While watching I was wondering how tough it would have been for people during 3rd industrial revolution to get such kind of information make themselves aware and prepare for the future.
As a computer scientist (with a degree from Stanford, actually), I can confirm this is an impressively lucid summary of the complex developments in AI over the last few decades. He skips over a lot of details (breakthrough architectures, hardware advances, arguments around how to test AI, ethical dilemmas behind training data sources, etc), but he still manages to trace the high-level contours that really matter. I'd add though: the single biggest opportunity in AI is to think more critically about how to use it in ways that uplift our communiites, rather than to do things like exploit the psychology of children to sell ads. This is something that requires all of us.
Thank you so much Andrew Ng and Stanford for teaching and sharing in the most basic way about AI and its applications and risks. you are a real Teacher. any person can learn about this AI topic. "survive and thrive for the future"
A sign of supreme intelligence is the ability to discuss complex in very simple terms and this guys does it (apparently) so effortlessly. Brilliant and insightful lecture - I have been ruminating on the “scale” problem for many years but thought it is just because I’m not a computer scientist and didn’t really understand. His views about domain expertise totally resonated with me. Thank you.
Andrew Ng is a great mentor. His Machine Learning course at Coursera was my first online AI online course about 12 y ago. Since then I have taken tens of online courses and became an AI mentor.
It's difficult to believe that this humble, lovely, patient man is also an incredibly powerful and wealthy person, who has also been the boss of thousands of people. I can't think of anyone in history who has had such power and humility at the same time.
@@tonycatman When you see him on Coursera (new courses included) it feels like you are just sitting with a friend. I even saw him flabbergasted when the guest instructor stated he learned ML from Andrew's courses.
His contributions to AI and making learning accessible to all will never be overlooked. He has earned his name on the AI Hall of fame. Sir, thank you for your selflessness ! I sign for a pause in training of large AI models but I still trust your judgment.
@evanshlom1 Coursera, for example. Probably a lot in research but that's just a conjecture. And I'd argue teaching and incubating are very good actual applications. If he had built a business that helps incubate, you wouldn't have said that.
He seems like a very kind man. I like his thoughts around AI, I find myself aligning with his line of thinking as to all the hype that's going on at the moment.
Andrew has truly made a legendary impact with his dedication to education over the years. I deeply appreciate all that he has done. Kudos to Stanford for consistently sharing such valuable content featuring leading figures in technology!
I consider it a significant accomplishment and a matter of great pride to have had the opportunity to study and learn from Professor Andrew Ng, thanks to Stanford University.
It’s hard to overstate Andrew’s role in communicating the importance of the AI space to millions of people who are interested in using technology to build a better world. His online ML class has likely spurred thousands of bright minds to pursue this space and to make meaningful contributions. Kudos to your contributions, Andrew!
It was fascinating to hear Andrew Ng's predictions about the future of AI in 2023. The video does a fantastic job of capturing the enormity of the opportunities.
I've been studying and getting certifications in Prompt Engineering, Mathematics, Coding, Data Science, Open Artificial Intelligence, Machine Learning, Deep Learning, and Neural Networks for a few years now. I can't find a job anywhere. When I'm in a interview and talk about the cost saving benefits and increase in productivity using Artificial Intelligence and automation, they usually end the interview right away and send a Dear John letter that they went with another candidate.
Thank you for the insights and inspiration, Mr. Ng. Thank you for the Coursera course which was a true eye opener to the power of AI for me. What a talented, humble and ethical person!
It is a pleasure and a relief to have people like that, with so much experience and achievements without losing a bit of humility and responsibility. I think he is and will always be, at least for me, one of the best references in this and many other fields, we are really lucky that we have people of that level. A big hug
One of the feature is intelligence is the ability to explain complex topics in simple words. In this presentación Andrew Ng showed the present and near term future of AI in such simple terms that it is very comprehensible for people in non tech fields. He also clearly summarized the entries to the system. I am very interested in exploring the landscape of education that is untouched but could be greatly enhanced by AI. Thanks!
I am sure you would have come across people who are really intelligent but when it comes to teaching or explaining, they are not very good at it. I have, in my school, college and often at work. IMO, teaching is a skill and need a separate work to be good at it.
Really the first realistic overview I've seen in the echo chambers of TH-cam, especially at the end. Thanks for that!!! In my opinion, the biggest problem is the use of all our collected data by the internet giants for commercial purposes. Because they now own the hardware layer, the API layer and the data sets to train the AI. That's a big difference from the past, when it was much harder to achieve a concentration even in one sector.
Andrew Ng is Great ! and more to come ! It has been a highly informative and envisioning Presentation I have ever heard ! Thank you Stanford for making it accessible to everyone across the Globe. 🙏
Simply amazing. 10:45 literally inspired me to write a whole python package to make this logic available to data analysts/scientists/engineers more widely (called dpq on github/pypi).
Thank you so much, Andrew Ng! Back when I was learning about data science, the courses seemed really complex. Your courses made those complexities simple to understand, and they helped me succeed in my machine learning and deep learning modules.
Such a pleasure listening to your amazing brilliance your calming demeanor and charisma in explaining AI Thank you for your precious precious time We truly appreciate you
Great talk!! One question / comment. When talking about the problems with AI, he didn't mention the opacity problem. The fact that we can't explain why an AI system gave a particular answer to a certain question is problematic, especially when these systems are deployed in settings that affect pepole's rights (like getting a loan, credit score, parole issues, etc.). Moreover, these systems can be manipulated by their users and developers. Users can deploy various attacks, and malicious developers might train the system to contain backdoors. The prodact is a black box. In many cases it's not a problem, but in many other cases it is. I'd love to hear what Andrew has to say about it.
Andrew, thanks so much for discussing AI in such and easy way to understand. My team has been working on similar ways to bring inspiration to travel over the last 4 months. You are spot on. Thanks and look forward hearing more - Kirk
I struggled most with textures in my 3D art. Now I can just prompt whatever I need! It’d amazing!! I’m so much more productive when I don’t have to worry about painting/drawing every detail!!!!
Wonderfull lecture by andrew, 20 mins i am into video. I don't fill boring or obsessed. Learned alot, begginers friendly lecture delievered in a excellent way.
Dr. Ng's insights on AI being a versatile and general-purpose technology are absolutely captivating. His analogy likening AI to electricity, highlighting their adaptability, is truly noteworthy. It's remarkable to witness the evolution of AI!
Great presentation. I love his humility and pragmatism when it comes to AGI. That's a shame the so called leaders of the silicon valley are not like him.
I've been learning frontend and backend cause it's the fastest path to getting a job, but from now I'm going deep into calculus, statistics and lineal algebra cause it's my dream to become an AI engineer
Dr. Ng is living his life purpose by working on things that move humanity forward! His classes about AI online is one of the first videos that I saw and learned about AI and Machine Learning. Glad to see that the projects his company works on have a greater impact on a lot more industries other than tech.
AI has exponentially grown both in value and adoption. I feel the opportunity in AI lies between the hybridization of the abstract and the conventional.
While Ng makes great courses, a crucial point in the AI landscape he failed to mention is access to data. In this example of AI Tinder, one cannot build that without multiple data points and practically anyone can build one if they have access to it. The competitive advantage most companies have is the data they use to train the models and access to GPUs which overall makes it a difficult industry to break into.
An accelerating competitive advantage that helps the flywheel of building a better product with new iterations at a faster rate than competitors can keep up with. (Intel and chips come to mind in that example)
The example was actually AI relationship coach if I recall. Actually now that we have very smart general purpose models like GPT-4, you don't need a ton of data to build this. Literally all he had to do was get that former Tinder CEO to make a concise list of important lessons for relationships and then come up with a way to turn that information into prompts for the OpenAI ChatGPT API that would enable actual coaching for specific individuals and relationships based on the info.
@@JonathanDennill His comment says that high quality data is an immediate and large barrier to entry for an AI startup. Your comment is a platitude about how to create a successful startup. In the case of an AI startup, data is a prerequisite to the concept mentioned in your comment, so your comment was not useful.
Thank you Andrew. I remember a day when I visited a remote village in Asia. Someone mentioned talking about your courses and they could learn AI from your videos. You keep doing great work.
![The Near Future of AI [Entire Talk] - Andrew Ng (AI Fund)](/img/n.gif)
Andrew Ng is a hero, he's the reason why I started studying ML. I love his humble and clear teaching style. He makes any topic seem understandable.
a good teacher
his Coursera courses are awesome
agree, agree, agree. He never tries to push tons of words into your brain, just what really needs
He's definitely not a hero he's nefarious but he is a good teacher
@@trawsoza2926 why
It is so COOL that I can watch a Stanford University presentation while eating a bag of chips in my living room. What a time to be alive.
While watching I was wondering how tough it would have been for people during 3rd industrial revolution to get such kind of information make themselves aware and prepare for the future.
Indeed.
I am having a sitz bath and watching this lol. Yeah what a time to be alive
me too， bro
Stockholm syndrome
Andrew Ng is awesome on multiple levels. I'm always a bit smarter each time I listen to him.
"AI is the new electricity" the best quote of the century! Great Prof. Andrew Ng
Also, "Data is the new oil"
I am loving to see that how calm and Serene this guy is while giving a concept.
As a computer scientist (with a degree from Stanford, actually), I can confirm this is an impressively lucid summary of the complex developments in AI over the last few decades. He skips over a lot of details (breakthrough architectures, hardware advances, arguments around how to test AI, ethical dilemmas behind training data sources, etc), but he still manages to trace the high-level contours that really matter.
I'd add though: the single biggest opportunity in AI is to think more critically about how to use it in ways that uplift our communiites, rather than to do things like exploit the psychology of children to sell ads. This is something that requires all of us.
Another AI opportunity, to use AI to combat exploitative use cases. Fight bad AI with good AI haha.
Wonderfully put! The benefits of AI should be shared with all of humanity.
Thank you so much Andrew Ng and Stanford for teaching and sharing in the most basic way about AI and its applications and risks. you are a real Teacher. any person can learn about this AI topic.
"survive and thrive for the future"
A sign of supreme intelligence is the ability to discuss complex in very simple terms and this guys does it (apparently) so effortlessly. Brilliant and insightful lecture - I have been ruminating on the “scale” problem for many years but thought it is just because I’m not a computer scientist and didn’t really understand. His views about domain expertise totally resonated with me. Thank you.
This dude deserves noble prize
Thank you, Andrew Ng, and a big thanks to the entire team for making it possible for us to listen to such a great man discuss an amazing topic.
Andrew ng is my mentor and the mentor of every AI and machine learning student billion dollar man Thank you for all you effort and generosity
Andrew Ng is a great mentor. His Machine Learning course at Coursera was my first online AI online course about 12 y ago. Since then I have taken tens of online courses and became an AI mentor.
We need more people like Andrew Ng in this world, very inspiring and helpful.
It's difficult to believe that this humble, lovely, patient man is also an incredibly powerful and wealthy person, who has also been the boss of thousands of people.
I can't think of anyone in history who has had such power and humility at the same time.
@@tonycatman When you see him on Coursera (new courses included) it feels like you are just sitting with a friend. I even saw him flabbergasted when the guest instructor stated he learned ML from Andrew's courses.
His contributions to AI and making learning accessible to all will never be overlooked. He has earned his name on the AI Hall of fame. Sir, thank you for your selflessness ! I sign for a pause in training of large AI models but I still trust your judgment.
0:39
2:22 3:07 3:15
4:31
@evanshlom1 Coursera, for example. Probably a lot in research but that's just a conjecture. And I'd argue teaching and incubating are very good actual applications. If he had built a business that helps incubate, you wouldn't have said that.
andrew ng is so over rated
This is the master who can describe difficult things so easily understandable!
He seems like a very kind man. I like his thoughts around AI, I find myself aligning with his line of thinking as to all the hype that's going on at the moment.
Andrew has changed my life. My journey to learn AI started with Andrew.
Can you please share the road map for getting started with AI.
Very concise and well laid out presentation. Any beginner who wants to take their first step into AI will benefit from this
Andrew has truly made a legendary impact with his dedication to education over the years. I deeply appreciate all that he has done. Kudos to Stanford for consistently sharing such valuable content featuring leading figures in technology!
Ezra u
I consider it a significant accomplishment and a matter of great pride to have had the opportunity to study and learn from Professor Andrew Ng, thanks to Stanford University.
Thank you for sharing Dr. Andrew Ng's speaking. I took his AI and data-science classes, and they are with top-notch contents. Amazing
It’s hard to overstate Andrew’s role in communicating the importance of the AI space to millions of people who are interested in using technology to build a better world. His online ML class has likely spurred thousands of bright minds to pursue this space and to make meaningful contributions. Kudos to your contributions, Andrew!
Happy to be one of your online students, big impact on many peoples life you are creating!
This man is the reason I fell in love with complex topics like Artificial Neural Networks in AI. He is hero for all AI lovers.
✨Laurence Moroney and Andrew Ng✨
Couldn't agree more!
Thank you so much
did you find a job in AI?
overrated af imo
My Super hero and AI hero, thanks so much for all your wonderful courses, documents, etc!
It was fascinating to hear Andrew Ng's predictions about the future of AI in 2023. The video does a fantastic job of capturing the enormity of the opportunities.
timeless and classic conclusion
I've been studying and getting certifications in Prompt Engineering, Mathematics, Coding, Data Science, Open Artificial Intelligence, Machine Learning, Deep Learning, and Neural Networks for a few years now. I can't find a job anywhere. When I'm in a interview and talk about the cost saving benefits and increase in productivity using Artificial Intelligence and automation, they usually end the interview right away and send a Dear John letter that they went with another candidate.
Ur ahead of the curve my friend.
Have you found a job ? I'm thinking of getting certifications
@@UnsignRecruit nope. You need a bachelor's or master's degree.
His stand on ethical grounds and serving humanity with technology is what makes him a great person.
such a bright and humane person… enjoyed every minute of his talk
Andrew Ng makes AI accessible, understandable, and relevant for people ... this knowledge and his teaching is a gift that he shares with humanity.
Andrew NG is best educator and how he shares is ideas/thoughts in such a simple way that anyone can just understand
Thank you for the insights and inspiration, Mr. Ng. Thank you for the Coursera course which was a true eye opener to the power of AI for me. What a talented, humble and ethical person!
It would have been interesting to have the Q/A included. Great talk.
Thank you Andrew and Stanford
It is a pleasure and a relief to have people like that, with so much experience and achievements without losing a bit of humility and responsibility. I think he is and will always be, at least for me, one of the best references in this and many other fields, we are really lucky that we have people of that level. A big hug
NeuralNet and GenAI is the talk of this decade
One of the feature is intelligence is the ability to explain complex topics in simple words. In this presentación Andrew Ng showed the present and near term future of AI in such simple terms that it is very comprehensible for people in non tech fields. He also clearly summarized the entries to the system.
I am very interested in exploring the landscape of education that is untouched but could be greatly enhanced by AI.
Thanks!
I am sure you would have come across people who are really intelligent but when it comes to teaching or explaining, they are not very good at it.
I have, in my school, college and often at work.
IMO, teaching is a skill and need a separate work to be good at it.
This is a valid layer of how AI growth across sectors corresponds with each other! Andrew is a legend!
I am back again. Always nice to review great talks.
Really the first realistic overview I've seen in the echo chambers of TH-cam, especially at the end. Thanks for that!!! In my opinion, the biggest problem is the use of all our collected data by the internet giants for commercial purposes. Because they now own the hardware layer, the API layer and the data sets to train the AI. That's a big difference from the past, when it was much harder to achieve a concentration even in one sector.
Andrew Ng is Great ! and more to come ! It has been a highly informative and envisioning Presentation I have ever heard ! Thank you Stanford for making it accessible to everyone across the Globe. 🙏
Thank you so much, Andrew Ng!
Watched it non stop. A great teacher who can explain a very complex topic in a very simple way.
Wonderful presentation. Thank you Andrew Ng, thank you Stanford.
So grateful for this… Thank you so much Dr Andrew NG and Stanford University
Simply amazing. 10:45 literally inspired me to write a whole python package to make this logic available to data analysts/scientists/engineers more widely (called dpq on github/pypi).
Thank you so much, Andrew Ng! Back when I was learning about data science, the courses seemed really complex. Your courses made those complexities simple to understand, and they helped me succeed in my machine learning and deep learning modules.
Can you please share the road map for the machine learning?
I always love to watch Andrew Ng videos.
Such a pleasure listening to your amazing brilliance your calming demeanor and charisma in explaining AI
Thank you for your
precious precious time We truly appreciate you
Andrew Ng is awesome. Love him.
This man strikes me as a very brilliant person. Kudos man, so effortless in his speech, very highly captivating.
I'm happy to being part of as a viewer of stanferd University.... In future I hope new videos are coming....
Thank you for imparting your knowledge Andrew! Thanks Stanford Online for uploading the content too.
Andrew is the complete sauce of being extremely good at theory and extremely pragmatic guy. I am so fascinated. A true inspiration for me
I can listen to him talk all day.
Brilliant thinker and very personable. Great talk.
Great talk!! One question / comment. When talking about the problems with AI, he didn't mention the opacity problem. The fact that we can't explain why an AI system gave a particular answer to a certain question is problematic, especially when these systems are deployed in settings that affect pepole's rights (like getting a loan, credit score, parole issues, etc.). Moreover, these systems can be manipulated by their users and developers. Users can deploy various attacks, and malicious developers might train the system to contain backdoors. The prodact is a black box. In many cases it's not a problem, but in many other cases it is.
I'd love to hear what Andrew has to say about it.
Andrew, thanks so much for discussing AI in such and easy way to understand. My team has been working on similar ways to bring inspiration to travel over the last 4 months. You are spot on. Thanks and look forward hearing more - Kirk
Andrew Ng has excellent ability to explain complex AI topics in concise and layman terms!
Great talk, Andrew is the goat 🐐
Love his soothing voice and simple, but not simplistic explanations.
It takes a brilliant mind like Andrew to make complex things relatable and understandable for most people
Andrew is democratizing access to company building. Great purpose.
Andrew is one of goats in AI, thank you for your dedication and hard work
The idea of generative AI with long tail business is very impressive. Thank you, Andrew.
Andrew is really a source of inspiration. Thankyou
Dr Andrew is at the top of the game.
This lecture can only be described as awesome in practicality as with the real time application of artificial intelligence.
He's one of the co founders of Coursera too?? my hero
I struggled most with textures in my 3D art. Now I can just prompt whatever I need! It’d amazing!! I’m so much more productive when I don’t have to worry about painting/drawing every detail!!!!
Wonderfull lecture by andrew, 20 mins i am into video. I don't fill boring or obsessed. Learned alot, begginers friendly lecture delievered in a excellent way.
Elegant distillation of a complex topic✨
Thanks Andrew. AI should be seen as gen purpose tech is an eye opening point to generate ideas
Very thoughtful talk and easy to follow, love it
Dr. Ng's insights on AI being a versatile and general-purpose technology are absolutely captivating. His analogy likening AI to electricity, highlighting their adaptability, is truly noteworthy. It's remarkable to witness the evolution of AI!
Excellent presentation. I gained 10x knowledge on AI watching this. Thanks Andrew
Excellent presentation and speech!
Have been doing this for some of my prompts to get the best possible answer, now I know its being called as an agentic workflow by the community.
the moment he started speaking, Goosebumps ❤
Dr. Andrew Ng is amazing! I wish I could get his autograph.
Алиша, ты лучшая!!! Я влюбился в тебя, в твои уроки. Огромная благодарность тебе за твою жизнерадостность и любовь к своему делу!
Thank you for sharing this one! I enjoyed your discussion of when to build and how to consider the idea.
Great presentation. I love his humility and pragmatism when it comes to AGI. That's a shame the so called leaders of the silicon valley are not like him.
Truly an inspiration and reason to love learning AI
His ways of explanation are top notch❤💯
he changed my life. thank you so much!
Excellent presentation. Kudos!
I've been learning frontend and backend cause it's the fastest path to getting a job, but from now I'm going deep into calculus, statistics and lineal algebra cause it's my dream to become an AI engineer
Dr. Ng is living his life purpose by working on things that move humanity forward! His classes about AI online is one of the first videos that I saw and learned about AI and Machine Learning. Glad to see that the projects his company works on have a greater impact on a lot more industries other than tech.
Fantastic content, definitely worth 30min of your life to watch!
clear concepts. Thanx for sharing
AI has exponentially grown both in value and adoption. I feel the opportunity in AI lies between the hybridization of the abstract and the conventional.
Great talk 👍
Context (7:12) on tokens and RLHF was helpful for me.
Kindest regards, neighbours and friends.
Thank you Prof. Andrew Ng
High quality overview of AI at present and possibilities for the future. Everyone interested in AI must check it out. Thank you'
Very valuable speech! Thank you very much.
Andrew Ng, that's my boy!!!!
While Ng makes great courses, a crucial point in the AI landscape he failed to mention is access to data. In this example of AI Tinder, one cannot build that without multiple data points and practically anyone can build one if they have access to it. The competitive advantage most companies have is the data they use to train the models and access to GPUs which overall makes it a difficult industry to break into.
An accelerating competitive advantage that helps the flywheel of building a better product with new iterations at a faster rate than competitors can keep up with. (Intel and chips come to mind in that example)
The example was actually AI relationship coach if I recall. Actually now that we have very smart general purpose models like GPT-4, you don't need a ton of data to build this. Literally all he had to do was get that former Tinder CEO to make a concise list of important lessons for relationships and then come up with a way to turn that information into prompts for the OpenAI ChatGPT API that would enable actual coaching for specific individuals and relationships based on the info.
@@JonathanDennill His comment says that high quality data is an immediate and large barrier to entry for an AI startup. Your comment is a platitude about how to create a successful startup. In the case of an AI startup, data is a prerequisite to the concept mentioned in your comment, so your comment was not useful.
I read the quote, " Data is the new oil" Get that today. Data is everything in this new era.
@@cademcmanus2865 thanks dude!
Thank you Andrew. I remember a day when I visited a remote village in Asia. Someone mentioned talking about your courses and they could learn AI from your videos. You keep doing great work.
Thank you for sharing your knowledge to everyone 🎉