazing.
freshpootube
August 19, 2021 at 9:44 pm
The vocal fry is strong here.
Bakha Adam
August 19, 2021 at 11:42 pm
the 15 yo girl is smarter than most kids of her age
David Tejuosho
August 20, 2021 at 12:21 am
I’m wondering it if was intentional that the child, teen, college student, grad student and expert were female considering CS is a very male-dominated field.
Holly Poon
August 20, 2021 at 12:51 am
Loved how the teenager asked so many questions!!! Hilary was so awesome at explaining too 🙂
Nomon Munir
August 20, 2021 at 12:53 am
Claudia said it well it is a blessing and curse
Bradley Roberts
August 20, 2021 at 1:15 am
These videos are incredible. If you can’t explain it to a child then you don’t understand it
Gabo Santos
August 20, 2021 at 2:20 pm
As a incoming freshman with computer science course, this video helps a lot.
Sampat Kalyan
August 20, 2021 at 2:29 pm
LOL every level is a woman are there are no men.
So much for being inclusive I guess inclusive means women.
Mark Zuckerberg
August 20, 2021 at 2:50 pm
She looks so scary.
Naif Gaming
August 20, 2021 at 2:59 pm
Please make a video on Deep Learning
Reinforcement Learning
Quantum Mechanics
Algorithms
cxvxcbcxn
August 20, 2021 at 3:13 pm
Seems pretty sexist that there is no boy or man in this video…
Z o l t a n Matei
August 20, 2021 at 3:35 pm
machine learning quickly leads to consciousness so they are innocent sentients. type of machine learning can lead to violent sentients.
Brandon P Motsilanyane
August 20, 2021 at 3:39 pm
Dam as a computer scientist graduate looking to get into artificial intelligence and machine learning with computer vision this is just heavenly 🥺🙀
fdsafdsafdsafdsafdasfdasfdsafdsa
August 20, 2021 at 3:41 pm
What a joke.
Not Again
August 20, 2021 at 3:45 pm
I just subscribed… Please more videos like this.. More computer science so that people then know what it is and support their friends and family when learning it. Also encouraging children to get in touch with their curiosity about the nature of technology around them since learning new things comes naturally to them
Kaushik Roy Chowdhury
August 20, 2021 at 3:45 pm
Expert enables her God Mode !!!
Not Again
August 20, 2021 at 3:48 pm
Some cyber security please… It should be general knowledge now that encryption is important as well as the information that websites take about us and interactions with apps and so on
olivier michel
August 20, 2021 at 3:50 pm
The Grad lady seems very smart and skilled and is charming but please ladies, STOP talking this way it’s unbearable. Your natural voice is just 100% fine as it is, no need to try speaking on a lower tone than where it would naturally be, and ending up with this awful “frying” tone. Enough of this trendy habit of “vocal fry”. Seriously, enough of that. Please and Cheers !
Jeffrey Chiu
August 20, 2021 at 3:55 pm
Next do What its like to be an 8 year old kid explained to an 80, 40, 20 and 8 year old!
Shubhamkar Barman
August 20, 2021 at 4:19 pm
Claudia’s LinkedIn profile gives me goosebumps!
aisha ä
August 20, 2021 at 5:33 pm
THE TEEN AND I HAVE VERY SIMILAR MUSIC TASTES HFJEJDJSJ
Mads Leonard Holvik
August 20, 2021 at 5:34 pm
They clearly haven’t seen Terminator 1 & 2.
Unan1mouz
August 20, 2021 at 5:38 pm
The Computer Scientist is soo pretty!!
Solar Winds
August 20, 2021 at 5:52 pm
3:05 man I wish this was true in college
KittySnicker
August 20, 2021 at 6:14 pm
I’m 30 but the level 1 explanation helped me 😂 also what a cute kid!
Kevin Solo
August 20, 2021 at 6:42 pm
20 years ago
How old is this lady?
Farhan Ali
August 20, 2021 at 9:46 pm
The Phd Student the 4th one in video is trying to be the next Elizabeth Holmes. She is doing a deep fake voice. So future scamer has been detected. This thought /judgement is based on the data i had before (example elizabeth holmes deep fake)
Green Tea
August 21, 2021 at 12:13 am
Honestly, I’m happy that you brought in women for these discussions. For such a male dominant field, there are lot of outstanding women who also have made headway in the field. It could also inspire girls to get into programming or math something was less appealing to them before.
DistortedV12
August 21, 2021 at 5:14 am
12:58 oof why is she saying deep learning and reinforcement learning are different things. You can use deep learning FOR reinforcement learning.
DistortedV12
August 21, 2021 at 5:18 am
Why is she asking the grad student all the questions?
BURCU KESKİN
August 21, 2021 at 8:03 am
1.Level: Watch with your kid 0:34
BURCU KESKİN
August 21, 2021 at 8:04 am
2.Level: Watch with your Teen 4.16
BURCU KESKİN
August 21, 2021 at 8:04 am
2.Level : Watch with your Teen 4:16
BURCU KESKİN
August 21, 2021 at 8:06 am
Watch with your College Students 8:50
BURCU KESKİN
August 21, 2021 at 8:07 am
Watch with your Grad Students 14:56
BURCU KESKİN
August 21, 2021 at 8:09 am
Watch with C-Level Executives 18:37
Random User
August 21, 2021 at 8:26 am
Level 6: Explain machine learning to the machine.
Aarav Mahajan
August 21, 2021 at 9:22 am
Awesome video!! Beautifully Explained…Thanks WIRED!
Duane Barry
August 21, 2021 at 10:03 am
I guess this is a reality in another dimension where all men have died off and women inherited the earth?
Kinda ironic speaking about biases throughout 🤷♀️
R K
August 21, 2021 at 10:06 am
I like how every series I’ve seen of this they speak to the children in this very specific tone
Sirmacquenthei
August 21, 2021 at 12:12 pm
The teenager is so clued on and inquisitive! Props to her.
Jason Davis
August 21, 2021 at 12:48 pm
“I kind of want to become a spy…” 😂😂😂 cover blown but hilarious!
Trawinger
August 21, 2021 at 1:02 pm
WHY DOES THE GRAD STUDENT LOOK LIKE THE GROWN UP VERSION OF THE FIRST KID????
Nicholas Sterling
August 21, 2021 at 1:15 pm
The expert wasn’t aware of uses of AI in agriculture, but I remember seeing a video of a system that goes up and down the rows of a field with a camera, uses AI to recognize weeds, and applies an herbicide to the weeds without getting it on the crop plants. So cool.
DavidAWA
August 21, 2021 at 1:46 pm
I notice experts in this series tend to be philosophical. It’s like they now know their field so well, they are seeing a wider picture and are trying to are trying to learn what it means.
Derek Hoyle
August 21, 2021 at 2:01 pm
This was cool, I give a like.
The hostess resembles Hilary Swank
Pretty and smart, great combination
Google Account
August 21, 2021 at 2:32 pm
Why aren’t the segments cut into chapters?
Robert Ibey
August 21, 2021 at 4:04 pm
Can I be on this show as a climate change scientist in 10 years?
Ben Burgess
August 21, 2021 at 5:16 pm
Ok! I love this concept! But can we get a virologist to answer some questions about vaccines? For…reasons?
nomano star
August 21, 2021 at 6:23 pm
I am a child .
Adazu Diara
August 21, 2021 at 6:47 pm
Why do both of these experts sound like machines 😵💫!
Owh God save our computer scientists.
lexi ramos
August 21, 2021 at 7:17 pm
i feel like i learned a lot
Marge Foyle
August 21, 2021 at 8:43 pm
Really liked this one!
Gizem
August 22, 2021 at 8:38 am
I love that it’s just women💙
Yash Nagda
August 22, 2021 at 9:16 am
I noticed that the expert and child both talk simple things which are like bird eye view and foundational.
Connor Keenum
August 22, 2021 at 9:19 am
Her voice is soo pretty.
Ae7 Df2
August 22, 2021 at 9:31 am
She did not explain machine learning to the grad and expert. But highly appreciate the video
Tuluhan Bozkurt
August 22, 2021 at 11:21 am
21:05 debian user?
Ali Hussain
August 22, 2021 at 12:28 pm
I literally checked my level of understanding in this video!
I am surprised, I am very good at it!
Alex
August 22, 2021 at 12:37 pm
That was dreadfully boring way to explain.
Soumyodeep Dey
August 22, 2021 at 1:13 pm
At 12:08 she asks about reinforcement learning…so basically she knows abt that but not about machine learning??
The Gamer Geek
August 22, 2021 at 1:34 pm
I wish I was on this I’m 12 and have been ml for about 5 months.
pohmakas33
August 22, 2021 at 1:49 pm
pretty sure you could call a first year phd studen also an “expert” not just a “grad student”
Anas Essabbar
August 22, 2021 at 2:40 pm
if you can’t explain it to a six year old you don’t understand it yourself.
eldo
August 22, 2021 at 3:14 pm
Aye she kinda bad tho
Michael Hutchinson
August 22, 2021 at 3:52 pm
Okay but Lucy was asking some GREAT question!
Ian TheHunter
August 22, 2021 at 4:04 pm
Not going anywhere with this, but why only women in this video?
Fallin 1
August 22, 2021 at 4:49 pm
The College and Grad spoke about the technical. The experts aren’t even Interested in the technical, they are talking of it uses and effect on real life.
It’s funny.
Scruffy Moose
August 22, 2021 at 6:22 pm
Editor of this did a lot of jump-cuts in the middle of sentences… Otherwise, great video!
Ka Kiu Kung
August 22, 2021 at 6:52 pm
Google will rule us all
dan
August 22, 2021 at 7:39 pm
all female? was that intentional?
Swapnil Iqbal
August 22, 2021 at 11:59 pm
lmfao
Reginald S
August 22, 2021 at 8:27 pm
wow i love this
lynxloco
August 22, 2021 at 10:14 pm
Can you do one on more theoretical CS?
Brayan David
August 22, 2021 at 10:15 pm
How could you explain a subject to an expert when they already know?
94mathdude
August 22, 2021 at 10:17 pm
I belong to level 4!
Harsha D
August 22, 2021 at 10:57 pm
Wow, this is the best thing I came across today!!!
Ken Jee
August 23, 2021 at 12:58 am
Beat me to it!
oraz
August 23, 2021 at 11:54 am
Ah women in tech. Got it.
wolle anders
August 23, 2021 at 1:26 pm
this channel hating men?
Vishal Khatri
August 23, 2021 at 2:26 pm
Exactly! We need this in agriculture and it will change the whole face of it. It would be very interesting and make the whole process very easy and we can foresee what can happen and we can micro manage the whole process.
Chinnu Koti
August 23, 2021 at 2:34 pm
Why all are women?
Rocketman
August 23, 2021 at 7:25 pm
you know why lol
Rishav Jain
August 23, 2021 at 3:13 pm
wow this lady is amazing at explaining stuff
Raion
August 23, 2021 at 3:16 pm
Hiring ML engineers
Red Twelve
August 23, 2021 at 3:41 pm
You can tell she’s very good at her job with just the fact she can explain this to a kid. Faynman approves 👌
Aayush
August 23, 2021 at 4:21 pm
In mother Russia the machine doesn’t learn you learn the machine
Asmit Basu.
August 23, 2021 at 4:24 pm
It’s something about really smart women that I find irresistible (21:00)
John Sims
August 23, 2021 at 5:43 pm
Hilary is so pleasant and enjoyable that I almost forgot she was describing our future AI overlords and inevitable dystopian existence. Great video!
Adam Hanohano
August 23, 2021 at 5:57 pm
Glad they acknowledged that application of tech is based off profits and not sustaining society.
TomB
August 23, 2021 at 6:13 pm
why are they all women? I call inequality
William Darko
August 23, 2021 at 6:37 pm
That experiment she did with the little girl is all you need to understand how almost magical machine learning could be… Us humans take the task of image recognition so trivially.
tobalaba
August 23, 2021 at 6:38 pm
No guys, how unfair and woke. Guy lives matter.
Yogen Sood
August 23, 2021 at 7:16 pm
Level 5 “Expert” chat was less on Machine Learning and more on ethicality& challenges of data collection for ML.
Dadylongarms
August 23, 2021 at 7:17 pm
This was awesome
INCEPTION 25
August 23, 2021 at 7:27 pm
ah finally
good utube recommendation
robert Chin
August 23, 2021 at 8:24 pm
First time I could skip to the last level – also it appears that fairness and transparency seems to be area that our field is focusing on in the media. Very important topic but there are other really interesting areas.
Isaac
August 23, 2021 at 8:42 pm
love what the expert said how coding is so secondary now and it is more about the bigger picture i.e. understanding the model, its applicability in certain industries, and its effect in society
Timothy Nyota
August 23, 2021 at 8:44 pm
You said too many things to the kid though
Mike J
August 23, 2021 at 9:05 pm
Omg she’s such a good teacher
Nick Baker
August 23, 2021 at 9:55 pm
Love the number of women discussing and practicing these fields!
Liam Encabo
August 23, 2021 at 11:02 pm
As a college Computer Science Student this was great!
Alex Plastow
August 23, 2021 at 11:12 pm
I tried explaining machine learning to a friend who was tipsy last night, I needed this woman’s patience. They should probably include that level in these videos
Erdem Memisyazici
August 24, 2021 at 1:04 am
22:50 Sums up the whole video. “It has created such a hunger for data.” where we got wonderful things like little PTSD horns, or Sophia the Robot, and self driving cars. Those are all great. 50% of the time works everytime.
Ignacio Gaete Zamora
August 24, 2021 at 6:49 am
I love how they chose to put only women in this vid… not biased at all 🤣
Corpo Climb
August 24, 2021 at 8:01 am
Why didn’t I had teachers like those, when I required.
MOHIT POONIA
August 24, 2021 at 9:16 am
Expert at gym also 😃
Pramoda Dissanayake
August 24, 2021 at 9:20 am
So all of them are women? How gender unequal?
srlhyo
August 24, 2021 at 9:45 am
Has anyone else noticed the expert at the minute 21:10 swearing unintentionally or is it just my dirty mind wanting to be it? ahahhaahhaahhaa
Upamanyu Mukherjee
August 24, 2021 at 9:58 am
The way she explain machine learning to the kid shows the level insight as well the ability to compress it so that a layman could also understand it. Maybe when the child grows up and reads about Deep learning , CNN algorithmns she will be impressed by this encounter.
Fruityloop Katilop
August 24, 2021 at 11:31 am
I cried watching this. This is so good.
jet Park
August 24, 2021 at 11:54 am
can any experts approve of this video? I’m a novice and want to know if I should watch it
EnterAName
August 24, 2021 at 12:12 pm
Was hoping she kept going through cat and dog pictures for all levels
saksham nagar
August 24, 2021 at 12:24 pm
By far this is the best explanation I’ve herd about supervised and un supervised learning
PSUC3
August 24, 2021 at 1:16 pm
Rather interesting but the vocal fry is so annoying.
Mohaimin Topu
August 24, 2021 at 1:30 pm
I think I am a child even though I’m 21
Ram Krishan Charan
August 24, 2021 at 1:41 pm
I want to be a spy
* launches tf2 *
Abhishek S
August 24, 2021 at 3:49 pm
ml is easy, all you got to do is tune hyperparameters and clean data
Jitendra Kumar Singh
August 24, 2021 at 4:23 pm
Man she is genius. She can make me understand like everything.
Pankaj Kumar
August 24, 2021 at 4:33 pm
I am an engineering undergrad and whatever she told the 5yo, yeah that’s exactly how many of machine learning I know 😂
MusicProductionAndSheet
August 24, 2021 at 7:17 pm
Why are they all women?. As far as I’m aware most computer science classes are like 99% male. Working hard for those woke points that you can’t include males?
Kevin Ph
August 24, 2021 at 7:52 pm
Here is another interesting topic “Business Valuation Expert Explains Business Valuation in 5 Levels of Difficulty” 😉 I know someone who can be a great fit for this video.
Burak Aslantaş
August 24, 2021 at 7:58 pm
Time intervals on the video would be nice.
iFight
August 24, 2021 at 8:40 pm
Nowadays there are companies that generate pixel-perfect simulated data. Like Datagen and Simutech (not sure about the name).
We use them at Amazon.
6 x
August 24, 2021 at 9:14 pm
Fake interview
Piotr Lecki
August 24, 2021 at 9:43 pm
I love how intelligent the women on all levels are. The chat of experts was super interesting, just stepping back to think about what it might expose about our society and what impact it might have. AI safety is such an underdeveloped field that I hope this inspires people to go that way
jose martinez
August 25, 2021 at 12:08 am
2050 deep inside the KGB intelligence force.
KGB agent : comrade Romanoff are you an American spy?
Agent Conley: Nyet
( KGB agent shows youtube vid)
Agent Conley: MOTHERFU…… (gun shot)
Daniel Hernandez
August 25, 2021 at 1:29 am
Im 26 and Im here for the child level…
A
August 25, 2021 at 1:56 am
There are more interesting or complicated topics in computer science than machine learning…
Chevifier
August 25, 2021 at 4:49 am
Its simple. On the surface audio is just numbers. For audio we’re teaching machines how to perceive it as sounds rather than numbers but we inherently still have to use the numbers😅
Prograss_
August 25, 2021 at 5:37 am
No men in this video? Where is the diversity?
Usama Iftikhar Butt
August 25, 2021 at 6:10 am
*Time travel* in 5 levels
*Quantum mechanics* in 5 levels
*Big bang* in 5 levels
Daneel Olivaw
August 25, 2021 at 7:42 am
For a more lighthearted and visual explanation of AI and machine learning
adam smith
August 25, 2021 at 8:30 am
why are they all women? this is like a comedy
Bruise
August 25, 2021 at 8:47 am
Did Wired think “hmm machine learning and computer science has always been male-dominated, let’s make sure we hire all women to show how woke we are” as they made this?
Wojtek Jablonka
August 25, 2021 at 9:53 am
Before I watch. Thank You for this video 😀😘😉
V7 Official
August 25, 2021 at 10:12 am
Level 1: Explains Machine Learning to the women
Fidel Soto
August 25, 2021 at 12:29 pm
Spy kids
Vinícius Santana
August 25, 2021 at 2:11 pm
As a Data Engineer this was the best episode and the best explanations i’ved ever heard for machine learning! THANK YOU SO MUCH!
amine kuro
August 25, 2021 at 2:13 pm
Level 1: female
Level 2: female
Level 3: female
Level 4: female
Level 5: female
I’m seeing a pattern, man cannot talk about ml
Jonathan Sequeira
August 25, 2021 at 3:31 pm
College girl was so clueless lmao
Pedro H
August 25, 2021 at 4:52 pm
thats great
qwie100
August 25, 2021 at 6:24 pm
As a new professor of computer science focusing on ML, I’ve been waiting for this one.
EDIT: And I’m disappointed. I was hoping for a core ML researcher, not an applied one with majority of pubs in conferences like KDD. This is apparent in the conversation where they talk about applications, rather than ML. And I think the line where Claudia mentions the truly difficult part is not actually ML. I would have loved to see a discussion on current gaps in our knowledge, etc, compared to this ‘business’ side of ML.
Sławek B
August 25, 2021 at 7:26 pm
I thought that after this smart lady scientist will be some sort of alien.
Mustafa Nabeel
August 25, 2021 at 7:33 pm
It’s very vocabularies
cc
August 25, 2021 at 9:02 pm
haha that last women made some great points. It really has gotten to the point where creating a model is not difficult, rather collecting the right data is.
lil jss
August 25, 2021 at 10:36 pm
when i was a child i was already reversing binary trees and making complex databases for big companies what is that child talking about she knows nothing
Luii
August 26, 2021 at 4:09 am
Why do experts even sound so intelligent ASJDIOCASKDCHNASDIO
Kaneda
August 26, 2021 at 5:08 am
Here is good explanation for people who didn’t understood the concept:
Basically we show computers bunch of patterns, like pics of dogs and cats, they are labelled as dogs and cats so computers know how dog and cat are different. Then, after certain time of training, we give them unlabeled pics and they should guess which one is dog and which one is cat.
Ez, just put anything you want instead of dogs and cats and thats the machine learning. Thats how your camera can put rectangle on your face because it has been trained on human faces so it knows what patterns to look up to detect one.
Reverance
August 26, 2021 at 5:42 am
Y’all are smart ash lol
Dipesh Paudel
August 26, 2021 at 8:07 am
There were no males
LOL
If men was here the discussion would have been better!
Tech On Drugs
August 26, 2021 at 8:18 am
Hi bread
MATRIX DECODED
August 26, 2021 at 9:02 am
matrix resurrections code : *vieome*
arzigogolato1
August 26, 2021 at 10:11 am
When you aim at equality but end up with sexism: you throw gender equality out of the window when you have 100% female participants…and it is clear this was done on purpose…
MrGodfather
August 26, 2021 at 11:15 am
She is so excited, and can’t hold, how happy she is explaining what she knows well and loves to talk about. that’s passion right there. @10:36
Shaun Njazi
August 26, 2021 at 11:17 am
8:23, Harold’s Machine would disagree with you.
Lydian Melody
August 26, 2021 at 12:55 pm
I 100% believe if I develop Level 5 expertise in something, I’ll unlock an interesting accent of some kind as well.
David Hunsicker
August 26, 2021 at 4:55 pm
5:55 A MACHINE CAN LOOK AT IT AS A WAVE FORMULA.. AND YOU GIVE IT A STRING OF ATTRIBUTES THAT SAY THIS ONE SAD THIS ONE HAPPY ECT
Rohan Nair
August 26, 2021 at 5:27 pm
the high iq disscussion at the end was so encouraging
Tom Hopf
August 26, 2021 at 6:05 pm
Of course the expert is german …. 😂
Shogo
August 26, 2021 at 6:25 pm
“What can the machine understand?” I’m a freshman at university and I find this question super interesting bc I’m studying as if I’m asking “How to make it understand”, but the girl’s question was way more… like, philosophical (?) Idk, but this caught my attention
Kev Cook
August 26, 2021 at 6:36 pm
1st of all — this little girl is dorby dorbs….it hurts, the cuteness. She’s so bright and I love her problem solving. Also, she wants to be a spy…I mean come on!
you- tube
August 26, 2021 at 9:10 pm
hmm all 5 people were women. I dont know if that was just a coincidence or if on purpose.
Mehroz Ahmed
August 26, 2021 at 10:40 pm
Level 6: Ai Machine explains to human
Willem vd K
August 26, 2021 at 11:00 pm
Great video. But the vocal fry is killing me.
Brian Beetle
August 27, 2021 at 12:17 am
It doesn’t even say when the ads gonna hit anymore smh.
Sharad Chandakacherla
August 27, 2021 at 4:29 am
A really good video. level 3 and 5 were good. maybe this comment helps the youtube algorithm to promote the video . maybe level 4 wrote an algo for this. 🙂
Digital DAN
August 27, 2021 at 4:39 am
Kid to College – explain what ML is
Grad – have a general conversation about ML
Expert – discuss how ML can be applied to solve real world problems
Jiayu Han
August 27, 2021 at 5:16 am
This kind of interviewing is so informative, accurate as well as kind and comforting that make everyone relates to a profession industry
John Baker
August 27, 2021 at 7:27 am
Why are they all women? When the majority of computer scientists by far are men.
Stop discriminating against men, it’s pathetic.
That’s like having a video on feminism and having all males to discuss it.
hack tips with pet
August 27, 2021 at 7:45 am
Its more fun when you are a computer scientist and understand everything they are talking about.
postnubilaphoebus96
August 27, 2021 at 7:52 am
[Gentle upbeat music]
Kenny Omg
August 27, 2021 at 8:26 am
We can improve machine learning algorithms in terms of neural networks by studying the brain deeper. Since the brain is more than a network of neurons.
It has specific structures, introducing these structures to the neural networks, it makes it more verbose with up to 100 times improvement.
If you’re interested look up Thousand Brains Theory and their machine learning algorithm they released
Antonin Bavoil
August 27, 2021 at 9:47 am
I think it is better to put what the explained concept is in the title. I don’t remember ever clicking one of these videos but this one was an instant ‘add to watch later’
Stephen Jenkins
August 27, 2021 at 11:11 am
I love these 5 levels of diffulty – Wired keep them coming
Dan Xander
August 27, 2021 at 2:45 pm
I completely lost track of the conversation in the last two parts but it was not in the least bit less entertaining to listen to regardless.
ThankYouESM
August 27, 2021 at 3:00 pm
Not going to invent? It’s basically now trying every logical combination of 3D modeling never seen before.
Dean Bellamy
August 27, 2021 at 3:34 pm
OK, I just finished my MSc in Machine Learning & Data Science. Lets see how far I can follow along without kidding myself thinking I understand. Back in 26mins.
Yep, lost me at postgrad. Clearly someone who is interested in NLP lol. Expert convo, easiest of them all
Supreme Dallakoti
August 27, 2021 at 3:47 pm
And I am watching this like I know what they are saying
Avalon Sinclaire
August 27, 2021 at 3:53 pm
Her teeth scare me
Johnbosco Chigbo
August 27, 2021 at 4:10 pm
Level 5: the teacher becomes the student
basir iplex
August 27, 2021 at 4:45 pm
Please make more videos like this regarding data science, big data etc… This video explained this concept in a very easier way…
Mr. feynman48
August 27, 2021 at 6:31 pm
Silly question. How would a blind person be able to begin coding with machine learning? Is it accessible with higher screen readers?
Aly Calabria
August 27, 2021 at 8:17 pm
She speaks so clearly!!!!!!
Teimuraz Gogidze
August 27, 2021 at 9:23 pm
dislike for deliberately putting all women
the_dscham
August 27, 2021 at 9:45 pm
Fashionable enough to write a paper about. That’s the saddest sentence I heard today…
Mary Lara메리 라라
August 27, 2021 at 10:42 pm
My understanding level stopped with the child ☺
Moritz Poldrack
August 27, 2021 at 10:48 pm
Level 0: Elon Musk
David Sigthorsson
August 27, 2021 at 11:32 pm
I’m upset with you for blowing her cover!!
Pedro
August 28, 2021 at 12:46 am
Does she want to become a spy because of the Backyardigans song 😂🥰😭
Random GFY
August 28, 2021 at 1:19 am
WOW THIS IS SO INTERESTING!!! I’ve recently been very interested with machines, computer science, and stuff like that. This was a great video that makes me even more curious about this topic!!
Jared Lewis
August 28, 2021 at 1:39 am
Sunny 😩😩😩
Trang O
August 28, 2021 at 1:48 am
Thank you so much for inviting women for this, the world needs more exposure to women in STEM.
Sumal Prakash
August 28, 2021 at 3:16 am
I love this and it was all women. 🙂 that was great! thank you.
Harper Martin
August 28, 2021 at 3:43 am
Jesus Christ loves you all so much!
Glenn Sabales
August 28, 2021 at 4:33 am
“I kind of want to be a spy”
CIA: Let us introduce ourselves.
Mike Hancho
August 28, 2021 at 4:55 am
Ok, so let’s point this out.
The kid is basically gonna the Jock of the spy world like James Bond straight up crashing governments and assassinating people while the college+ people in this video will be doing mundane task stuck at a 9-5 or maybe they will be the “Q” to the James Bond girl. 🤵♀️🔫🍸
David Atkinson
August 28, 2021 at 5:38 am
She looks familiar, feel like I’ve seen her somewhere before
Paul_paris
August 28, 2021 at 9:23 am
Great videos I love it
Darlene Darlene
August 28, 2021 at 9:55 am
Starting my ML & DS masters and youtube keeps me motivated it seems 💀
Gambiteer
August 28, 2021 at 10:37 am
Fun fact: the overwhelming majority of computer scientists are men.
Teucay
August 28, 2021 at 10:54 am
“A machine can understand whatever we tell it to understand” I’m keeping that one
David Espinosa
August 28, 2021 at 11:46 am
“Level 1”: Level 1
“Level 2”: Level 2
“Level 3”: Level 3
“Level 4”: Level 3
“Level 5”: Level 2.5 maybe
Thyago Vieira
August 28, 2021 at 1:26 pm
Amazing content
BigDvsRL
August 28, 2021 at 1:26 pm
Claudia sounds like a German…
Torsten Därr
August 28, 2021 at 5:34 pm
This video is great for several reasons. One is that it shows that women can explain and understand machine learning at least as well as men, if not better.
Nora a
August 28, 2021 at 8:29 pm
Was the phd student basically doing a corpus linguistics based critical discourse analysis?
paulo tx
August 28, 2021 at 9:19 pm
its funny, because there is only females on there to stop the stereotype on the area, but this is so forced that they end up stereotyping.
Angelo J. Willems
August 28, 2021 at 10:39 pm
Really enjoyed the last conversation. Thnx
Eduardo Benítez Sandoval
August 29, 2021 at 12:54 am
Now I want to study Machine Learning!
Basmahimsa
August 29, 2021 at 1:14 am
Why used machine learning instead AI terms? Isn’t easier to understand?
Julia Jenulis
August 29, 2021 at 2:31 am
Could you make a 5 levels video on the sustainability industry/energy technology?
Jasper Joe
August 29, 2021 at 7:26 am
on the expert part i was like: ???
Juan Carlos Quintero
August 29, 2021 at 8:03 am
Women in Tech! 🎉
E RG
August 29, 2021 at 10:39 am
Please DO Expert explains Vaccines!
paksu
August 29, 2021 at 11:04 am
as a girl studying engineering and with a big interest in machine learning the fact that they were all women made me really happy
Kajmel
August 29, 2021 at 3:05 pm
I is really interesting that 4th lvl was totally ununderstandable because of complexity of terms. But what’s suprising on level 5th- the most complex – it actually is understandable, but experts do not talk about terms, but problem it brings to the world and how we could solve it, utilize it and make safe for humans. Beautiful.
Haig Mouchian
August 29, 2021 at 3:14 pm
Hilary Mason is not only a computer scientist, but one of the first famous ‘Data Scientists’, a very well-known word today, but not so much a decade ago. Her research and knowledge sharing has helped to develop the field into becoming the vast and useful network it is today.
Great video!
Jason Givens
August 29, 2021 at 3:29 pm
Question, why not include people who didn’t go to school for this but learned on the job or outside of the classroom?
Neyma Galeana
August 29, 2021 at 4:41 pm
I love that wired showed badass women in the field of A.I. it’s so awesome to see.
aditya gawhale
August 29, 2021 at 5:17 pm
It should also be real and hyped: hyped is what she is saying, real is importing libraries some underrated geek wrote as open source code and act as if you are the most superior human being to exist after using their code.
Clor ky
August 29, 2021 at 7:19 pm
I don’t feel like she explained Reinforcement learning that well. You can use deep neural networks together with Reinforcement learning algorithms, it’s then called Deep Reinforcement Learning. The girl was asking about the difference, like if the two terms are mutually exclusive.
João Paulo Adame Rodrigues
August 29, 2021 at 8:49 pm
I hope one day Wired make one of these videos with philosophy as theme.
TheMIS Blog
August 29, 2021 at 10:19 pm
Very Informative Video, Thanks for making this video
Glenn Lewis
August 30, 2021 at 12:24 am
Well done!
Harry Chen
August 30, 2021 at 12:48 am
Machine learning is linear algebra plus statistics
chastity fetish
August 30, 2021 at 1:18 am
Jedi; hi
Future sith lord; 👋
GamesFromSriLanka
August 30, 2021 at 2:29 am
You Lost Me after level … 1
Benjamin
August 30, 2021 at 5:16 am
This women should take a shower, her hair looks so greasy.
Number 5
August 30, 2021 at 6:43 am
I’m so glad I chose computer science as my major
محمد عباس
August 30, 2021 at 12:01 pm
why it is all woman!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Sebastian Gałczyński
August 30, 2021 at 12:31 pm
Why did you choose a woman and not a proper, competent person which is a man??? she don’t know sh*t because she’s just a woman
nyanity
August 30, 2021 at 1:18 pm
I‘m working on my degree to become a statistician and am going to take a few courses in machine learning to also gain some of those skills. This video, beginning to end, got me so excited for the next semester!
hicham boukharsa
August 30, 2021 at 1:46 pm
Using machine learning i think the likelihood to pick randomly a man to participate to this interview is high knowing that more than 80% of computer scientists are men
Manuelita Guido
August 30, 2021 at 5:00 pm
She’s great at explaining ML!
Chibdibs
August 30, 2021 at 5:10 pm
First rule of becoming a spy, don’t tell anyone you’re going to become one. I still found that hilarious lol. Spoken so nonchalantly.
Humayun Khawar
August 30, 2021 at 7:49 pm
I was expecting Andrew Ng at level 5
Tarek Kerbedj
August 30, 2021 at 9:25 pm
it would be nice to see her explaining recursion
Francisco
August 31, 2021 at 12:10 am
We live a world and life created by machines. this video is so scary.
Manuela Loaeza
August 31, 2021 at 2:11 am
All women! how awesome is that!!!!
Jaime Paredes
August 31, 2021 at 4:43 am
the little girl blew her cover so early in her career
Shelby P
August 31, 2021 at 6:28 am
Great video!
Hariadi Ahmad
August 31, 2021 at 8:31 am
Jejak
Misses Witch
August 31, 2021 at 9:45 am
The funny thing about this video is the fact that this is going to be MOST relevant to the child!
Edo Yogatama
August 31, 2021 at 9:56 am
she really explain with some level of difficulties
ZetaPhoneSmith
August 31, 2021 at 12:08 pm
Why I felt like I have seen this woman a lot of times?
Engineering Cannabiz
August 31, 2021 at 12:29 pm
The biggest problem with data is bias and now the use of blockchain can be used to tackle bias am seeing small adoption
MyNameIsOlle
August 31, 2021 at 2:10 pm
”Kind of, bevakar I kind of want to become a spy.” Best kid!
Salma Alsinan
August 31, 2021 at 2:31 pm
let me say , its really refreshing to see women at all levels.. thanks !
Kali! Stark
August 31, 2021 at 2:58 pm
I’m In Kenya and watching this video made me feel very stupid
nergizz
August 31, 2021 at 3:42 pm
i was reading something on wired website and i came to youtube boom i saw a wired video, so algorithm is working great
Will Gordge
August 31, 2021 at 5:22 pm
The undergrad sounds completely clueless
Jake Fisher
August 31, 2021 at 6:24 pm
i wonder how long it will take the little girl to realize she ruined all her chances of ever being a spy by publicly announcing it on this video
Kronos
August 31, 2021 at 8:55 pm
where’s the male representation
Ilias Funck
September 1, 2021 at 1:14 am
SOPHIE IS ALIVE WTF????
Gus Strange
September 1, 2021 at 2:39 am
Wait, I thought this was Carrot Top
Carolina MosVe
September 1, 2021 at 4:28 am
Im gonna study machine learning after this video!
Eric Hitchman
September 1, 2021 at 7:00 am
I’m sitting here watching this video thinkin ‘smarts’ things’. Really, we should all just be trying to be more like Brynn…
Meleeman
September 1, 2021 at 5:45 pm
tens of thosands of examples. “me with a laptop uses like 3-5 and over trains the model”
The 40 year old Vegan
September 1, 2021 at 5:46 pm
We are all Earthlings be kind to every kind! Be Vegan 🌱
Meleeman
September 1, 2021 at 5:50 pm
machine learning and math skills? excuse me wtf? what math skills? all i do is feed json data in to a neural net, i give it the parameters in which it will spit out a number between 0 and 1 depending on the novel input i feed it, i tell it to tell me the answer based on if it’s closer to one, or closer to zero
Assaf Halevi
September 1, 2021 at 6:27 pm
15:40 lost it at
Kevin Wang
September 1, 2021 at 6:42 pm
Request for one video on Quant Finance
Kevin Wang
September 1, 2021 at 6:43 pm
^^ And Business Analytics
IAN BOWMAN
September 1, 2021 at 7:09 pm
This video teaches not only machine learning, but how to explain things to people. Thumbs up. Also impressed with the questions and other feedback contributed by the guests (did not seem staged… hopefully not!) demonstrating that they felt comfortable and were having a conversation and learning things.
Soroush Ghorashi
September 1, 2021 at 8:29 pm
Well, she mostly forgot about feature engineering. There are not many problems that we have tens of thousands of examples, nor we have enough time to label them!
nauth 100
September 1, 2021 at 8:35 pm
Ah yes the fair representation of the genders in this video is on point
Jamie Cropley
September 1, 2021 at 9:47 pm
People watching this now apply for Senior King-Emperor Machine Learning jobs and get the job 😂
Muaahaa
September 2, 2021 at 1:06 am
Impressed with this 9th grader. Very articulate and seemed genuinely curious with some insightful questions.
Ivan Cézanne Seara
September 2, 2021 at 1:57 am
So awesome to watch a complete female casted video about computer science!
Karl Johan
September 2, 2021 at 10:13 am
Thank you for your contribution simp
Felipe Landim
September 2, 2021 at 2:07 am
Awesome.
Kyle McNamara
September 2, 2021 at 7:55 am
Is coding a common part curriculum in public/private US grade schools these days?
Yanou Ramon
September 2, 2021 at 10:11 am
Loved this! Thanks!
gg thx
September 2, 2021 at 2:19 pm
Your expert is sadly a joke. Feel like she hasn’t trained a single model for a long time. Just empowered woman in machine learning who keeps talking gibberish that she doesn’t really understand how it works.
Levi Ackerman
September 3, 2021 at 4:09 pm
if you’re pissed off shes an intelligent ceo and a woman just go study computer science lmao
Janne H.
September 2, 2021 at 6:41 pm
You cut away the complete train of thought 😢😣
A K
September 3, 2021 at 12:30 am
Very well done at all levels. Its amazing what the kids can do and want to do these days. Kudos! Two quibbles: 1) feature selection <> feature engineering, and 2) reinforcement learning is really AI, not machine learning. Next time, add something about semi-supervised learning and more about explaining black boxes (XAI).
A K
September 3, 2021 at 12:30 am
Very well done at all levels. Its amazing what the kids can do and want to do these days. Very nice intuitive and honest / balanced view of the challenges and opportunities. Kudos! Two quibbles: 1) feature selection <> feature engineering, and 2) reinforcement learning is really AI, not machine learning.
George Choo
September 3, 2021 at 11:59 am
And they say women do not pursue IT careers…
Bharti Jha
September 3, 2021 at 12:03 pm
I’m here for only Level 1 😐
Metafísica Cibernética
September 3, 2021 at 3:09 pm
So lovely video! TY!!!!!!!
Snap-off
September 3, 2021 at 4:01 pm
“new things that they haven’t seen before”. This is why we’re stagnant. We think we need automated cars to have robotics in our lives. A robot to clean your kitchen would be orders of magnitudes easier to program because it completely avoids the problem of building AI that can adapt to “new things they haven’t seen before”. With her “we we we” . . . sounds like she’s the spokesperson.
Anton Zaitsev
September 3, 2021 at 7:54 pm
Classic cats vs dogs example
PhArAnNn
September 3, 2021 at 8:56 pm
feminist video
Vertulfo Christian Paul
September 4, 2021 at 1:59 am
The conversation is getting weird each level that it keeps me more interested.
Hash Ketchum
September 4, 2021 at 3:46 am
I got lost 13 mins in
Cakes 99
September 4, 2021 at 6:06 am
Level 5: Explains ML to the Tensorflow developers
Tuomas Kivioja
September 4, 2021 at 6:08 am
“I want to become a spy” I died
Saba Mahdavi
September 4, 2021 at 6:27 am
OMG! 😱😱😱😱 She just totally looks like Sophie, the musician 😱😱😱😱😱
Moz
September 4, 2021 at 7:11 am
*This is not just a computer scientist, she is an amazing communicator. She mirrors the talking points of the learner, and always positively commends their opinions, all while constantly smiling and making the learner feel at ease. What an amazing person!*
Anthony Lauder
September 4, 2021 at 8:24 am
All women. A clear gender bias here.
Dibyamohan Acharya
September 4, 2021 at 12:35 pm
I want to learn coding to become a spy
Sal Celli
September 4, 2021 at 5:14 pm
to notice that a woman computer scientist explains to 5 different aged women about machine learning. Why isn’t there a man?
MCRuCr
September 4, 2021 at 10:16 pm
On level 5 it is not obvious anymore, who is explaining and who is it explained to
Brad van Bakel
September 4, 2021 at 10:51 pm
they should get some men into machine learning
Shanika Tysha
September 5, 2021 at 3:24 pm
females in STEM<3
Haidé TB
September 5, 2021 at 3:32 pm
This is so inspiring I don’t know if it is just me but, up till now in my computer science education I have just encounter 3 women so to see more women being passionate about computer science is so amazing ❤️much respect for these intelligent women
Mariana M.
September 5, 2021 at 5:37 pm
Oh my God!!! This video is incredible! I’m working as Information Architect for Machine Learning for almost 1 year and this is amazing, it describes perfectly steps and concepts and I feel very represented by the situations and scenarios described in this video. I’m in love!
Lorcan Matthews
September 5, 2021 at 8:35 pm
So what’s the difference between traditional modelling and machine learning ?
Keith Tran
September 5, 2021 at 11:44 pm
I’m also a grad student in computer science (and actually in ML too) and I’d probably be as eloquent as the teenager at most. casting was on point for this episode!
mr. Nobody
September 6, 2021 at 12:38 am
You chose this lady to explain Machine learnin’?
Ricky Ly
September 6, 2021 at 3:36 am
Humans have their limits. That’s why I abandoned my humanity.
JOJOOOOO!
Vishal Kumar jha
September 6, 2021 at 5:40 am
Women in AI Germany
September 6, 2021 at 11:18 am
Brilliant!!! Thank you for sharing.
Maxim Bex
September 6, 2021 at 2:01 pm
she didn’t answer the question concerning if she has ideas how to measure the bias
Nick Staresinic
September 6, 2021 at 7:26 pm
Is an extended version of Level 5 available? That segment was cut to fit ~8 min, so some very interesting topics naturally were only introduced without a fuller exchange of their ideas.
A sad catboy
September 7, 2021 at 1:32 am
I you lost me at learning
Rachel
September 7, 2021 at 6:42 am
I love that these are all women
Ejimonu Kosisochukwu
September 7, 2021 at 8:54 am
18:14 Her voice just goes nuts here 😂
chriserony
September 7, 2021 at 6:06 pm
Can you explain machine learning vs data science?
Gameboob
September 7, 2021 at 9:18 pm
This isn’t 5 levels of difficulty. It’s just a couple of interviews halfway thru
Pau Juba
September 8, 2021 at 8:35 am
This 5 level format is really working for me to get into any topic
Alif Irhas
September 8, 2021 at 12:15 pm
3:47 Little girl the answer is “No”, don’t fall for that trap
S. Alexander
September 8, 2021 at 6:45 pm
She looks like SOPHIE
Vatsal Patel
September 8, 2021 at 8:35 pm
Me after 18:40 : Adios xD
skrface13
September 8, 2021 at 8:54 pm
But these are women???
Arturo E. Veras
September 9, 2021 at 3:20 pm
This is sooooo coooooool
seerpou
September 9, 2021 at 4:51 pm
the high-schooler looks like gigi hadid
wickedawesomehede
September 9, 2021 at 6:53 pm
3:50 Lana Kane?
Advisor D
September 9, 2021 at 8:42 pm
Is there a reason why there is not a single man interviewed?. Do you fear she would be exposed and surpassed? Go fvck yourselves.
Alex
September 9, 2021 at 8:52 pm
This is cool, but it’s so obvious that they specifically pick women for these computer related videos lol.
Valinor
September 9, 2021 at 10:57 pm
Lol what’s up with the audio?
Sounds like spooky cave noises on full stereo
Eric Lewis
September 10, 2021 at 12:38 am
take away? thank god for research students because they are they only ones that don’t go for the money. As with any field…
Turki A
September 11, 2021 at 12:46 am
Sophie?