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.
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.
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.
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.
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.
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!
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"
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!
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 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!
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 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. 🙏
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.
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 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
🎯 Key Takeaways for quick navigation: 00:00 🤖 Dr. Andrew Ng discusses opportunities in AI as a general-purpose technology. 01:26 🧠 AI comprises various tools, with supervised learning and generative AI being the most important. 02:09 💡 Supervised learning excels at labeling and mapping tasks in various applications, such as spam detection, online advertising, self-driving cars, and automated visual inspection. 05:50 🔥 Generative AI, like GPT-3, generates text based on supervised learning principles by predicting the next word in a sequence. 08:06 🚀 Low-code and no-code AI tools are making it easier for developers to create customized AI applications rapidly. 11:47 💰 Current AI value is concentrated in consumer software and the internet, but there is vast untapped potential in other industries. 15:57 🛠️ The emergence of low-code and no-code AI tools is enabling AI adoption in diverse industries and use cases. 20:47 🌐 Dr. Ng started AI Fund, an incubator, to explore diverse AI opportunities by creating startups. 22:12 💻 Opportunities in the AI stack include hardware, infrastructure, developer tools, and applications, with application layer success being crucial for the ecosystem. 23:36 🤖 Andrew Ng discusses Armor.ai, an AI-powered platform for romantic relationship coaching, highlighting the unique opportunities at the application layer where AI and relationships expertise intersect. 25:28 🚢 Bearing AI is an example of using AI to make ships more fuel-efficient, demonstrating the process of validating startup ideas and bringing in a CEO from the beginning for efficiency. 28:33 🌐 Andrew Ng emphasizes focusing on one's "swim lane," specializing in AI while collaborating with subject matter experts to explore exciting new opportunities in various domains. 30:36 🧠 Engaging with concrete AI ideas efficiently validates or falsifies them and provides clear execution direction, making collaboration with subject matter experts more effective. 32:00 🌍 Andrew Ng addresses the responsibility of ensuring AI projects benefit humanity ethically, acknowledging challenges like bias and the potential job disruptions. 33:52 🤖 Artificial General Intelligence (AGI) is still decades away, and concerns about AI causing human extinction are overblown; gradual development allows for oversight and safety measures. 35:40 🌏 AI, as part of the solution, can help address real extinction risks to humanity, such as pandemics and climate change, rather than being a significant threat itself. Made with HARPA AI
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.
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
Really the first realistic overview I've seen in the echo chambers of RUclips, 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.
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.
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.
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.
Wow. Andrew is a genius. His ability to articulate and make relatable such a complex topic stood out for me more than his undeniably solid knowledge of it. Thank you for this🙏
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.
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).
Год назад+5
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.
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!
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!!!!
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.
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.
If you happen to read this keep going... You have the strength to overcome any obstacle. Celebrate your victories, no matter how small, and be kind to yourself. Your journey will lead you to a brighter tomorrow! 🦋🦋🦋
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.
![Ziak - [ESSONNE HISTORY X] Grabba // Chassé Croisé (Prod. Lowonstage X Sam Tiba)](http://i.ytimg.com/vi/R9O0T0-HlWM/mqdefault.jpg)
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"
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
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 dude deserves noble prize
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.
I am loving to see that how calm and Serene this guy is while giving a concept.
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.
Very concise and well laid out presentation. Any beginner who wants to take their first step into AI will benefit from this
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, 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 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
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"
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
My Super hero and AI hero, thanks so much for all your wonderful courses, documents, etc!
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!
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 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!
Thank you Andrew and Stanford
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 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. 🙏
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
Happy to be one of your online students, big impact on many peoples life you are creating!
So grateful for this… Thank you so much Dr Andrew NG and Stanford University
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.
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.
Wonderful presentation. Thank you Andrew Ng, thank you Stanford.
Thank you so much, Andrew Ng!
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
such a bright and humane person… enjoyed every minute of his talk
🎯 Key Takeaways for quick navigation:
00:00 🤖 Dr. Andrew Ng discusses opportunities in AI as a general-purpose technology.
01:26 🧠 AI comprises various tools, with supervised learning and generative AI being the most important.
02:09 💡 Supervised learning excels at labeling and mapping tasks in various applications, such as spam detection, online advertising, self-driving cars, and automated visual inspection.
05:50 🔥 Generative AI, like GPT-3, generates text based on supervised learning principles by predicting the next word in a sequence.
08:06 🚀 Low-code and no-code AI tools are making it easier for developers to create customized AI applications rapidly.
11:47 💰 Current AI value is concentrated in consumer software and the internet, but there is vast untapped potential in other industries.
15:57 🛠️ The emergence of low-code and no-code AI tools is enabling AI adoption in diverse industries and use cases.
20:47 🌐 Dr. Ng started AI Fund, an incubator, to explore diverse AI opportunities by creating startups.
22:12 💻 Opportunities in the AI stack include hardware, infrastructure, developer tools, and applications, with application layer success being crucial for the ecosystem.
23:36 🤖 Andrew Ng discusses Armor.ai, an AI-powered platform for romantic relationship coaching, highlighting the unique opportunities at the application layer where AI and relationships expertise intersect.
25:28 🚢 Bearing AI is an example of using AI to make ships more fuel-efficient, demonstrating the process of validating startup ideas and bringing in a CEO from the beginning for efficiency.
28:33 🌐 Andrew Ng emphasizes focusing on one's "swim lane," specializing in AI while collaborating with subject matter experts to explore exciting new opportunities in various domains.
30:36 🧠 Engaging with concrete AI ideas efficiently validates or falsifies them and provides clear execution direction, making collaboration with subject matter experts more effective.
32:00 🌍 Andrew Ng addresses the responsibility of ensuring AI projects benefit humanity ethically, acknowledging challenges like bias and the potential job disruptions.
33:52 🤖 Artificial General Intelligence (AGI) is still decades away, and concerns about AI causing human extinction are overblown; gradual development allows for oversight and safety measures.
35:40 🌏 AI, as part of the solution, can help address real extinction risks to humanity, such as pandemics and climate change, rather than being a significant threat itself.
Made with HARPA AI
Super! Which type of "youtube summary" command did you use, longer or shorter?
The timestamps seem to be wrong.
AI Fund is a _studio,_ not an _incubator._ Very different things.
HARPA needs to be fined tuned. Also unfortunately this won't work too well with visual representations and tables shown on the video.
Thanks
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?
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 makes AI accessible, understandable, and relevant for people ... this knowledge and his teaching is a gift that he shares with humanity.
Thank you for imparting your knowledge Andrew! Thanks Stanford Online for uploading the content too.
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.
I am back again. Always nice to review great talks.
It would have been interesting to have the Q/A included. Great talk.
Andrew Ng is awesome. Love him.
Really the first realistic overview I've seen in the echo chambers of RUclips, 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.
Excellent presentation. I gained 10x knowledge on AI watching this. Thanks Andrew
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.
I always love to watch Andrew Ng videos.
His stand on ethical grounds and serving humanity with technology is what makes him a great person.
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.
Very thoughtful talk and easy to follow, love it
Andrew is really a source of inspiration. Thankyou
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
Brilliant thinker and very personable. Great talk.
Wow. Andrew is a genius. His ability to articulate and make relatable such a complex topic stood out for me more than his undeniably solid knowledge of it. Thank you for this🙏
The "simp'ing" is strong in this one.
Great talk, Andrew is the goat 🐐
I'm happy to being part of as a viewer of stanferd University.... In future I hope new videos are coming....
Andrew Ng has excellent ability to explain complex AI topics in concise and layman terms!
Andrew Ng Truly an awesome inspiration thank you for everything ❤🎉
Watched it non stop. A great teacher who can explain a very complex topic in a very simple way.
Andrew Ng, that's my boy!!!!
NeuralNet and GenAI is the talk of this decade
Andrew NG is best educator and how he shares is ideas/thoughts in such a simple way that anyone can just understand
Love his soothing voice and simple, but not simplistic explanations.
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.
Andrew is democratizing access to company building. Great purpose.
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).
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!
Thank you for sharing this one! I enjoyed your discussion of when to build and how to consider the idea.
The idea of generative AI with long tail business is very impressive. Thank you, Andrew.
This man strikes me as a very brilliant person. Kudos man, so effortless in his speech, very highly captivating.
Very valuable speech! Thank you very much.
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 and speech!
High quality overview of AI at present and possibilities for the future. Everyone interested in AI must check it out. Thank you'
Thank you for sharing your knowledge to everyone 🎉
Thank you Prof. Andrew Ng
Fantastic content, definitely worth 30min of your life to watch!
Very informative speech! And I must admit that I envied the start up that found a chance to work with him. Geography matters...
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!!!!
I can listen to him talk all day.
Andrew is the complete sauce of being extremely good at theory and extremely pragmatic guy. I am so fascinated. A true inspiration for me
thank you Andrew for these insights.
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!
Truly an inspiration and reason to love learning 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.
Great content to explain What's AI and Amazing speaker !. I'm love of Andrew NG ;)
Thanks Andrew. AI should be seen as gen purpose tech is an eye opening point to generate ideas
Excellent presentation. Kudos!
Алиша, ты лучшая!!! Я влюбился в тебя, в твои уроки. Огромная благодарность тебе за твою жизнерадостность и любовь к своему делу!
Dr. Andrew Ng is amazing! I wish I could get his autograph.
If you happen to read this keep going... You have the strength to overcome any obstacle. Celebrate your victories, no matter how small, and be kind to yourself. Your journey will lead you to a brighter tomorrow! 🦋🦋🦋
Very insightful video!!
Excellent presentation! I'm glad that I found it.
Great video, thanks for sharing!
Andrew is one of goats in AI, thank you for your dedication and hard work
clear concepts. Thanx for sharing
Dr Andrew is at the top of the game.
Andrew always delivers such interesting views. Everything I've encountered that he speaks about or does is simply great.
Elegant distillation of a complex topic✨
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.