Andrew Ng: Opportunities in AI - 2023
ฝัง
- เผยแพร่เมื่อ 8 พ.ค. 2024
- This discussion took place on July 26, 2023, at Cemex Auditorium, Stanford University, and was hosted by the Stanford Graduate School of Business.
This talk covers:
Trends in AI Technologies and Tools
Supervised Learning
Generative AI
The Adoption of AI
Opportunities in AI
Process for Building Startups
AI Risks and Social Impact
Explore the essentials of machine learning and develop practical skills to implement AI applications in this beginner-friendly program:
www.coursera.org/specializati...
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.
Welcome to the future my friend.
Indeed.
I am having a sitz bath and watching this lol. Yeah what a time to be alive
me too, bro
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
"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✨
Yeah
Couldn't agree more!
Thank you so much
did you find a job in AI?
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.
Thank you Prof. Andrew Ng
Andrew Ng is awesome on multiple levels. I'm always a bit smarter each time I listen to him.
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!
Thank you so much, Andrew Ng!
I always love to watch Andrew Ng videos.
Very concise and well laid out presentation. Any beginner who wants to take their first step into AI will benefit from this
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
Thank you for imparting your knowledge Andrew! Thanks Stanford Online for uploading the content too.
Happy to be one of your online students, big impact on many peoples life you are creating!
Very thoughtful talk and easy to follow, love it
His stand on ethical grounds and serving humanity with technology is what makes him a great person.
It would have been interesting to have the Q/A included. Great talk.
Excellent presentation! I'm glad that I found it.
Watched it non stop. A great teacher who can explain a very complex topic in a very simple way.
My Super hero and AI hero, thanks so much for all your wonderful courses, documents, etc!
Truly an inspiration and reason to love learning AI
Excellent talk. Thanks!
Andrew Ng is awesome. Love him.
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.
Andrew always delivers such interesting views. Everything I've encountered that he speaks about or does is simply great.
Andrew is really a source of inspiration. Thankyou
Absolutely fascinating talk, Andrew!
Your vision of "Data Centric AI" and the gradual, responsible development of AI technology is a powerful reminder of AI's potential to be a force for good. It's inspiring to think of AI not as a threat, but as a tool that can help us tackle some of the most pressing challenges of our times.
such a bright and humane person… enjoyed every minute of his talk
Thank you for sharing your knowledge to everyone 🎉
I am loving to see that how calm and Serene this guy is while giving a concept.
Thanks for sharing!
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.
Love his soothing voice and simple, but not simplistic explanations.
This is a valid layer of how AI growth across sectors corresponds with each other! Andrew is a legend!
Thank you Andrew and Stanford
Thank you for sharing 💙
Thank you very much Andrew!
Great talk, Andrew is the goat 🐐
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 sharing Dr. Andrew Ng's speaking. I took his AI and data-science classes, and they are with top-notch contents. Amazing
We need more people like Andrew Ng in this world, very inspiring and helpful.
Very valuable speech! Thank you very much.
Thank you, Andrew! Very inspiring!
Excellent presentation and speech!
Thank you for sharing this one! I enjoyed your discussion of when to build and how to consider the idea.
So grateful for this… Thank you so much Dr Andrew NG and Stanford University
Brilliant thinker and very personable. Great talk.
thank you Andrew for these insights.
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. 🙏
It takes a brilliant mind like Andrew to make complex things relatable and understandable for most people
he changed my life. thank you so much!
Andrew Ng is hero of AI!
Andrew Sir You are great !
Amazing talk and insights, Dr. Andrew! I'm totally on board with the exciting future of the TI sector. However, I respectfully disagree about it taking decades. I believe AGI could emerge in just a few short years. Can't wait to see how things unfold with models such as Gemini! 🚀🤖
Absolutely Great Content..
Thks for published. 🙏 Amazing class.
thanks for spreading so valuable thoughts
Wonderful presentation. Thank you Andrew Ng, thank you Stanford.
I can listen to him talk all day.
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 very much for doing this!
Excellent presentation. Kudos!
The idea of generative AI with long tail business is very impressive. Thank you, Andrew.
Andrew is one of goats in AI, thank you for your dedication and hard work
I took some Coursera´s courses and Mr A. NG was the instructor, He has a great way for teaching
Love Andrew!
This dude deserves noble prize
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
True but has he made anything significant that has an actual application? Teaching and incubating aside
@@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.
Great video, thanks for sharing!
Andrew Ng Truly an awesome inspiration thank you for everything ❤🎉
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!!!!
Fantastic content, definitely worth 30min of your life to watch!
Excellent presentation. I gained 10x knowledge on AI watching this. Thanks Andrew
Andrew Ng has excellent ability to explain complex AI topics in concise and layman terms!
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
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.
Very informative speech! And I must admit that I envied the start up that found a chance to work with him. Geography matters...
Very inspiring and helpful ❤
❤ Andrew Ng ❤
Thanks Andrew. AI should be seen as gen purpose tech is an eye opening point to generate ideas
This is the master who can describe difficult things so easily understandable!
Very informative and insightful. A pleasure to watch / and easy to digest. - And now... onto my next AI training ;) 😃👍
His voice is SO calming. ❤
Great content to explain What's AI and Amazing speaker !. I'm love of Andrew NG ;)
Andrew is democratizing access to company building. Great purpose.
Andrew Ng makes AI accessible, understandable, and relevant for people ... this knowledge and his teaching is a gift that he shares with humanity.
His ways of explanation are top notch❤💯
what a great lecture
love this guy. what a goat. thanks for everything you do 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
Thank you ❤️
Really really awesome video. Thank you for sharing this much of information.👍👍
Clear and solid explaination that clear my doubts about AI risk.. thanks doctor 👍🙏🏻
clear concepts. Thanx for sharing
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?
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! 🦋🦋🦋
🎯 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
This lecture can only be described as awesome in practicality as with the real time application of artificial intelligence.
Dr Andrew is at the top of the game.
Dr. Andrew Ng is amazing! I wish I could get his autograph.