AI, Machine Learning, Deep Learning and Generative AI Explained

[@Vicinfi]

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.

[@oy3ah2025]

Me3⭐⭐⭐⭐⭐⭐

[@224dot0dot0dot10]

​@@oy3ah2025Was the original comment in this thread written by IBM Watson or was the comment written by HAL 9000 or ChatGPT or Google DeepMind ?

[@jobefredericksen5206]

Opkt

[@jobefredericksen5206]

⁹

[@jobefredericksen5206]

8:21

[@larissagomesia]

I discovered generative AI last year, and today I simply can't live without it! The content creation for my social media-KZbin, LinkedIn, blogs, Instagram-thanks for it! Thank you for your contribution to the video, it was enriching.

[@jeffcrume]

Thank you for watching!

[@YungDon-i4k]

How do u use AI for your content

[@karagi101]

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.

[@haruspex9662]

​@@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

[@Abhinayanagarajan-x8p]

"Excellent explanation of AI, Machine Learning, Deep Learning, and Generative AI! This really clears up the differences and connections between them."

[@jeffcrume]

Thanks for saying so!

[@leannyounger5625]

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? 🙏😊

[@kimberlyj4538]

Some people are just born to teach. Many thanks for strengthening the understanding of a complex topic for the lay person.

[@jeffcrume]

You are very kind to say so! Thanks for watching!

[@shanestewart641]

I learning to button my shirt all by myself and my cuffs while my shirt is on. ..

[@TanikaOmarah]

as a beginner im searching for cues, i appreciate content such as this it gives us beginners hope.

[@jeffcrume]

very glad to hear you liked it!

[@RaisaPanfilova-m1x]

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.

[@jeffcrume]

So glad you liked it!

[@sankarnatarajan8109]

concise, simple and crystal clear articulation.

[@jeffcrume]

Thank you!

[@thickivicki89]

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

[@jeffcrume]

I agree. AI is here to stay and can do a lot of good for us if we are careful to use it properly

[@AshishSharma-bc4ut]

I'm happy to be an undergrad in computer science and engineering (AI&ML). ❤

[@bagbag5138]

@@AshishSharma-bc4ut😅 ll

[@thickivicki89]

@@jeffcrume Exactly 💯

[@thickivicki89]

@@AshishSharma-bc4ut 👑🏆

[@TheCornpoppy]

Toate astea din graba mare de a evolua catre a afla raspunsurile, in detrimentul vietii de zi cu zi. Cu alte cuvinte, ne- am inrolat in aceasta situatie toti fara voia noastra, existenta omului nu mai are importanta, totul are scopul de a aduce profit si progres. Ma bucura faptul ca exista si spiritualistii care mai tin pe loc lucrurile altfel...... simteam graba asta mai aspru. Fain, intre timp toti ne relaxam in entertainment. Nu e chiar un plan global, libertate inca mai exista...sper doar sa 🎉 cunoasca globul mai toti oamenii la fel. Adica sa scada f mult preturile la zboruri astfel incat sa putem Toti sa vedem lumea. Multumim!❤

[@robinjoseph8925]

Best explanation ever. No need for expensive courses on Coursera, Udemy, etc.

[@jeffcrume]

Glad you liked it!

[@robertfoertsch]

Excellent Analysis, Deployed Worldwide Through My Deep Learning AI Research Library. Thank You ❤

[@Sainy_USA_Wakhi]

Thank you my AI professor. So grateful for this amazing lecture - A lot of respect and prayers for you

[@jeffcrume]

Thanks so much for watching!

[@serenakim2076]

So well explained. Please post more videos like this. Love the instruction. It was easy to understand.

[@empoweringhumans700]

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

[@jeffcrume]

So glad you liked it!

[@SuperCassio007]

"Back when I was an undergrad, riding my dinosaur to class" 🤣🤣

[@techwithjesus8263]

❤😂😂😂

[@jeffcrume]

I think my students at the university think it might be true 🤣

[@viswakanth9002]

I need a ride

[@PrashantGawai-zp2xt]

🤣🤣

[@Miyamoto-lo5ib]

Nice information ​@@jeffcrume

[@masoomakhilji9391]

You explained it really well! It was a simple and concise touch to all facets you mentioned, appreciated!

[@jeffcrume]

I’m glad you liked it!

[@moderncontemplative]

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.

[@jeffcrume]

I’m really glad to hear that you liked it!

[@arktseytlin]

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

[@mastanvali6774]

​​@@jeffcrumewe will feel very happy wht every ur build with this sessions and the way of explanation is just awesome 🎉

[@CK-bu5wh]

Hi Jeff, I wonder where can I watch all your videos that talks about AI. I found out you explain this topic really well❤

[@tran936]

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

[@jeffcrume]

Sounds like we are the same vintage 😊

[@techwithjesus8263]

I really love how you explain things. Thanks.

[@jeffcrume]

Thanks so much for saying so!

[@dsbyou]

Wow.. this is what I was looking for. Very well explained

[@jeffcrume]

Thank you!

[@ajithboralugoda8906]

wow what an enriched , summarized presentation! My daughters can get a pretty good introduction with this. loved it!! Thank you!

[@jeffcrume]

I’m glad you liked it! (And I hope your daughter does too!)

[@meenakamesh]

Excellent explanation. Thank you.

[@jaideepgupta9803]

Your explanation is really clear. This video will serve as the foundation for my AI learning journey.

[@jeffcrume]

I’m glad to hear that!

[@helicopterpeace7434]

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.

[@jeffcrume]

I’m glad we found resonance 😊

[@devathasanrangasamy2435]

A very simplified explanation enables understanding to the non IT people. Thank You

[@jeffcrume]

Glad you liked it!

[@josephmyalla3611]

Clear explanation in one shot very inspiring

[@jeffcrume]

Thanks for saying so!

[@KassimAbduba]

Thank you for sharing. You saved my whole time in differentiating the confusing terms

[@jeffcrume]

Glad it helped!

[@MichaelHeinz4]

An excellent, easy way to understand the differences of certain AI methodologies & terms.....well done!!

[@jeffcrume]

Thanks for watching!

[@visionstudios777]

I can see how much effort went into this! As a creator myself, I know how rewarding but challenging it can be. Great job!👏

[@jeffcrume]

Thanks so much for saying so!

[@hassanohm]

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! 👍

[@jeffcrume]

Thanks so much!

[@richardlooker3027]

Thanks Jeff! Very well done! Have you done, or could you do a video where you go deeper into how ML, DL, and generative AI works? In other words, how are the data turned into a prediction? I am thinking that there is a way to give this explanation using a pictorial style that you are very good at.

[@jeffcrume]

Glad you liked it. There are actually a number of other videos on the IBM Technology from my colleagues that dig deeper so check those out

[@stephenwood4814]

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.

[@jeffcrume]

I’m glad you liked it and, yes, AI is not new - but what we are seeing lately from it certainly is

[@YvonneMcGinnis]

Always enjoy the comparative analysis between the technologies.

[@MBilalSheikh05]

After watching alot of videos, I reached one of the best, Thanks sir now i am clear each models of AI.

[@jeffcrume]

I’m so glad you liked it!

[@D3Sshooter]

Great summary... and subscribed

[@jeffcrume]

Thanks for watching and subscribing!

[@vijayrajan5792]

Very pleasant to listen & watch with the diagram. Thanks so much.

[@jeffcrume]

Thank you for watching!

[@varapradha-m6r]

"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"

[@benbohannon]

Wonderful explanation, hitting that elusive 10 min sweet spot. Subscribing.

[@jeffcrume]

so glad you liked it!

[@geneanthony3421]

Thanks for the explanation. Really didn't get the differences before this video, nice and simple.

[@jeffcrume]

Glad you liked it!

[@leannesampson3199]

Excellent video! Simple enough for us mere mortals to understand the concepts. Thank you.

[@jeffcrume]

I’m very glad that you liked it!

[@haiyinghao4037]

Thank you for the clear explanation! You make it easy for non-tech people to understand the technologies.

[@jeffcrume]

Thank you for watching!

[@paulw4259]

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.

[@jeffcrume]

You are very kind to say so! I’ve got over a 100 videos out on the IBM Technology KZbin channel so I hope you find some of them useful as well

[@paulw4259]

@@jeffcrume I'm looking forward to them.

[@larryczerwonka5125]

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.

[@jeffcrume]

Thanks for the comments and for subscribing!

[@1thomasdave]

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'.

[@jeffcrume]

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

[@simonadams4857]

Thank you sir, great explanation

[@jeffcrume]

Glad you liked it!

[@arts2crafts]

Great summary of the today's technology

[@sivareddy1733]

I really appreciate his level of making this crystal clear with his explanation.

[@jeffcrume]

I'm so glad to hear that you liked it!

[@sivareddy1733]

@@jeffcrume Sir, looking for more on Gen AI.

[@JusRightProductions]

Very informative, you broke it down so it's clear for us to understand and learn. Keep up the good work

[@afzaalawan]

Wonderfull concept on AI Technology in simple understandable words, actually I have shared it on in my linkedIn for others to take advantage.

[@jeffcrume]

Thanks for spreading the word!

[@federico-bi2w]

Perfect way of explain all the stuff! 😄

[@jeffcrume]

Glad you liked it!

[@DamianHoover-l7i]

i use these indicators and they’ve definitely improved my trading performance!!!

[@karthik.karunanithi]

best video on comparison so far

[@jeffcrume]

Glad you liked it!

[@BriceCranford]

I love the fact that it gives good indications for placing a trade. I am always willing to learn new strategies.

[@albertklassen6055]

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.

[@jeffcrume]

Very kind of you. search for "how we make them" on the ibm technology channel and you'll learn the secret

[@azeemsiddiqui5178]

Very well explained in simple way.

[@SaviJawa]

Thanks for the simple explanation!

[@naskar23]

Thanks for the video. Very informative. Clear and concise :)

[@jeffcrume]

I'm glad you liked it!

[@vasstagoarchipelagus5954]

Very good video. Thank you sir.🤝

[@jeffcrume]

Thanks for watching!

[@amitconnect]

Wonderful expIaination ....i wrote programs in LIPS, Fortran and Pascal ...i did my diploma in 1998 ...I wrote the entire data structure in Pascal....then I learned c and cpp in 2000 era.

[@jeffcrume]

Glad you liked it! Nice to hear that someone else experienced those technologies

[@amitconnect]

@@jeffcrume Thanks for all hard work...out of curiosity did u teach AI ..on any edtech platform like coursera or udemy?.....your teaching style is unique why can't you create small course for interested peope...sorry I know your very busy man ...just a thoughts 💭..thanks 👍

[@serdpandi]

Your teaching is to understand and learn more from your videos. Thank you

[@jeffcrume]

Thank you!

[@dgSolidarity]

@@jeffcrume Say, could my comment be un-vanquished? It was posted a few minutes ago from my alt account but is currently erased for everyone else. classicpcgaming4194 thumbnail is beige CRT

[@jeffcrume]

That happens to me all the time too

[@ogonek]

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

[@jeffcrume]

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

[@godanawodajo1449]

This presentation is simple and great, thanks!

[@jeffcrume]

I’m glad you liked it!

[@petersimon985]

GM Sir, love this compact video, informative for context. Thank you for putting this together❤🎉🎉

[@jeffcrume]

Thank you for watching

[@zypie1]

Am I the only one who is so impressed with him writing? They looks better then my own writing.

[@briteness9356]

Wonderfully explained. Excellent presentation of the information.

[@Rviquiiio]

I’m really impressed cause he wrote the whole explanation in a mirrored way. That’s a skill.✨

[@jeffcrume]

Sorry to disappoint but if you search the channel for "how we make them" you'll learn the trick

[@mansikanungo9396]

Use inverted video😒

[@NetKingCol]

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!

[@NetKingCol]

*left to right

[@mooretrumpet]

@@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

[@khokonmaniruzzaman]

Wonderful. It is conducive to understanding introductory AI .

[@jeffcrume]

Glad you liked it!

[@JohnNiemela-n4e]

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.

[@jeffcrume]

You were definitely on the bleeding edge in those days

[@IBMTechnology]

Thanks for sharing!

[@mikefredd3390]

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.

[@NagendrababuLakavathu]

Clear and easy to understand the differences between them, Thank you so much.

[@jeffcrume]

Glad you liked it!

[@linah6196]

Great explanation! Clear and easy to understand! Thank you!!!

[@jeffcrume]

So glad you liked it!

[@ah244895]

Very concise overview

[@smileystevie9662]

Great AI educational video. Thanks.

[@jeffcrume]

Thanks for saying so!

[@sudhakarkaligatla8685]

Very Spot On Explanation Sir!!

[@jeffcrume]

Thanks for watching!

[@AshishRrr]

Very nice explanation Sir 👍👍👍. It was very easy to understand different terms for a person like me who is not working in AI field.

[@jeffcrume]

I’m glad you liked it!

[@abiaemejohnson9824]

This is awesome. Thanks for simplifying it

[@jeffcrume]

You’re very welcome!

[@robert907]

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.

[@jeffcrume]

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…

[@savannamc407]

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.

[@savannamc407]

​@@jeffcrumeThank you!!!!

[@aguajoeykolkia9649]

Awesome explanations. Complex interesting topics made simple and easily understood

[@jeffcrume]

Thanks for the kind words!

[@aguajoeykolkia9649]

@@jeffcrume most welcome 🙏

[@jamesallen74]

Fantastic video. I've been looking for a video like this for a long time now.

[@jeffcrume]

So glad you liked it!

[@SteveMallen]

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...

[@jeffcrume]

Thanks for watching!

[@cults_mag]

Thanks for the information, it's helping me with a school analysis.

[@IBMTechnology]

Glad to hear that!

[@JustinBerlowski]

the innovative approach Aliagents is taking with tokenized AI agents is seriously next level

[@AhmadShohaibArab]

Wow great explanation. LLM is really powerful and from my POV it is a self-expanding tech that can create so many startups.

[@jeffcrume]

Thanks for watching. I agree with you about LLM tech

[@AhmadShohaibArab]

@jeffcrume i been trying an industry specific llm deployment. i ran out of storage and computing power. not amused how monopoy ends up owning everything.

[@100lsenior]

What a great presentation of this stuff.

[@jeffcrume]

Thanks for saying so!

[@webwallet1]

What a perfect explanation 😊

[@jeffcrume]

Thanks so much for saying so!

[@moayadmyro2091]

Just for correction I worked on project in 2018 for text analysis we used LLM

[@jeffcrume]

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

[@willster1863]

Great information, Sir! Thank you!

[@jeffcrume]

Thanks for watching!

[@historyisimportant]

Thx for breaking this down!!

[@jeffcrume]

My pleasure!

[@kssadilla]

Thanks for explaining this in a visual way and using analogies ❤

[@jeffcrume]

You’re very welcome!

[@aurponhasan9379]

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

[@damilolaonifade1439]

I just transitioned into Tech, no prior knowledge in Tech and I enrolled for a certificate backend course online 3 months ago. I need you to pls advice me if I should proceed with it or switch to a course in AI

[@szeshunchung]

You write letter in mirror real-time yet didn't affect your speech

[@Healthlife_livelong]

His alline but me huhuhuh

[@PremkumarVishnubhaiPatel]

Great explanation , Thanks

[@jeffcrume]

Thanks for watching!

[@markfitz8315]

Thanks - always good stuff from IBM.

[@jeffcrume]

Thank you!

[@sherifyed]

Can anyone tell Which software or tool is used to write the content the way he was writing it on screen?

[@Capable-of-seeing-the-reality]

HE IS NOT USING ANY SOFTWARE. INSTEAD HE IS WRITING ON A MIRROR AND THE VIDEO IS FLIPPED.

[@mustafizurrahman5699]

Awesome such a lucid explanation

[@jeffcrume]

So glad you liked it!

[@fionali8857]

Big plus one. Really good presentation

[@jeffcrume]

Thanks so much for saying so!

[@piyushashah1]

Can we say that FM is subset of DL, which is a subset of ML and which in turn is a subset of AI?

[@jeffcrume]

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

[@piyushashah1]

@@jeffcrume Thank you.

[@davidbeaumont6844]

Thank you for sharing in a way that is easy to digest.

[@jeffcrume]

Thank you for watching!

[@vienne19tb]

very well explained - how would you describe the new consumer/user search market vs. the "traditional" Google search market? alphabet will be there as a key player as well but I guess there will be new competitors and alphabet is likely to loose market shares in the search segment

[@jeffcrume]

The answer to that is playing out now before our eyes … Google and Bing add GenAI content alongside traditional search results and just recently OpenAI announced that they will be adding more traditional search capabilities to ChatGPT so it appears that both sides are on a path of hybrid convergence

[@DenisFedas]

Good explanation! Thanks a lot

[@jeffcrume]

Thanks for watching!