Hi Jeff, I’m a Contact Center Solution Architect (Business not Technical). Is there free online training (with or without a certificate) available? I need to be able to articulate this information to clients across verticals (healthcare, travel and entertainment, financial and banking etc) and know what options are available definitely technology providers (the Tech SAs that make this stuff work). Any advice/suggestions for me? 🙏😊
I discovered generative AI last year, and today I simply can't live without it! The content creation for my social media-UA-cam, LinkedIn, blogs, Instagram-thanks for it! Thank you for your contribution to the video, it was enriching.
@@karagi101Plagiarism is the representation of another PERSON's language, thoughts, ideas, or expressions as one's own original work. I think in mundane creative capacity there's no reason to disclose the use of AI. I think in a scholarly or work position not disclosing the use of AI is unethical
I never thought I would dive this deep into AI. I am so proud of myself and all those who are taking this serious. So many people tell me learning all these technologies are a waste of time and I can't understand how some people don't think AI is apart of us for good and has been for awhile now. This video was great
wow this gentleman did an amzing job, can tell he is well educated. Clear concise explanations. Not boring in mannerisms. First time seeing him would love to see more.
Same!!! I was locked in immediately. Such an engaging guy I liked it right away. And by the end, actually learned a lot and feel much more able to understand this.
Jeff Crume always breaks it down! Excellent analogy between music and LLMs. They don’t just regurgitate information just as new music is not simply regurgitated notes.
Actually a lot of it is :) and lately it's been just beats and monotony. Compare Taylor Swift to Mark Knopfler for example and you'll see that we are regressing on that front
WOW ! What a simplistic and powerful explanation. Best learning experience after long time. The topics shared here I will never forget, it's that kind of delivery
Normally we see the presenter writing on some kind of a screen with his back to the viewer. What tool are you using to write on something in front of you while talking and facing the viewers?
Very nice and informative video. I remember back in the 90's when I was recording sounds on my pc and messing around with a hex editor on it. I realized I could generate a sound record from any place on earth or generate a voice just by writing that hex code inside. Btw the screeching from the marker in that video cracks me up
Great video! 🌟 I really appreciated the clear explanations of AI, Machine Learning, Deep Learning, and Generative AI. It’s fascinating to see how these technologies are interconnected and evolving. The examples you provided helped clarify the differences between them. Looking forward to more content like this! Keep up the awesome work! 👍
This is a superb overview of the field. I love the timeline along the bottom, because, while it's true that AI has exploded suddenly, it was actually long time in development.
When I broke the thumb on my right hand, I learned to write with my left. I thought then that left-handed people would find it easier to learn a reflected alphabet and write on a transparent surface from right to left. A right-handed reader would flip the page over and read from right to left. I'm pleased to see my idea in action!
To the speaker: your voice frequency is very conducive to learning this content. Since I learn best by reading and "hands-on", I have found it a challenge to listen to youtube videos for any length of time due to incongruent frequencies of voices. I am so glad I found your video with this information with which I am fascinated coupled with your voice that allows me to listen in mental congruence. Thanks again.
"Fantastic breakdown of AI concepts! SmythOS is making multi-agent AI collaboration easier and more effective. Excited to see how generative AI will augment human creativity! #AITech"
This only the second one of your videos that I have seen, but what wonderful videos they are! Straight to the heart of computer science topics yet in easy to grasp overviews. Yep, sounds like a contradiction but I think that's what you achieve. Thank you.
A useful and welcome contribution - always great to try and agree the language of the world of AI hype - especially if we're trying to deliver value in Enterprises through 'AI'. Think this webinar might miss a key part- all those really useful ML models that aren't Deep Learning (categorization, time series forecasting, anomaly detection etc - that work on governed 'structured data'.
I took all those classes in the 80's. Prolog, probability, neural network, structure of computer and computation. I mostly programmed in Pascal on IBM VM/CMS
LISP, wrote some time saving code back in the 1980s and 1990s for government agencies. great video and love your use of glass between us and you! i clicked subscribe and will be watching more.
There must be a sheet of glass or plastic that he’s writing backwards on. How do we see him so clearly without distortion and hear him. Does some kind of AI system enable this while in reality he’s writing not backwards on a separate sheet? Man I’m dumb. And I don’t think I have the capability to learn this. But this guy is so calm. Very intelligent.
Great video! I'm a telecom engineer and have been purposefully ignoring AI since my area or expertise doesn't require it. But it's time to really dig into it and i'm wondering what source you'd recommend into understanding how i can use AI in terms of integrating it with the telco domain. There isn't much out there. Could you recommend foundational sources on which i can build more understanding and how to shape AI into whatever i might need?
QUESTION: Do speakers actually write backwards on glass for these pitches, or do they write normally and use the computer to overlay the text on the video?
Thank you very much for the video. I'd like to ask if someone has technical book recommendations that would delve deeper into this topic. I'm a law phd student researching on AI use in public decision-making and I'd like to become better versed on AI but the literature I find vulgarises certain things for the general public. I'm a beginner in CS. Thanks!
Excellent! In the late '80s & early '90s I was involved with NN & HMM with the hope they would be useful for command & control applications. I also applied some resources on QIS. Again, this was not ready for practical use. Fortunately, I had enough successful projects based on more mature to maintain a quality staff & keep my job.
I did neural networking in the mid to late 80s. What he might not have mentioned that is most significant enabling technology is the speed and memory of current systems.
That's a good presentation no doubt. However, i'm amazed to learn from time to time how younger people (not all !! ) have difficulties to use their own brain for simple calculations.
Right, I didn’t mean to say they didn’t exist before then. I was referring to when they become popular. IBM has been working on foundation models for at least as long as that as well
Good question, complicated answer that I will try to simply … GPAI is very similar to Artificial General Intelligence (AGI), which is broader in scope than today’s AI, which is very siloed and specific to certain capabilities. GenAI now can match (or exceed) humans in certain tasks but not in all. AGI would match humans in all forms
Thanks for explaining all this clearly and at a high level. Really useful. I don't like using copilot as a programmer (I was a student in the 80s too). It's like autocomplete on steroids - it's clear that it's "just" a pattern recognition machine and understands nothing. Really interesting also that we don't always understand where the answers come from. I suppose ultimately we (human brains) are just very sophisticated pattern recognition machines...
Some people are just born to teach. Many thanks for strengthening the understanding of a complex topic for the lay person.
You are very kind to say so! Thanks for watching!
The topic is very interesting, but I'd really like to highlight the speaker, what a pleasant man! I'd like to see more content with him.
Me3⭐⭐⭐⭐⭐⭐
@@oy3ah2025Was the original comment in this thread written by IBM Watson or was the comment written by HAL 9000 or ChatGPT or Google DeepMind ?
Opkt
⁹
8:21
"Excellent explanation of AI, Machine Learning, Deep Learning, and Generative AI! This really clears up the differences and connections between them."
Thanks for saying so!
Hi Jeff, I’m a Contact Center Solution Architect (Business not Technical). Is there free online training (with or without a certificate) available?
I need to be able to articulate this information to clients across verticals (healthcare, travel and entertainment, financial and banking etc) and know what options are available definitely technology providers (the Tech SAs that make this stuff work). Any advice/suggestions for me? 🙏😊
I discovered generative AI last year, and today I simply can't live without it! The content creation for my social media-UA-cam, LinkedIn, blogs, Instagram-thanks for it!
Thank you for your contribution to the video, it was enriching.
Thank you for watching!
How do u use AI for your content
You don’t mind that it’s not really your own, created content?
Something to take pride in?
I feel like it’s just plagiarism.
@@karagi101Plagiarism is the representation of another PERSON's language, thoughts, ideas, or expressions as one's own original work. I think in mundane creative capacity there's no reason to disclose the use of AI. I think in a scholarly or work position not disclosing the use of AI is unethical
as a beginner im searching for cues, i appreciate content such as this it gives us beginners hope.
very glad to hear you liked it!
I never thought I would dive this deep into AI. I am so proud of myself and all those who are taking this serious. So many people tell me learning all these technologies are a waste of time and I can't understand how some people don't think AI is apart of us for good and has been for awhile now. This video was great
I agree. AI is here to stay and can do a lot of good for us if we are careful to use it properly
I'm happy to be an undergrad in computer science and engineering (AI&ML). ❤
@@AshishSharma-bc4ut😅 ll
@@jeffcrume Exactly 💯
@@AshishSharma-bc4ut 👑🏆
Absolutely amazing! I tried this strategy first in Demo mode with a 80 percent accuracy. Thank you for breaking this down step by step. Thank you.
So glad you liked it!
wow this gentleman did an amzing job, can tell he is well educated. Clear concise explanations. Not boring in mannerisms. First time seeing him would love to see more.
Thanks so much for the kind words! I’ve got about 100 videos on the IBM TECHNOLOGY channel so there are plenty more where that came from…
Same!!! I was locked in immediately. Such an engaging guy I liked it right away. And by the end, actually learned a lot and feel much more able to understand this.
@@jeffcrumeThank you!!!!
"Back when I was an undergrad, riding my dinosaur to class" 🤣🤣
❤😂😂😂
I think my students at the university think it might be true 🤣
I need a ride
🤣🤣
Nice information @@jeffcrume
Jeff Crume always breaks it down! Excellent analogy between music and LLMs. They don’t just regurgitate information just as new music is not simply regurgitated notes.
I’m really glad to hear that you liked it!
Actually a lot of it is :) and lately it's been just beats and monotony. Compare Taylor Swift to Mark Knopfler for example and you'll see that we are regressing on that front
@@jeffcrumewe will feel very happy wht every ur build with this sessions and the way of explanation is just awesome 🎉
WOW ! What a simplistic and powerful explanation. Best learning experience after long time. The topics shared here I will never forget, it's that kind of delivery
So glad you liked it!
concise, simple and crystal clear articulation.
Thank you!
Best explanation ever. No need for expensive courses on Coursera, Udemy, etc.
Glad you liked it!
Normally we see the presenter writing on some kind of a screen with his back to the viewer. What tool are you using to write on something in front of you while talking and facing the viewers?
Your teaching is to understand and learn more from your videos. Thank you
Thank you!
Very nice and informative video. I remember back in the 90's when I was recording sounds on my pc and messing around with a hex editor on it. I realized I could generate a sound record from any place on earth or generate a voice just by writing that hex code inside. Btw the screeching from the marker in that video cracks me up
Yeah, the editors try to remove those marker squeaks when they can but it’s hard to do if I happen to be talking at the time that it occurs
Excellent Analysis, Deployed Worldwide Through My Deep Learning AI Research Library.
Thank You ❤
Great video! 🌟 I really appreciated the clear explanations of AI, Machine Learning, Deep Learning, and Generative AI. It’s fascinating to see how these technologies are interconnected and evolving. The examples you provided helped clarify the differences between them. Looking forward to more content like this! Keep up the awesome work! 👍
Thanks so much!
This is a superb overview of the field. I love the timeline along the bottom, because, while it's true that AI has exploded suddenly, it was actually long time in development.
I’m glad you liked it and, yes, AI is not new - but what we are seeing lately from it certainly is
I’m really impressed cause he wrote the whole explanation in a mirrored way. That’s a skill.✨
Sorry to disappoint but if you search the channel for "how we make them" you'll learn the trick
Use inverted video😒
When I broke the thumb on my right hand, I learned to write with my left. I thought then that left-handed people would find it easier to learn a reflected alphabet and write on a transparent surface from right to left. A right-handed reader would flip the page over and read from right to left. I'm pleased to see my idea in action!
*left to right
@@mansikanungo9396you're so right. Now I feel stupid...he may genuinely be left-handed though...but probably doesn't wear his watch on his right wrist
I can see how much effort went into this! As a creator myself, I know how rewarding but challenging it can be. Great job!👏
Thanks so much for saying so!
wow what an enriched , summarized presentation! My daughters can get a pretty good introduction with this. loved it!! Thank you!
I’m glad you liked it! (And I hope your daughter does too!)
This presentation is simple and great, thanks!
I’m glad you liked it!
An excellent, easy way to understand the differences of certain AI methodologies & terms.....well done!!
Thanks for watching!
I really love how you explain things. Thanks.
Thanks so much for saying so!
Excellent video! Simple enough for us mere mortals to understand the concepts. Thank you.
I’m very glad that you liked it!
Always enjoy the comparative analysis between the technologies.
To the speaker: your voice frequency is very conducive to learning this content. Since I learn best by reading and "hands-on", I have found it a challenge to listen to youtube videos for any length of time due to incongruent frequencies of voices. I am so glad I found your video with this information with which I am fascinated coupled with your voice that allows me to listen in mental congruence. Thanks again.
I’m glad we found resonance 😊
Clear explanation in one shot very inspiring
Thanks for saying so!
"Fantastic breakdown of AI concepts! SmythOS is making multi-agent AI collaboration easier and more effective. Excited to see how generative AI will augment human creativity! #AITech"
Thank you for sharing. You saved my whole time in differentiating the confusing terms
Glad it helped!
This only the second one of your videos that I have seen, but what wonderful videos they are! Straight to the heart of computer science topics yet in easy to grasp overviews. Yep, sounds like a contradiction but I think that's what you achieve.
Thank you.
You are very kind to say so! I’ve got over a 100 videos out on the IBM Technology UA-cam channel so I hope you find some of them useful as well
@@jeffcrume I'm looking forward to them.
Very well explained in simple way.
Your explanation is really clear. This video will serve as the foundation for my AI learning journey.
I’m glad to hear that!
Very concise overview
Thank you for the clear explanation! You make it easy for non-tech people to understand the technologies.
Thank you for watching!
Thank you my AI professor. So grateful for this amazing lecture - A lot of respect and prayers for you
A useful and welcome contribution - always great to try and agree the language of the world of AI hype - especially if we're trying to deliver value in Enterprises through 'AI'. Think this webinar might miss a key part- all those really useful ML models that aren't Deep Learning (categorization, time series forecasting, anomaly detection etc - that work on governed 'structured data'.
True, we try to keep these videos at or around 10 mins so I just didn’t have time to get into some of those aspects
I really appreciate his level of making this crystal clear with his explanation.
I'm so glad to hear that you liked it!
@@jeffcrume Sir, looking for more on Gen AI.
I love the fact that it gives good indications for placing a trade. I am always willing to learn new strategies.
Thanks for the simple explanation!
Wonderful explanation, hitting that elusive 10 min sweet spot. Subscribing.
so glad you liked it!
Wow great explanation. LLM is really powerful and from my POV it is a self-expanding tech that can create so many startups.
Thanks for watching. I agree with you about LLM tech
Excellent explanation. Thank you.
Clear and easy to understand the differences between them, Thank you so much.
Glad you liked it!
I took all those classes in the 80's. Prolog, probability, neural network, structure of computer and computation. I mostly programmed in Pascal on IBM VM/CMS
Sounds like we are the same vintage 😊
A very simplified explanation enables understanding to the non IT people. Thank You
Glad you liked it!
Great summary of the today's technology
Perfect way of explain all the stuff! 😄
Glad you liked it!
Thx for breaking this down!!
My pleasure!
Wonderful. It is conducive to understanding introductory AI
.
Glad you liked it!
Great explanation! Clear and easy to understand! Thank you!!!
So glad you liked it!
LISP, wrote some time saving code back in the 1980s and 1990s for government agencies.
great video and love your use of glass between us and you!
i clicked subscribe and will be watching more.
Thanks for the comments and for subscribing!
Do you recommend any universities to get started down this career path??
I only know the one I teach at (NC State University). I really don't have a basis for comparison but I'm sure there are plenty of good ones out there
Very good video. Thank you sir.🤝
Thanks for watching!
Very Spot On Explanation Sir!!
Thanks for watching!
There must be a sheet of glass or plastic that he’s writing backwards on. How do we see him so clearly without distortion and hear him. Does some kind of AI system enable this while in reality he’s writing not backwards on a separate sheet? Man I’m dumb. And I don’t think I have the capability to learn this. But this guy is so calm. Very intelligent.
Very kind of you. search for "how we make them" on the ibm technology channel and you'll learn the secret
Can anyone tell Which software or tool is used to write the content the way he was writing it on screen?
HE IS NOT USING ANY SOFTWARE. INSTEAD HE IS WRITING ON A MIRROR AND THE VIDEO IS FLIPPED.
Am I the only one who is so impressed with him writing? They looks better then my own writing.
Great video! I'm a telecom engineer and have been purposefully ignoring AI since my area or expertise doesn't require it. But it's time to really dig into it and i'm wondering what source you'd recommend into understanding how i can use AI in terms of integrating it with the telco domain. There isn't much out there. Could you recommend foundational sources on which i can build more understanding and how to shape AI into whatever i might need?
We actually have a ton of videos on AI fundamentals on the IBM Technology channel so I’d recommend starting there
What tool are u useing to write on the screen as u talk
After watching alot of videos, I reached one of the best, Thanks sir now i am clear each models of AI.
I’m so glad you liked it!
Thanks for the video. Very informative. Clear and concise :)
I'm glad you liked it!
What a great presentation of this stuff.
Thanks for saying so!
QUESTION: Do speakers actually write backwards on glass for these pitches, or do they write normally and use the computer to overlay the text on the video?
Actually, it’s neither. Search the IBM Technology channel for “how we make them” and you’ll learn the trick 😊
ua-cam.com/video/4-l8MY5kYGc/v-deo.htmlsi=3iq5gDrs9nmEQxG-
Awesome explanations. Complex interesting topics made simple and easily understood
Thanks for the kind words!
@@jeffcrume most welcome 🙏
Thank you very much for the video. I'd like to ask if someone has technical book recommendations that would delve deeper into this topic. I'm a law phd student researching on AI use in public decision-making and I'd like to become better versed on AI but the literature I find vulgarises certain things for the general public. I'm a beginner in CS. Thanks!
I think the books are still being written as we are all learning what this technology can do to and for us
Thanks for explaining this in a visual way and using analogies ❤
You’re very welcome!
Thanx.For sharing this stuff.
Thanks for watching!
GM Sir, love this compact video, informative for context. Thank you for putting this together❤🎉🎉
Thank you for watching
This is awesome.
Thanks for simplifying it
You’re very welcome!
this is very interesting, i would like see more of this?
Fantastic video. I've been looking for a video like this for a long time now.
So glad you liked it!
Great explanation , Thanks
Thanks for watching!
Superb Educational Videos ❤❤❤🙏🏻🙏🏻🙏🏻
So glad you liked it!
can anyone tell me what kind of setup he is using to write in the screen while facing the camera at the same time ???
i'm really confused
Very nice explanation Sir 👍👍👍. It was very easy to understand different terms for a person like me who is not working in AI field.
I’m glad you liked it!
Great AI educational video. Thanks.
Thanks for saying so!
Best explanation ever!
Thanks for saying so!
Good explanation!
Thanks a lot
Thanks for watching!
Thank you for sharing in a way that is easy to digest.
Thank you for watching!
What a perfect explanation 😊
Thanks so much for saying so!
Excellent!
In the late '80s & early '90s I was involved with NN & HMM with the hope they would be useful for command & control applications. I also applied some resources on QIS. Again, this was not ready for practical use. Fortunately, I had enough successful projects based on more mature to maintain a quality staff & keep my job.
You were definitely on the bleeding edge in those days
Thanks for sharing!
I did neural networking in the mid to late 80s. What he might not have mentioned that is most significant enabling technology is the speed and memory of current systems.
Great information, Sir! Thank you!
Thanks for watching!
Very good explanation
Great content. Awesome delivery
Thanks!
Your advice and ideas are always very useful and applicable in real trading. Thanks for the inspiration and motivation.
You’re very welcome
best video on comparison so far
Glad you liked it!
Song and music is permutation of notes😊
😊
That's a good presentation no doubt. However, i'm amazed to learn from time to time how younger people (not all !! ) have difficulties to use their own brain for simple calculations.
Speaking as an older person, I’m amazed from time to time how they seem to not use their brains either 😂
Big plus one. Really good presentation
Thanks so much for saying so!
the innovative approach Aliagents is taking with tokenized AI agents is seriously next level
Just for correction I worked on project in 2018 for text analysis we used LLM
Right, I didn’t mean to say they didn’t exist before then. I was referring to when they become popular. IBM has been working on foundation models for at least as long as that as well
Thanks Jeff! What is the location of general purpose ai in this diagram? What are the differences between genai and gpai?
Good question, complicated answer that I will try to simply … GPAI is very similar to Artificial General Intelligence (AGI), which is broader in scope than today’s AI, which is very siloed and specific to certain capabilities. GenAI now can match (or exceed) humans in certain tasks but not in all. AGI would match humans in all forms
Can we say that FM is subset of DL, which is a subset of ML and which in turn is a subset of AI?
Maybe the more accurate thing to say would be that FM leverages and builds on DL, which does the same on ML and all are forms of AI
@@jeffcrume Thank you.
Awesome such a lucid explanation
So glad you liked it!
Very interesting topic
I’m glad you liked it!
Thanks for explaining all this clearly and at a high level. Really useful. I don't like using copilot as a programmer (I was a student in the 80s too). It's like autocomplete on steroids - it's clear that it's "just" a pattern recognition machine and understands nothing. Really interesting also that we don't always understand where the answers come from. I suppose ultimately we (human brains) are just very sophisticated pattern recognition machines...
Thanks for watching!
Thank you for sharing; great content, analogies, and explanation.
Crystal clear! Thx!