I really enjoyed this conversation with Andrew. Here's the outline: 0:00 - Introduction 2:23 - First few steps in AI 5:05 - Early days of online education 16:07 - Teaching on a whiteboard 17:46 - Pieter Abbeel and early research at Stanford 23:17 - Early days of deep learning 32:55 - Quick preview: deeplearning.ai, landing.ai, and AI fund 33:23 - deeplearning.ai: how to get started in deep learning 45:55 - Unsupervised learning 49:40 - deeplearning.ai (continued) 56:12 - Career in deep learning 58:56 - Should you get a PhD? 1:03:28 - AI fund - building startups 1:11:14 - Landing.ai - growing AI efforts in established companies 1:20:44 - Artificial general intelligence
@dayanandak46674 жыл бұрын
Thank you very much
@zeitgeisttv53124 жыл бұрын
The reason why hand writing is fundamentally different and more powerful because you are in the act of recalling and creating neural pathways. It's like drawing you are creating something from nothninness
@avimohan65944 жыл бұрын
About time! ( 😂)
@aheinstein2914 жыл бұрын
I think you forgot: 1:22:02 How to throw shade at Elon Musk without mentioning his name. Jk, thanks for another great interview!
@jf92294 жыл бұрын
Absolutely loved this one!
4 жыл бұрын
I'm just a tradesman painting houses for a living but I stream these discussions in my headphones all day long while working. Even a luddite like me can gain so much from a guy like Andrew Ng - it's a quasi-spiritual process contemplating AI and how it relates to how I think and see the world. Even those not educated in this area ought to take an interest as its so intellectually enriching.
@jeromedeleon12264 жыл бұрын
you’re an inspiration! everyone has humble beginnings
@josh_rdgrs4 жыл бұрын
I do construction and I do the same thing lol. Cool to see I'm not the only one.
@refactoredcodes4 жыл бұрын
The work you do for money and your knowledge should not have to match. They are two different things. I am a software engineer and I want to learn to paint house. Because, that is a skill and activates different parts of brain. Education is everyones right. And, they should have access to it.
@simokokko755010 ай бұрын
@@refactoredcodes Well said. Everyone should try to learn as much as possible. And like you said 'job's status level' should not define people. There are smart people everywhere.
@kattmeating831510 ай бұрын
Bunch of good will huntings over here
@Reve101 Жыл бұрын
I teared up when Andrew said “someone allow me the good fortune of helping them a little bit on their path to their dreams”. It restores my faith in humanity when I hear influential people like him with this much humility.
@prof_shixo4 жыл бұрын
I have a PhD in AI and I can say that Andrew is THE BEST machine learning/AI educator I have ever seen on the field! The deeplearning specialization is just invaluable for any interested learner in DL.
@pranav36584 жыл бұрын
Hey, is it a Ph.D in standalone AI or is it Ph.D in CS with a concentration in AI? (PhD AI or PhD CS with AI concentration).
@prof_shixo4 жыл бұрын
@@pranav3658 Hi, there is no such a PhD in AI as the specialization. Usually, it would be PhD in CS, Stats, or EE with a focus on AI and machine learning.
@pranav36584 жыл бұрын
Sherif Mosaad aah, thanks a lot for the reply! Also, I have an admit into the masters program in AI @ Boston University, AI is definitely what iam passionate about and a Ph.D is definitely a part of the bigger picture for me. Would you recommend I take it or rather settle for a more traditional MS in CS with focus on AI?
@shravani91063 жыл бұрын
@@prof_shixo hey I am 17 still in high school. I did some courses in machine learning and some data science courses.Topics like Neural Networks intimidate me. I wanna ask which major should I pick as my undergraduate degree. CS, electrical and electronics, or economics degree?
@ivannav3 жыл бұрын
@@shravani9106 CS
@shamsuddeen20044 жыл бұрын
Whenever someone uses the word "It turns out", I remember Andrew Ng. I love Andrew Ng.
@Max-lr6dk4 жыл бұрын
@@99dynasty i will buy it
@bobblum20004 жыл бұрын
@@99dynasty 1
@re1konn4 жыл бұрын
@Potato Potato was gonna type the same thing haha
@s.tahsin.r22883 жыл бұрын
yes have heard those before every time a topic came up that Andrew feared might be too much for his students.
@BingLi2243 жыл бұрын
recall his lectures
@TheRobertjoellewis4 жыл бұрын
I took Ng's class on Coursera years ago. It switched my career trajectory from academic to industry, and spurred my interest in making things. Awesome to see this interview!
@stanrock80154 жыл бұрын
Robert Lewis I’m late to the show and going thru it now but yes. Changing my career direction now
@unreactive4 жыл бұрын
Hi, I take the same class. Can you recommend some next course or anything else?
@TheRobertjoellewis4 жыл бұрын
@@unreactive I really enjoyed reading DataSmart by John Foreman. I also recommend the website "fast.ai" (I found out from Lex). Finally, there are good courses on specific techniques, programming languages, etc, on how to use ML on udemy.com. Udemy seems more practical, and has taught me how to actually implement some things and deploy them for use in the cloud.
@unreactive4 жыл бұрын
Awesome, thanks!
@Sui_Generis04 жыл бұрын
How much is it?
@danielfirebanksquevedo8914 жыл бұрын
One of the people that inspired me to do artificial intelligence in areas that matter. Without Coursera I would have not gotten where I am today. Thank you for this conversation Lex!
@usaintl84564 жыл бұрын
Splendid!
@Lumcoin3 жыл бұрын
did you finish it? I'm at course 4 week 4 in deeplearning.ai
@Aesthetic_Euclides3 жыл бұрын
Is it really that good?
@dra.adrianadomingosromer49684 жыл бұрын
Im a physician from Brazil learning ai and this fine man helped me a lot thank you sir I salute you
@chaidaro4 жыл бұрын
27:34 "If you want to make a breakthrough, you sometimes have to do something before it becomes popular". What a humble man :)
@aishwaryamuchandi90054 жыл бұрын
He's the best teacher I have met so far. He teaches all the concepts to its very core and many times even predicts his student's doubts and clears it(really felt as if i was into his class where all my doubts were getting cleared) . His teaching made me realize my passion for AI, ML which decided the trajectory of my career. He teaches such complex concepts in such a simplified way (that's the beauty of teacher).At one point of time I could literally visualize statistics making my foundations clear(especially gradient descent) . It will truly be my fortune and blessing to ever meet my mentor in person. Thanks Lex Fridman for this video where we all could know more about Prof Andrew Ng.
@joshryan43874 жыл бұрын
I currently work as a computer vision engineer. I got hired having only a BS in Math and zero ML experience. My first assignment was to take Andrew's ML/DL classes on Coursera. Invaluable. Thank you!!
@seetsamolapo56005 ай бұрын
Would you still recommend it for beginners today?
@Michael-Gill4 жыл бұрын
As a GenX'er I enjoyed this interview so much. It made me actually feel like I was experiencing the internet we were promised decades ago. A well thought out and intelligent conversation that, in the end, leaves the viewer in a state better than when they first pressed the play button. Well done.
@zeitgeisttv53124 жыл бұрын
53:30 Andrew's Recommendation on how to learn more deeply with handwritten notes
@Sui_Generis04 жыл бұрын
Handwritten notes is better than typing but I thought that is not surprising. That being said, taking notes In itself is not that good for revision/recall. Active recall and spaced repetition are the best for that
@aegystierone85054 жыл бұрын
I have to agree with this, even while learning programming, writing things down actually helps a lot.
@adognamedsally4 жыл бұрын
I found this basic technique very useful for studying kanji while learning Japanese. My theory at the time was that the extra effort I had to expend was forcing my brain to focus more on the content rather than going into autopilot mode. However, I also found that intervalled repetition was a big part in the learning process.
@datasciyinfo51334 жыл бұрын
Agreed. Active recall (trying to answer own questions with the solution covered) and spaced repetitions are best. But trying to summarize a point in your own words in almost as good. I think Andrew was pointing to that aspect.
@Oblivic4 жыл бұрын
You’re making these vids almost as fast as I can watch them! Thanks so much my favorite podcast and my favorite thing on youtube.
@TechOutAdam4 жыл бұрын
This man got a great voiceover career available at anytime.
@vijayabhaskar-j4 жыл бұрын
Both are wearing their iconic dresses! XD
@BasharAlkhalili4 жыл бұрын
Those are their super hero suits
@matthewchunk36894 жыл бұрын
@@BasharAlkhalili brilliant people seem creatures of habbit. what to wear is not just a distraction, it's irrelevent to them (i'm thinking of einstein in those effeminate sandals)
@MiroslawHorbal4 жыл бұрын
Thank you so much for making this available Lex. Andrew literally changed the direction of my life with his Stanford ML course and subsequent work with Coursera (which happened to introduce me to Geoffrey Hinton's deep learning course). His work ethic and drive to help the most people has helped reshape the face of education and I don't doubt it will leave a lasting positive impact on this world.
@arunramji4 жыл бұрын
Andrew NG has lot of fans in INDIA 😊
@pradnyachaughule77094 жыл бұрын
Thanks Lex. The conversation is quite informative. Andrew NG is the one who introduced me to the world of Machine learning through Coursera few years back. I think it takes a special kind of expertise to make complex things sound simple. Andrew NG truly has done a great job at explaining basics of ML to all of us. He truly is the father of Machine/Deep learning.
@iirolenkkari95642 жыл бұрын
I have taken several of Andrew Ng's courses. I have thoroughly enjoyed them and learned so much. He is a great teacher and a very likeable person.
@GovindKumarMaliLucky4 жыл бұрын
Andrew Ng is my Guru.. This is first podcast I listed fully in a silent room
@jahyegor4 жыл бұрын
Единственный подкаст, который я могу слушать постоянно. Лекс, спасибо за первоклассный контент! В сети вряд ли найдется другой такой же впечатляющий источник философского анализа темы искусственного интеллекта. Как говорится, instant classic )
@user-so7ix1pj7h Жыл бұрын
Andrew Ng is really productive in AI area. His courses of deep learning is my first AI course. It is really helpful. Helping people working great in one area makes people feel happy. do something useful for other people. Thanks Andrew and Lex.
@mmughal4 жыл бұрын
This one I will listen full!
@jentazim3 жыл бұрын
Thanks for being considerate in the way you do ads. Much appreciated.
@zeitgeisttv53124 жыл бұрын
Andrew Ng and Lex Fridaman voices are so soothing
@eidios68714 жыл бұрын
I've been waiting for this!!! Thanks bro!
@thecanopenerpodcast85754 жыл бұрын
Lex, thank you for educating the world for free, I am grateful beyond belief.
@Niki007hound4 жыл бұрын
Fantastic interview. I took Andrew's ML course and am still deeply impressed by his pedagogical abilities. He is very observant and masters the art of passing on his knowledge. What an enrichtment these new distance learning WBT methods are for society! Perhaps the biggest improvement in this still new century for quality of life and fairness regarding access to knowledge and skills. Thank you from a humble admirer.
@kyrgyzsanjar4 жыл бұрын
Andrew is one of those people whos impact on the world is impossible to estimate. He's a living legend. Born to be an educator.
@SudipBishwakarma4 жыл бұрын
Man I love your podcasts..Andrew Ng is such a great educator. His deep learning specialization on coursera is what got me into machine learning. His Stanford machine learning lecture playlist on KZbin is awesome as well.
@nurgisaandasbek Жыл бұрын
Thank you so much for making this available Lex.
@sakthiks7774 жыл бұрын
Andrew Ng is a great teacher, great person, great(to the power of n) to me and my friends. I request this great human being to build systems in healthcare and life sciences that would transform the lives of people around the world, particularly the poor-needy and under privileged.
@manuelillanes16354 жыл бұрын
I'm a psychologist trying to jump to AI, this was my first professor even though he doesn't know about me I'm very grateful for his existence. Thanks Lex.
@nb8298 Жыл бұрын
Thanks for having Andrew on. He is above all else very authentic in his journey.
@manhalrahman57854 жыл бұрын
Listening to Andrew Ng is so nostalgic lol I remember how much I enjoyed my first step into AI with his ML course
@iamhandk4 жыл бұрын
This is so awesome! Thanks for having Andrew on.
@hg48753 жыл бұрын
Andrew Ngs point about reframing the problem to solve it yourself was extremely insightful. I'm going to try this with my nephews when we make puzzles - I'll show him initially how some things can connect (not all) and have him "reframe it" to solve it himself! - super excited
@submagr4 жыл бұрын
Thanks, Lex for this amazing podcast. Thanks Prof. Ng for thoughtful advices. What I liked best - Try to study 2 Research Papers every week, make a habit of something. Think about who would be your peers before joining a team. Thanks.
@nirajabcd4 жыл бұрын
Good to see so many of the listeners took up ML/DL courses from Andrew Ng. I am one of them and actually been doing professional work for more than a year. Without Andrew Ng and Coursera, I would have never gotten into ML.
@hetheas79065 күн бұрын
Andrew Ng is, without a doubt, the best lecturer out there!
@anandbalivada74614 жыл бұрын
This week has been awesome! First Scott Aaronson and now Andrew Ng :). Lex, it'd be really cool if you could get someone working on the theoretical aspects of Machine Learning, like Sanjeev Arora, Ankur Moitra or Costis Daskalakis... It'd be super interesting to see the conversation between experts on two different sides of the same coin; applied and theoretical.
@johnfunk75682 жыл бұрын
Lex, More love to you bud. Enrolled in Coursera and signed up for Andrew's course because of this!!! THANKS!
@engineer5804 жыл бұрын
Two of the people that encouraged me to do artificial intelligence are you. Thank you.
@manbunmath2 жыл бұрын
I love the part where they talk about handwritten notes over typed notes. The fact that you have to "encode" the information in order to write it down in fewer words [rather than be able to transcribe verbatim when typing] is key. When we encode the data for our notes, we are learning a set of nonlinear transformations which connect our encoded notes and the original, larger resolution, message. In performing such a task, we learn features about the message, thus gaining what we call "a deeper understanding." The brain is a wonderful machine.
@caijason94864 жыл бұрын
Great job. I have been totally inspired by Andrew Ng two years ago.
@henrycowsert3999 Жыл бұрын
You've come so far lex!
@HeisenbergHK21 күн бұрын
The best explnation of gradient decent I've ever heard was from this man, Andrew Ng.
@ramon1f4 жыл бұрын
Great, enjoying my dinner at the moment. time to feed my brain some information also! Let's go.
@e-readers Жыл бұрын
I really enjoyed this interview done by you and Andrew.
@bluestacks6614 жыл бұрын
He explains very eloquently actually! Thanks for the interview, Lex!
@vegas18543 жыл бұрын
It's an amazing time to be alive. I'm fascinated by Auudia's new Vodacast. Perfect podcast compliment.
@neuroling4 жыл бұрын
This is a very inspirational interview. Thanks for it, Lex!
@ss00mm113 жыл бұрын
I came from no formal education on computer science or AI, took Ng's machine learning MOOC, and fast forward a few years and now I'm in my 2nd year of my CS PhD with a focus on AI.
@seetsamolapo56005 ай бұрын
Wait, so you got into CS PhD without doing the CS undergrad?
@ss00mm115 ай бұрын
I had an undergraduate degree in physics and master's in mechanical engineering@@seetsamolapo5600
@ryanwickman8554 жыл бұрын
Amazing to see two great minds talk! Especially Andrew Ng who introduced me to the field of machine learning!
@imraulemmaka5114 жыл бұрын
I was long waiting for you to bring him!!
@nirajabcd4 жыл бұрын
Andrew Ng was the reason I started doing AI/ML. Big fan of him.
@carlosvillarreal79893 ай бұрын
Andrew's videos on KZbin are goated. 🐐
@joyeo24983 жыл бұрын
Hands down to Andrew. Great mind with such a down to earth personality. Just love composed and calm vibe that he gives out when he talks as well.
@sigangsabaglari36064 жыл бұрын
Thank you Andrew Ng, you are the best. I'm learning so much from you.
@ivanpineda2583 жыл бұрын
This is one of the most impactful podcasts I've heard! Thanks so much, Lex & Andrew!
@aaditya_ai4 жыл бұрын
Finally ! Andrew Ng.
@bakhtiyor_sulaymonov Жыл бұрын
Thanks for the podcast
@AxelC20204 жыл бұрын
ok, after watching Lex for for a while I finally enrolled into coursera AI course.
@kevthedestroyer10444 жыл бұрын
yeah deeplearning.ai has two great courses
@JousefM4 жыл бұрын
I like all of your Podcasts Lex, but this one will probably be the first one that I watch from beginning to the end! AndrewNg 4 president! :D
@krasimirzlatev48434 жыл бұрын
Nice listening/watching to both of you. Thank you.
@nimmasoda4 жыл бұрын
#1:15:00 Ripple Effect #1:24:00 Wealth Inequality #1:26:00 Mistake of Late Realization (Do not regret) What a golden interview it is... So much inspired by his words. We need Part-2 of Andrew ng, after his another ground breaking work. Such a great human-being in Tech space __/\__
@MrAscetic234 жыл бұрын
Fantastic, just in time for my 2hr drive
@captainhaddock65244 жыл бұрын
Andrew ‘don’t worry’ Ng 😀 Really cool guy though, I enjoyed working through the Deep Learning Specialisation a few months back. Surely many others here did too!
@yunqingma27964 жыл бұрын
hahaha...Did the Machine Learning and now doing the Deep Learning Specialization...He always "I know......don't worry about it...It will get better as you go through the programing ass".............but man...the Deep nn ass is damn hard...
@shawnjames32424 жыл бұрын
@@yunqingma2796 hey bro did you finish the specialization
@romandorosh84734 жыл бұрын
This man has pulled some strings of my soul. And it's really motivate me for dive in this field. Thank you, Lex
@VysakhRemesh4 жыл бұрын
Thank you Andrew Ng and Lex Fridman
@mqasemniksefat42023 жыл бұрын
I love the guy! He influenced my knowledge and path, as well as many of you, for the better!
@hillstudios12 жыл бұрын
Thank you Andrew and Coursera
@TheAIEpiphany3 жыл бұрын
01:01:00 That's a huge piece of advice! And I couldn't agree more. People tend to get attracted to the logo - but the experience individuals have is so broad and ranges from poor to incredible even inside Google, Microsoft, Facebook and all of those famous tech companies.
@mustaqimkhan68854 жыл бұрын
Thank you Lex Fridman for this great podcast!
@l_a_h7972 ай бұрын
Thank you for pronouncing "Ng" at the beginning of the video! His name is everywhere, but it's not easy to find out the pronunciation. Also great questions, and inspiring, insightful answers from Andrew.
@avinandanbanerjee95684 жыл бұрын
no words can describe how much i love andrew
@thequantartist3 жыл бұрын
Loved this video, I found it really interesting to hear Andrew Ng draw the analogy of litteracy to data science or coding skills.
@8adeight3 жыл бұрын
Ng's accent is completely mesmerizing. I feel like I'm learning just listening.
@dalchemistt74 жыл бұрын
Woo-hoo....It's Andrew Ng. My 3 most admired virtual teachers are Prof. Strang, Tsitsiklis and Ng. Two have been here and only Prof. Tsitsiklis is remaining now. Thanks Lex.
@chuckyandrewson34414 жыл бұрын
Lex, I agree 100 percent on the writing by long hand. I became a writer in prison, inspired by none other than himself Mr Henry Chinaski. First few years were pen and pad, then I lucked into an electric typewriter which was still sufficiently analog enough to get these same results in relation to retention. Funny how these basic principles of simplicity or back to the basics do in fact hold their own, whether it's the stem folk implementing them or the proletariat. Idk, I really enjoy what you do. Keep it up, please. Na Zdorovie!!
@Ramlingamr4 жыл бұрын
Fantastic! What I like about your casts is the choice of people to talk to and meaningful line of discussion. They elevate our understanding a little bit, looking forward to every episode!!
@thienphanphuoc48244 жыл бұрын
Prof. Andrew Ng is a very respected man with his smile.
@jboyce0074 жыл бұрын
Hellz yeah! Big Ng on the podcast!
@marlhex6280 Жыл бұрын
Man this is one of the best guests that we can have in the field !!! 😂😂 that was awesome that you could get this generous man!!!! Such a wonderful human you to put him on the mic and him from providing such words
@sampars78254 жыл бұрын
I've become one of Andrew's fans, especially after starting Deep Learning specialization and finishing the first course. It has changed my life.
@brunosemedo19984 жыл бұрын
One of the best guests ever!
@FloWoelki4 жыл бұрын
Two beasts in a conversation. Awesome stuff!
@stanrock80154 жыл бұрын
Become my fav KZbin channel. I’ve missed so many but I can binge forever. :-)
@roccoincardona98364 жыл бұрын
So inspiring! Thanks a lot for this and all the other interviews!
@Jman2008xxl4 жыл бұрын
Well done, another tremendous interview! I am becoming more and more inspired to seek out and understand AI/machine learning and hopefully 1 day I can apply it to help solve the near impossible problem of Cybersecurity.
@adversaryproductions52984 жыл бұрын
I am new to learning AI too. I just started Andrew Ngs Deep learning course on coursera, its AWESOME and easy to understand! There is no time to waste, so much information, check out the free trial :) Good luck! I have big ideas about common sense and unassisted learning I hope to try out someday!
@leizhong63693 жыл бұрын
💚🤍love this conversation, the warmth and gentleness from the brilliant scientists, thanks
@tunguyenlam4 жыл бұрын
Thank Lex for interesting conversation ! Thank Andrew, I'm one of your million students !
@baselalyafi40224 жыл бұрын
I have been waiting for this long ago. Thanks Andrew. Thanks Lex.
@phil.46884 жыл бұрын
To me, this was like watching one of the greatest "sensei" (teacher, master, guide) in the world with one of the most promising students of life in the same world (I mean that with all the benevolence and positivity possible, I love the "naive", honest, true world view that Lex shares with us). I could see the humility in Lex, responded in kind by Andrew - the true hallmark of greater human intelligence. That was a fantastic moment. I don't know if it gets bigger than this! ;-) Thank you so, so much Andrew and Lex for the awesomeness you both bring into this world. Here's to a future mankind powerful enough to level up in humility, and to our efforts on the way there.
@jackvial55914 жыл бұрын
Great interview! Andrew is a true legend. My only complaint is that I didn't hear him say "Concretely" once!
@aldorodriguez7310 Жыл бұрын
I love Coursera even more now. I didn’t know he was a co-founder.
@aashishsinghnagvanshi4155 Жыл бұрын
amazing season...i am learning a lot in this podcast ..thank you so much
@hansmuster52914 жыл бұрын
so much love and respect for this guy!
@karlotake53694 жыл бұрын
This was a very monotone discussion, but as it turns out, it was also the most inspirational discussion I've listened to in a long time. Seriously, this vid got me pumped. Also, yes, I'm an INTP.