Andrew Ng: Opportunities in AI - 2023
2024 ж. 12 Мам.
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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
"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?
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
Andrew Ng is awesome on multiple levels. I'm always a bit smarter each time I listen to him.
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.
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.
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.
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 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.
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 concise and well laid out presentation. Any beginner who wants to take their first step into AI will benefit from this
I always love to watch Andrew Ng videos.
Thank you for sharing your knowledge to everyone 🎉
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 so much, Andrew Ng!
Excellent talk. Thanks!
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 this one! I enjoyed your discussion of when to build and how to consider the idea.
My Super hero and AI hero, thanks so much for all your wonderful courses, documents, etc!
Thank you for sharing 💙
Thanks for sharing!
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
Andrew is really a source of inspiration. Thankyou
Excellent presentation! I'm glad that I found it.
Very thoughtful talk and easy to follow, love it
Happy to be one of your online students, big impact on many peoples life you are creating!
Truly an inspiration and reason to love learning AI
Andrew Ng is awesome. Love him.
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
Thank you Prof. Andrew Ng
Andrew Ng Truly an awesome inspiration thank you for everything ❤🎉
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. 🙏
thanks for spreading so valuable thoughts
Really really awesome video. Thank you for sharing this much of information.👍👍
So grateful for this… Thank you so much Dr Andrew NG and Stanford University
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!
Wonderful presentation. Thank you Andrew Ng, thank you Stanford.
Thank you very much for doing this!
I took some Coursera´s courses and Mr A. NG was the instructor, He has a great way for teaching
what a great lecture
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
Thank you for imparting your knowledge Andrew! Thanks Stanford Online for uploading the content too.
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.
Very valuable speech! Thank you very much.
Brilliant thinker and very personable. Great talk.
Absolutely Great Content..
Excellent presentation and speech!
Andrew Ng is the only one putting out real, usable info on AI on a regular basis. His newsletter on AI delivers news as soon as it happens. I feel like he somehow knows about everything first.
Please tell me where can i access his newspaper
Check Deeplearning AI
Excellent presentation. I gained 10x knowledge on AI watching this. Thanks Andrew
Andrew always delivers such interesting views. Everything I've encountered that he speaks about or does is simply great.
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
thank you Andrew for these insights.
Great video, thanks for sharing!
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! 🚀🤖
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 very much Andrew!
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.
Very inspiring and helpful ❤
Andrew Ng makes AI accessible, understandable, and relevant for people ... this knowledge and his teaching is a gift that he shares with humanity.
Great talk, Andrew is the goat 🐐
Thank you ❤️
The idea of generative AI with long tail business is very impressive. Thank you, Andrew.
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 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.
He definitely changed my life 😅 I am an MLE now cause of him.
he changed my life. thank you so much!
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!!!!
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.
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!
Dr. Andrew Ng is amazing! I wish I could get his autograph.
Andrew Ng has excellent ability to explain complex AI topics in concise and layman terms!
High quality overview of AI at present and possibilities for the future. Everyone interested in AI must check it out. Thank you'
Great content to explain What's AI and Amazing speaker !. I'm love of Andrew NG ;)
Excellent presentation. Kudos!
Watched it non stop. A great teacher who can explain a very complex topic in a very simple way.
Thanks Andrew. AI should be seen as gen purpose tech is an eye opening point to generate ideas
Love Andrew!
His ways of explanation are top notch❤💯
Andrew Sir You are great !
🎯 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
Fantastic content, definitely worth 30min of your life to watch!
Thank you, Andrew! Very inspiring!
such a bright and humane person… enjoyed every minute of his talk
Thks for published. 🙏 Amazing class.
His stand on ethical grounds and serving humanity with technology is what makes him a great person.
Love his soothing voice and simple, but not simplistic explanations.
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.
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.
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.
This lecture can only be described as awesome in practicality as with the real time application of artificial intelligence.
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!
Love this!
❤ Andrew Ng ❤
I am loving to see that how calm and Serene this guy is while giving a concept.
clear concepts. Thanx for sharing
Andrew is democratizing access to company building. Great purpose.