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Andrew Trask - Really Quick Questions with an AI Researcher 

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I ask 67 questions to Oxford Scholar and AI researcher Andrew Trask as we go for a walk through Granary Square in London, England. Trask is a PhD student at Oxford University where he researches Deep Learning approaches with special emphasis on human language. We worked together on my Udacity deep learning nanodegree and I have a great deal of respect for his technical storytelling ability.
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And like. And comment. That's what keeps me going.
Some of Trask's work here:
www.manning.com/books/grokking-deep-learning
scholar.google.com/citations?user=2Ajxf1sAAAAJ&hl=en
iamtrask.github.io/
Here's his Linkedin:
www.linkedin.com/in/andrew-trask-545a6663/
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wizards.herokuapp.com/
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6 авг 2017

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Комментарии : 248   
@PaurakhSharma
@PaurakhSharma 7 лет назад
This is the best person I ever saw in this question series.
@SirajRaval
@SirajRaval 7 лет назад
very happy to hear
@mohammadjavadazadi6005
@mohammadjavadazadi6005 7 лет назад
I like his answer to what music genre you're into: "Movie soundtracks. Because, they make me feel like whatever I'm doing is epic!"
@Thaifunn1
@Thaifunn1 7 лет назад
Recommended books would be a cool question to ask :)
@TheReferrer72
@TheReferrer72 7 лет назад
Yes was thinking that too, but would like it to be not about machine learning.
@SirajRaval
@SirajRaval 7 лет назад
great idea
@jpratt8676
@jpratt8676 6 лет назад
Distributed applications by Siraj Raval?
@osam4323
@osam4323 5 лет назад
I have a lot of admiration for this person. He comes across as very thoughtful and measured. Great questions as well. Good job.
@victoria9439
@victoria9439 7 лет назад
My favorite kind of videos on RU-vid! Thanks Siraj :) keep up the good work!
@zalecao
@zalecao 7 лет назад
Totally agree on the part on PhD; how with the internet its easier than ever to self study and that education is now a bubble waiting for a correction.
@SirajRaval
@SirajRaval 7 лет назад
very true
@_yonas
@_yonas 7 лет назад
Education itself is not a bubble but the commercialization of it is.
@omri9325
@omri9325 7 лет назад
I like how he randomly decides to answer a really long answer once in a while.
@SirajRaval
@SirajRaval 7 лет назад
haha i wish i could've captured more of our convo, very unique mind
@OzzieCoto
@OzzieCoto 7 лет назад
Siraj, you gift us with the most amazing insights & we get to enjoy peeking into amazing minds... Thank you. That is bad ass AF. Keep on rocking your Purpose. You are a catalyst for the Change you want to see in the world. You Inspire. Again, thank you!
@SirajRaval
@SirajRaval 7 лет назад
thanks Ozzie!
@anuzis
@anuzis 7 лет назад
Another really excellent interview! Thanks, Siraj.
@dynamicgecko1213
@dynamicgecko1213 7 лет назад
Some interesting answers and that's what learning and improving are all about isn't it, being open to different answers. I like it, thanks for the video Siraj!
@pratyushkumar9037
@pratyushkumar9037 7 лет назад
These interviews are really interesting, and I always look forward to them - especially you interviewing Andrew Ng, Yan Le Cunn or Demis Hassabis. I did something similar recently after being inspired by you. :-)
@SirajRaval
@SirajRaval 7 лет назад
thanks, awesome!
@mujina93
@mujina93 7 лет назад
Wow. This is so interesting! Thank you Siraj for all the effort and content you put on your videos. And thanks to Andrew for his insights. I'm definitely gonna take a look at you Udacity nanodegree! I was wandering if you know any good places where you can do research on AI (not only in the US). Is Oxford one of the best universities in this field? I'm looking for something "intense" (as Andrew said) to do next year, after I graduate.
@ego_sum_liberi
@ego_sum_liberi 7 лет назад
Thanks for uploading this video!
@amdenisgm
@amdenisgm 7 лет назад
Another great one!!! Thank you so much for all the amazing material you put together. I know you work hard to create them, but you also have a real gift for being informative AND entertaining (and obviously cool; but you know that goes without saying). I have a quick question on info that I hope may be useful to others. As someone who has programmed since the mid-80's, and done some AI with Scheme, LISP and Prolog in the early days, I am looking for efficient and informative AI/ML/DL materials like yours. I have found some phenomenal ones like Deep Learning TV (YT), Lynda's recent ones and others, but I have also found some really bad, time-wasting ones like the free Udacity's Google Deep Learning one and various others that abound. I am so thankful for your great work, some of the amazing recently released books on these subjects, and the high level of interest and support among members of the community. My groups work on a range of media, data and AI projects, as part of AI research and Media Lab centers I founded, where people much more skilled than I work and play; but we get quite a range of specialties and subs, from music theory and writers to data science and sw developers. Since we often converge around AI brainstorming and execution ideas, I'm looking for the best informational and training options-- or at least help to avoid some of the really poorly executed ones, since everyone's time is so precious, and this can be so much fun, given the right kind of support. Although I know what is "best" depends on a range of subjective and specific focus/ application related factors; but, any recommendations you could provide would be very appreciated-- you have such a great knowledge base and perspective on so many important things (like humor). In terms of AI libraries, frameworks and such, we are primarily focused on Tensorflow, PyTorch, and enabling components/extensions, using Python and C++; and materials like yours that combine theory with practical and applied are tremendously useful across a wide range of applications. Anyway, thanks again for the mad skills!
@masteronepiece6559
@masteronepiece6559 7 лет назад
When you see guys like Siraj or Andrew you feel great and more appetizer to learn more .
@SirajRaval
@SirajRaval 7 лет назад
thanks!
@DamianReloaded
@DamianReloaded 7 лет назад
He's like an expert in answering google questions. ^_^
@lilpupper4204
@lilpupper4204 7 лет назад
Keep up the awesome work, interviews and tutorials a like!
@hannntr
@hannntr 7 лет назад
I am supposed to be going to a DeepMind tour next week. Thanks for the video
@SirajRaval
@SirajRaval 7 лет назад
thanks Hanz!
@willykitheka7618
@willykitheka7618 6 лет назад
My oh my! Andrew Trask in the house?!? This is a serious bonanza! Am having a blast!
@johnsosa5282
@johnsosa5282 7 лет назад
Awesome video! I was really looking forward to you interviewing an AI researcher instead of an engineer
@SirajRaval
@SirajRaval 7 лет назад
thanks John!
@sukrumehmed8568
@sukrumehmed8568 7 лет назад
C++ in second grade???
@SirajRaval
@SirajRaval 7 лет назад
like a boss
@sukrumehmed8568
@sukrumehmed8568 7 лет назад
Atilla Respect Atilla. I started coding at 20 so I am quite new.
@shreys9881
@shreys9881 7 лет назад
I mastered cobol in the womb
@SirajRaval
@SirajRaval 7 лет назад
XD
@RobertShippey
@RobertShippey 7 лет назад
Just goes to show you only get anywhere if your parents are already somewhere.
@penguinista
@penguinista 5 лет назад
My off the cuff definition of consciousness is: using sensory information to make models of the world around yourself that can be used to make useful predictions and including yourself in the models.
@athifshaffy1414
@athifshaffy1414 7 лет назад
Thanks for this! Continue these awesome interviews :D
@andyroider97
@andyroider97 7 лет назад
Good questions and answers were on point. Nice!
@LuizADRMarques
@LuizADRMarques 7 лет назад
Surprisingly interesting. I also liked the links on his work.
@nicapotato7745
@nicapotato7745 7 лет назад
What was the learning resource he mumbled at 16:07 ?
@Kyzuuh
@Kyzuuh 7 лет назад
Udacity ML nanodegree
@MaxwellMcKinnon
@MaxwellMcKinnon 5 лет назад
Ive read the manning book. Daaaammmn so this is the author. Nice!!!!
@McMurchie
@McMurchie 7 лет назад
For me the take home point was, A.I. is another form of power capital, where at the moment it is money. If we don't decentralize then that power will once again belong in the hands of the few.
@SirajRaval
@SirajRaval 7 лет назад
agreed
@MrPrebuttal
@MrPrebuttal 4 года назад
Adam -亚当- This seems to be darwinian nature, inequality grows as time goes on. However this could be the point in history where we have control of the distribution of power
@peterdeng1620
@peterdeng1620 7 лет назад
One Question I really want to ask an expert in machine learning. If I want to work in machine learning for industries, is it really worth getting a PHD in CS or I should just start working after my master degree in computer science?
@RatherBeCancelledThanHandled
@RatherBeCancelledThanHandled 7 лет назад
You can study for years and never gain the wisdom and overall depth of knowledge this man has, he's intelligent beyond a textbook.
@jazz7946
@jazz7946 6 лет назад
quinkadink he has a PhD you idiot
@DrewBrooksPB
@DrewBrooksPB 6 лет назад
@Shridhar Sharma He also mentioned that further education is irrelevant. He's just smart. You rude comment.
@jazz7946
@jazz7946 6 лет назад
Drew Brooks So what you're saying is the a person with higher education who's dedicatedly studied a particular subject on an average won't be smarter in that particular field compared to someone who learnt it in parts just from the internet without teachers who were there to assist him?
@DrewBrooksPB
@DrewBrooksPB 6 лет назад
I believe it depends on the person's character. Information is information, a degree-holding professional is not required to make information fact. If a person needs a mentor, making connections through a computer society like ACM or IEEE CS is viable. People have different learning styles, and computer science degrees attempt to force that which is focused on academia, and listening to professors/lecturers. My opinion is that valuable education is delayed due to "core-curriculum" pre-requisites. If a student wants to learn AI, don't force them into Art History first. Essentially, regardless of a student's dedication, their path isn't often negotiable through University. Efficiency is a motif in computing, efficiency should exist in learning as well!
@jazz7946
@jazz7946 6 лет назад
Drew Brooks That is true but I think they "force" curriculum on us because we have no idea where a problem could arise we learn what is forced because that is also necessary.And about forcing people do to something obviously people who don't want to do something won't be as proficient as someone willing to do it.But I believe that having someone physically there to point to the lack of knowledge is waaaay better than someone on the internet.Nothing beats books and nothing beats unis.
@Marcos10PT
@Marcos10PT 7 лет назад
Great video, Andrew is awesome!
@Arjun-jt7yb
@Arjun-jt7yb 7 лет назад
NIce to hear about self-taught learning and about disruptive online education.
@larryteslaspacexboringlawr739
@larryteslaspacexboringlawr739 7 лет назад
thank you for deepmind interview
@gamingmax5070
@gamingmax5070 7 лет назад
Siraj I would like to know these type of QA from Yourself
@SirajRaval
@SirajRaval 7 лет назад
hmmm. someone should interview me lol. i have 2 on YT search 'lavendaire siraj raval' and 'confidence ml engineer siraj'
@pratyushkumar9037
@pratyushkumar9037 7 лет назад
Well, I emailed you a few days back for an interview. Would love to do it.
@xPROxSNIPExMW2xPOWER
@xPROxSNIPExMW2xPOWER 7 лет назад
JASON SCOT RAVAL AISHIUFHIUEHHHAHA dead m8 some deep insight on that though 90% understand that indian parent mentality hahahaha
@pratyushkumar9037
@pratyushkumar9037 7 лет назад
What mentality are you talking about?
@xPROxSNIPExMW2xPOWER
@xPROxSNIPExMW2xPOWER 7 лет назад
Pratyush Kumar fixed it for u
@davidsuggitt
@davidsuggitt 7 лет назад
I like these videos. How did you decide on the list of questions?
@JazevoAudiosurf
@JazevoAudiosurf 7 лет назад
i like that your videos are compact
@sumedhdatar8766
@sumedhdatar8766 7 лет назад
Hi Siraj The video on building image classifier using tensorflow was very helpful. Please make a video on object detection using tensorflow object detection API.
@user-hm9ee5oh8l
@user-hm9ee5oh8l 7 лет назад
you deserve way more subs buddy!!
@BFBCIE2
@BFBCIE2 7 лет назад
In the very last question, did he say he recommended the Udacity Nanodegree in ML? I couldn't quite hear what he said there.
@jasneetsingh4018
@jasneetsingh4018 7 лет назад
yeah.He said that only.
@spabbarter
@spabbarter 7 лет назад
Honestly, this guy is amazing. Obviously brilliant, yet humble and eager to make the world a better place. Best response to the meaning of life: 'Love g0d and love people'
@famidaislam5542
@famidaislam5542 7 лет назад
I freaking love your videos... this type of interview format I have never seen before and its awesome Can you please do a draw my life or suggest if you already have one I am 17 (India)and want to complete your courses but its my final year of school so my conscience is telling me not to focus on anything else (still I am watching your videos so...)
@TechGeeks4u
@TechGeeks4u 7 лет назад
I am 14 and from India also.
@SirajRaval
@SirajRaval 7 лет назад
thanks Famida!
@fastdollar1
@fastdollar1 7 лет назад
Seems like a cool guy. I like the diverse personalities you've covered Siraj.
@adityabansal4033
@adityabansal4033 7 лет назад
Awesome questionnaire.. Looking forward to meet u in india in pydata event
@johnstandupstandup7633
@johnstandupstandup7633 7 лет назад
Siraj do you think that AI could be used to help extend lifespan and keep us all healthier for a longer period of time?
@lucaslopesf
@lucaslopesf 7 лет назад
10:45 - What is consciousness? *searching very deep into the mind* *can't find the answer* - I don't know I identify so much with him
@SirajRaval
@SirajRaval 7 лет назад
haha love it
@NS-gr9cy
@NS-gr9cy 2 года назад
#Respect to Andrew Trask.
@luck3949
@luck3949 7 лет назад
But can you work as a scientist in AI field without PhD? I don't see any research vacancy in DeepMind that doesn't require PhD.
@PatrickBateman12420
@PatrickBateman12420 6 лет назад
well done again Siraj!
@yjeeeek
@yjeeeek 7 лет назад
At 16:11 what "degree" Andrew mentions?
@reetigarg7398
@reetigarg7398 7 лет назад
Mikhail Samoylov Udacity nanodegree :)
@aidenstill7179
@aidenstill7179 5 лет назад
Please make a video about the implementation of rnn and cnn without frameworks. using python and numby or just python
@SwattiClears
@SwattiClears 7 лет назад
Made me happy when he answered 'lua'
@pinkiethesmilingcat2862
@pinkiethesmilingcat2862 7 лет назад
I really love this type of videos, it lets us to see the person behind of scientits/engineer. One else god question it would be, i think The visión of AI: Zuckerberg or Musk? And, Siraj, Which library for artificial vision (specifically facial recognition) recommend me? OpenCV? Btw, Viva Ubuntu!
@SirajRaval
@SirajRaval 7 лет назад
thanks Pinkie. AI can be good or evil, depends on who uses it. OpenCV is great. cheers!
@pinkiethesmilingcat2862
@pinkiethesmilingcat2862 7 лет назад
Siraj Raval thanks to you!
@kogniscent
@kogniscent 6 лет назад
16:23 when youre done with an interview and realize youre 3 miles away from where you needed to be
@jameshammond4550
@jameshammond4550 2 года назад
The what degree? Toward the end didn't catch that thanks
@iLoveTurtlesHaha
@iLoveTurtlesHaha 7 лет назад
This man is so interesting. I'd love to just pick at his brain all day.
@ratnasingh101
@ratnasingh101 6 лет назад
Hey Siraj please make a video on your journey from childhood to ...............present
@RedMercury15
@RedMercury15 4 года назад
How did I know he was going to say prestige And Interstellar.. those are my two favorite movies lmao
@derasor
@derasor 7 лет назад
Hey Siraj, do you have a Really Quick Questions with Siraj Raval? If not, I think your fans (me included) would appreciate if you did one. Cheers!
@SirajRaval
@SirajRaval 7 лет назад
you got it, i'll make it happen. either this month or next month
@derasor
@derasor 7 лет назад
Amazing!
@waxwingvain
@waxwingvain 7 лет назад
hit me up with more like these, you know it siraj!!
@darmasri5917
@darmasri5917 7 лет назад
Good stuff.
@gunsler
@gunsler 5 лет назад
Why is the sound in these "Quick Questins" always so weird?
@shravanvenkataraman2194
@shravanvenkataraman2194 5 лет назад
Siraj, why don't you ask these people you interview whether Machine Learning "RESEARCH" can be done without being a part of academia (or industry giants) or without having PhD?
@vivekpal1004
@vivekpal1004 7 лет назад
Cool guy. Really liked his take on religion and science.
@SirajRaval
@SirajRaval 7 лет назад
yea cool dude
@onefulltimeequivalent1230
@onefulltimeequivalent1230 7 лет назад
I think the lack of the ability of online education to motivate people to learn and to give them a broad education (not just the very skills you need everyday at you current job) is highly underestimated.
@hridaythakkar6122
@hridaythakkar6122 7 лет назад
A good collection of questions, brilliantly done!! 16 minutes and a lot to learn. Loved the response to the question on religion!
@dynamicgecko1213
@dynamicgecko1213 7 лет назад
What is he saying at 14:43??
@Gioeufshi
@Gioeufshi 7 лет назад
Melih Durmaz do to others as you want others to do to you. Something like that.
@dynamicgecko1213
@dynamicgecko1213 7 лет назад
Oh. Thanks bro
@grizzledwarveteran2321
@grizzledwarveteran2321 2 года назад
Good man
@rajatkantibhattacharjee4599
@rajatkantibhattacharjee4599 5 лет назад
I know Trask ain't reading this. But I am tooo into movie soundtracks. Like that's the only thing i listen to mostly always. :-D ..... Also i knew the answer to which website he wasted his time on :-p .... twitter cz he is really active there. Awesome guy none the less :-) ..... really awesome.
@marciovenanciobatista
@marciovenanciobatista 6 лет назад
Too many questions... hahahaha... but was very cool.. thanks for sharing
@abhiwins123
@abhiwins123 7 лет назад
His book grokking deep learning is very good. I would recommend the book if you want to make deep learning intuitive. Check out his blog, it's awesome.
@gonzalo_nav
@gonzalo_nav 4 года назад
What degree did he say he thinks it's very strong?
@Tygryss84
@Tygryss84 6 лет назад
He articulated really well why religion and science aren't, or don't have to be enemies :) Nice one.
@MrEtnie
@MrEtnie 6 лет назад
Miś Koralgol I thought the contrary: Not really a distinction. Science is also trying to explain the unexplained, but isn't the yet. So both are making claims to reality, one of which is based on evidence and the other... 😉
@99dynasty
@99dynasty 6 лет назад
" both religion and science are trying to understand the world " Well if he means a general discussion about the idea of a higher power. Then yeah sure. If he is referring to monotheism; Christianity, Islam, Judaism.. Absolutely not seeking to understand the world. Seeking to reconcile an absolute totalitarian final word to a world that increasingly knows better.
@RebeccaHargate
@RebeccaHargate 3 года назад
I disagree. I don’t think he understands the difference.
@hamzaelouakili2438
@hamzaelouakili2438 7 лет назад
Smart Dude!
@vaibhavacharya9428
@vaibhavacharya9428 7 лет назад
Hello Siraj, I am a *Python programmer* 15 years old kid from India and want a advice from you. Well I wanna be a Python programmer in future and I don't know where to start? What subjects should I choose in Class 11th or What steps should I follow to become a Data scientist or a AI researcher. *Please help* and *Great video again!*
@jasneetsingh4018
@jasneetsingh4018 7 лет назад
Study PCM with Economics. Go deep into mathematics and statistics , you can use npetl for that.
@helperfunction4981
@helperfunction4981 7 лет назад
Vaibhav Acharya first make sure you know math up to calculus. Then start from Computer Architecture (very important). Make sure you have crystal clear mental map of how the machine works (cpu, memory, i/o) without any abstractions. If you want to be a good progrmmer you need to know what your program is doing on the lowest level.
@CISMD
@CISMD 7 лет назад
As a USA student, he must have to pay high fees, right?
@isaacjfung
@isaacjfung 5 лет назад
CISMD PhD are fully funded. The only cost is opportunity cost.
@rpcruz
@rpcruz 7 лет назад
At 7:00, Andrew mentions he admires the "former Firefox CEO" because of going forward with his beliefs... Is he referring to former Mozilla CEO, Brendan Eich?
@ED-TwoZeroNine
@ED-TwoZeroNine 7 лет назад
Ricardo Cruz Yes I think that's who he would be talking about. The former CEO believed in marriage only being between a man and a woman. Got called, inhumane, a Nazi and a racist for it.
@RebeccaHargate
@RebeccaHargate 3 года назад
Yeah, I was sad to see him say that.
@davidsuggitt
@davidsuggitt 7 лет назад
forward head posture
@SHA-qs7st
@SHA-qs7st 7 лет назад
Siraj, I am from India studying in a local engineering college. I am trying to learn ml and deep learning and stumbled upon one of your videos. Your videos are awesome but I find it a bit tough or very fast. Can you make some detailed videos for beginners like me?
@kratoz2324
@kratoz2324 6 лет назад
Bro same thing is with me,start with basics of nanodegree foundation and buy Andrew trask book Grokking deep learning
@bauwndule
@bauwndule 6 лет назад
Guy at 2:30 playing ping pong looks exactly like you Siraj!
@SirajRaval
@SirajRaval 6 лет назад
Dude! I never noticed that his hair has a silver streak too! Good catch
@anshumansingh9184
@anshumansingh9184 4 года назад
I think you should change the title to give a little intro about this guy.
@BlingSco
@BlingSco 6 лет назад
We've got a potential ML Revolutionary in the making here, lol
@ShivaInu42
@ShivaInu42 6 лет назад
13:55 yes!
@livingr3764
@livingr3764 7 лет назад
What open source in the ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-qJ1rdVEcl5g.htmlm48s ?
@DivyansuAmbastha
@DivyansuAmbastha 7 лет назад
Trade themarket pytorch
@phliip7362
@phliip7362 7 лет назад
What an absolute legend!
@BFBCIE2
@BFBCIE2 7 лет назад
lol shouts to Tanmay Bakshi!
@SirajRaval
@SirajRaval 7 лет назад
haha he is so cutie
@arpisaroyan6848
@arpisaroyan6848 6 лет назад
Can you fall in love with 67 questions?
@BrianMPrime
@BrianMPrime 7 лет назад
"Upending the power structure of AI datasets" seems like a worthwhile problem. Linguistic data is too expensive to acquire.
@amazingvipul8392
@amazingvipul8392 Год назад
After a question on religion, what text editor do you use? 😂😂
@jammerinc5474
@jammerinc5474 5 лет назад
This is so awesome I really want to get into the world of Ai and machine learning as well as cyber security. I have played a little with OpenAi gym to build a self taught game bot 😂😂🌏🌏
@TheAcolossus
@TheAcolossus 7 лет назад
TIL DeepMind Researcher knows as much about ML & AI as I do
@titledleee
@titledleee 7 лет назад
Dudeeee, do one of yourself!!! i needa know!
@marcin774
@marcin774 7 лет назад
never-ever replace original audio with post-interview studio recording. It makes audience confused and was bit frustrating to me at the very beginning If the quality of your voice was trash, add subtitles. And if you replaced it cause you didn't like your voice: next time just leave it - trust me, nobody cares
@SirajRaval
@SirajRaval 7 лет назад
understood thanks
@marcin774
@marcin774 7 лет назад
Siraj Raval ✌🤙 Great interview, keep up the good work ♡
@marcin774
@marcin774 7 лет назад
It did for me. All of us are twisted in some way, right? ;)
@GmoneyMozart
@GmoneyMozart 7 лет назад
Siraj Raval ya maybe but another mic so you can both be hooked up. Still fun to watch.
@ignaszemleckas5028
@ignaszemleckas5028 6 лет назад
I actually found it more engaging this way. The difference in sound recording caught my attention, where as the content made me watch it all through.
@mirarlejos
@mirarlejos 6 лет назад
Those people in the background really need to deeplearn how to play ping-pong.
@joshsmit779
@joshsmit779 6 лет назад
5:09 to 5:45 I had to listen to that twice.
@gustavomartinez6892
@gustavomartinez6892 5 лет назад
Me too I don't know what is consciousness, I mean It even is very controversial for so many people
@noahfatsi7190
@noahfatsi7190 5 лет назад
+1 for the Prestige
@luckybrandon
@luckybrandon 7 лет назад
Wow he got 99% correct on this pop quiz!!!
@comeinwiththerain19
@comeinwiththerain19 7 лет назад
What is the meaning of working on data instead of algorithms???
@shreerangaraju1013
@shreerangaraju1013 7 лет назад
clean, eda etc
@sahandsharifzadeh
@sahandsharifzadeh 7 лет назад
So u just gave the camera to someone else and started playing table tennis ? :))
@KartikAyyar
@KartikAyyar 7 лет назад
The ping pong noises are really distracting.
@SirajRaval
@SirajRaval 7 лет назад
noted thanks