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Why Deep Neural Networks?

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Art of the Problem

Art of the Problem

Күн бұрын

Пікірлер: 431
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
STAY TUNED: Next video will be on "History of RL | How AI Learned to Feel" SUBSCRIBE: www.youtube.com/@ArtOfTheProblem?sub_confirmation=1 WATCH AI series: kzbin.info/aero/PLbg3ZX2pWlgKV8K6bFJr5dhM7oOClExUJ
@PLATONU
@PLATONU 4 жыл бұрын
so, if neural networks can´t reason.... why the people call it "articial intelligence"... when intelligence and learning aren´t the same thing? for me, neural networks are a good way to save patterns and return us the result we want ... with brutal force
@navinpandey1309
@navinpandey1309 3 жыл бұрын
Thank you so much.i had been struggling to understand the concepts behind neural network.You explained it to us so nicely.
@stevesmith291
@stevesmith291 2 жыл бұрын
This is maybe the best explanation I have seen of a topic that is rather elusive. I will watch this video again!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
@@stevesmith291 so happy to hear it
@pranavbhagwat1734
@pranavbhagwat1734 2 жыл бұрын
This was very informative and explained the depth advantage in a really easy to grasp manner. Thank you!
@GrahamTodd-ca
@GrahamTodd-ca 4 жыл бұрын
I don't mind that you take your time making these. Your meticulous script preparation & attention to production values allow you to pack massive amounts of information into these videos. You are creating "aha!" moments & rewiring neurons around the world. Bravo!
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
this one took a longtime: kzbin.info/www/bejne/hXe2amNje71ppsk
@NelsonIngersoll
@NelsonIngersoll 4 жыл бұрын
I know a little about computers. Used to be a lot; but, then I retired and computers and computing move on. This was a wonderful explanation. Not too fast, not in the least boring, and I learned some things. Thank you and KUDOS!
@britcruise2629
@britcruise2629 4 жыл бұрын
so nice to hear
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
finally done: kzbin.info/www/bejne/hXe2amNje71ppsk
@hafty9975
@hafty9975 4 жыл бұрын
never would have imagine this stuff in this way. the patience and care of thought behind it is just, like, therapeutic to take in. million thanks man
@hafty9975
@hafty9975 4 жыл бұрын
beautiful
@hafty9975
@hafty9975 4 жыл бұрын
i think the genius here, honestly, is the maintaining the whole way through the output neuron vector as points in 3d space. the way to divide points into groups, and combine them becoming oragami folds for depth. at 12:01 i finally understood that these differing output patterns all fit inside a 3d space, meaning, a brain, like, I can imagine these little lit up paths in a brain that the data goes through, but instead of like a radioactive isotope, it was a component of a stormcloud, and it routes down the pathway... You illustrated the finitude of possible induction in perception space, and then at the end what a limited number of neurons can represent while keeping things distinct and recognizable, fulfilling their purpose. Yet we know there's this infinity of things that can be represented in that process. its really magical, because we go from finitude to infinity and back-- without stopping, and without doubling back the way we came.
@hafty9975
@hafty9975 4 жыл бұрын
and what just gave me the chills was that i paused just after 12:00 minutes to write these comments calling what at that moment i thought was magic, and your next line was "and so the magic is..." Not to get corny about it but woah serendipity. read that as testament to the editing i guess. amazing job on this series. i really did wait this long to watch it all ahah
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
@@hafty9975 we are definitely in sync
@BluePhoenix986
@BluePhoenix986 4 жыл бұрын
Yes! A new Art of the Problem video!
@heidtmare
@heidtmare 4 жыл бұрын
Even though I've seen these concepts before this video does a great job of slowly building up the ideas and bringing the viewer along to the next level of understanding. This was very good. Thank you for taking the time and effort to put this together.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
next part: kzbin.info/www/bejne/hXe2amNje71ppsk
@jamesallen74
@jamesallen74 4 жыл бұрын
Let's all be real here, that last layer is really just on LSD. That's how it all works. Those were some trippy images. Joking aside, fantastic video!
@MohkKh
@MohkKh 4 жыл бұрын
Sorry for my English I registered for this channel many years ago and waited eagerly for videos.
@MRKS8
@MRKS8 3 жыл бұрын
hey keep going with the videos. The quality of your vids easily justifies 2M subs -- you’ll blow up eventually
@RokoThEMaster
@RokoThEMaster 4 жыл бұрын
Your videos are a thing of beauty! The attention to detail is fascinating, especially how it clarifies the concepts that are explained. I can only imagine how beautiful the world would be if everything was explained in this manner!
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
this comment made my day thank you
@CreeperSlenderman
@CreeperSlenderman 4 жыл бұрын
@@ArtOfTheProblem Yeah, learnt sin cos tan a bit by programming a circle and i understood kinda
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
finally done kzbin.info/www/bejne/hXe2amNje71ppsk
@Friedolin-qz9id
@Friedolin-qz9id 4 жыл бұрын
this deserves a lot more views
@tobias5740
@tobias5740 4 жыл бұрын
The channel is alive!
@savagecabbage42
@savagecabbage42 7 ай бұрын
i prefer your videos over 3b1b. you include a variety of backgrounds/contexts to help me pay more attention (and not get stuck to the monotone black bg with animations). thank you!!!
@ArtOfTheProblem
@ArtOfTheProblem 7 ай бұрын
thank you for feedback, working hard on next video now
@vicuppal
@vicuppal 4 жыл бұрын
It was fascinating to see the images when probing the different layers. The paper folding example was great at explaining this at least for me.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
3 years later i finish next part kzbin.info/www/bejne/hXe2amNje71ppsk
@Virus3652
@Virus3652 4 жыл бұрын
Sometimes I wish KZbin had a super-like button or something to express how much I like this
@tolex3
@tolex3 4 жыл бұрын
Wow...! This was clearly the best ever explanation of neural networks I’ve ever seen! For awhile I even thought I understood them... ;-) great vid, thx!
@iberiaaydin
@iberiaaydin 4 жыл бұрын
You sir, you deserve much more attention. Very well illustrated and clearly explained. Thanks.
@zionj104
@zionj104 4 жыл бұрын
You made amazing videos on Khan Academy years back and I've finally stumbled upon your criminally small channel. Keep up the good work, I hope the algorithm tips in your favor one day.
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
glad you found me Zion, I hope for the tip one day too. thanks for the support
@MrTexMart
@MrTexMart 4 жыл бұрын
Watching these videos makes me feel just like how I did as a child watching the National Film Board of Canada videos. You've made the correct patterns, well done.
@britcruise9101
@britcruise9101 3 жыл бұрын
i grew up watching these
@stevepittman3770
@stevepittman3770 4 жыл бұрын
This is fascinating, and the best explanation I've ever seen for how neural networks actually work. You have earned my sub, and I look forward to more insightful explanations of a topic that boggles my mind!
@KhaliliStudios
@KhaliliStudios 3 жыл бұрын
Another incredible explanation. I’ve got to say, the more I learn about filmmaking the more I appreciate your videos - the use of music is truly a step above any other educational content. A million applauses.
@ArtOfTheProblem
@ArtOfTheProblem 3 жыл бұрын
wow really nice to hear this. I get many comments about the music "ruining" the video :) but if you see them as short films then it starts to make sense. I refuse to change!
@KhaliliStudios
@KhaliliStudios 3 жыл бұрын
@@ArtOfTheProblem haha yes! 👏👏 of course not simply short films - short cinematic masterpieces!
@sams64sf
@sams64sf Жыл бұрын
@@ArtOfTheProblem The music is way too loud. Please -- if it's distracting for some folks, I doubt having the volume on music a little less loud isn't going to ruin it for others.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
thanks for feedback i'll work on it@@sams64sf
@UnPuntoCircular
@UnPuntoCircular 4 жыл бұрын
Thanks for making these videos. The paper folding part analogy was really GOOD!
@amoghdadhich9318
@amoghdadhich9318 2 жыл бұрын
It's actually a paper by Yoshua Bengio - on the number of Linear Regions of deep neural networks
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
long time no see: kzbin.info/www/bejne/hXe2amNje71ppsk
@PK-mx3tv
@PK-mx3tv 3 жыл бұрын
the best explaination ive ever heard thruely intriguing
@ArtOfTheProblem
@ArtOfTheProblem 3 жыл бұрын
thrilled to hear it, still trying to crack the next video
@hmm7458
@hmm7458 4 жыл бұрын
beautifully crafted... we can see the hardwork you have put into it.. subbed
@jamaluddin9158
@jamaluddin9158 4 жыл бұрын
Words can't describe this marvellous explanation!
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
thrilled to get this feedback
@mic9657
@mic9657 9 ай бұрын
This is an amazing way of explaining this!
@ArtOfTheProblem
@ArtOfTheProblem 9 ай бұрын
glad you found it! stay tuned
@ArtOfTheProblem
@ArtOfTheProblem 9 ай бұрын
Happy to say I have a new vid out! kzbin.info/www/bejne/a3bGgmR_mKqAfLM
@Matlockization
@Matlockization 4 жыл бұрын
Thankyou for explaining the fundamental building blocks of a neural network in a way that's easy to understand.
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
appreciate the feedback
@Matlockization
@Matlockization 4 жыл бұрын
@@ArtOfTheProblem You know, these neural networks is just like building or fixing a car. It's a guy thing.
@bdizon
@bdizon 2 жыл бұрын
I don't mind watching an hour of this with just you explaining. Thank you for creating this!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
happy you found this channel, i've been dormant for a while but working on this next video...
@theseusswore
@theseusswore 2 жыл бұрын
this is genuinely one of the best, if not THE best videos about neural networks I have ever seen. Never once have I understood the concept clearly before this!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
Faaaantastic, so happy youtube is now showing people this video out of the blue. did you search for it or see it as a suggestion?
@theseusswore
@theseusswore 2 жыл бұрын
@@ArtOfTheProblem i was looking at videos related to these and just a LOT of math videos in general, so youtube recommended it to me. im so glad i clicked on this vid :)
@CrucialMuzic
@CrucialMuzic 4 жыл бұрын
Wow very well done, and informative as usual. Thank you so much for the thoroughness in your explanation. One of the most underrated KZbinr's of all time!
@benjaminfink9580
@benjaminfink9580 4 жыл бұрын
Love your videos. Every time i see them on my page I just have to watch them
@raresmircea
@raresmircea 4 жыл бұрын
Like Graham Todd said in his comment, your vids always deliver waves of "Aha!" moments that join previously distant or incoherent bits of our minds. I hope these vids reach as many schools as possible, kids would benefit immensely and so the larger society of tomorrow. Thanks 🤘
@orsmplus
@orsmplus 4 жыл бұрын
What a straightforward explanation.
@AndersonSilva-dg4mg
@AndersonSilva-dg4mg 4 жыл бұрын
wow, new video, thank you so much!
@Pakalaakhil
@Pakalaakhil 4 жыл бұрын
I'm from accounting field. Randomly got this video from Reddit. I have to tell you, your explanation and way of presenting is not just good, it's interesting too.plase continue doing what you are doing.
@rasoulbehravesh1181
@rasoulbehravesh1181 Жыл бұрын
Awesome presentation! Lots of information in such a short video. Absolutely love it!
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
awesome thanks for feedback, I have another follow up on the way
@captainjj7184
@captainjj7184 5 ай бұрын
Wow... this presentation is a winner, this is epiphanically so good... I just realized what comprised as our 3D mental space is not "an object" but a momentum, a summed illusion effect of all the hard work along the way rather than a hidden 3D holographic chamber tucked at the deep back end of the brain, much like how we perceive the illusion of time or gravity or consciousness as "one thing" when it is in fact a working dynamics of many factors too complicated to be directly visible for the average person - thus, our brain summed them up as an object and worse, gave 'em a name as "one object" because that's what we do (even though the purpose is so that we could easily understand how to describe the world as a useful prediction tool to be applied in everyday life). Suffice to say, now I am feeling a bit mixed up remembering the way Europe's Human Brain Project were presented: Showing a faux colored shadowy figure of a red flower within the jungle of neurons several distance away from the exposed retina.... so silly of me to be awed by that, back in the day... Anyway, love this, thank you so much!
@ArtOfTheProblem
@ArtOfTheProblem 5 ай бұрын
Glad you found this series, curious if it was recommended by the algo or somewhere else?
@captainjj7184
@captainjj7184 5 ай бұрын
@@ArtOfTheProblem I fell into the rabbit hole while searching for specific subjects as it got deeper and your addictively well-presented thought provoking series kept coming up, your titles and thumbnails evolved from "Hmmm... interesting" to "If I see you I will click you!"🙂
@ArtOfTheProblem
@ArtOfTheProblem 5 ай бұрын
@@captainjj7184 Love that you have found the series. love this feedback
@JamesMart
@JamesMart 4 жыл бұрын
Thank you! Extremely helpful visualizations
@dm3on
@dm3on 4 жыл бұрын
Video is absolutely awesome, only thing that seemed missing to me, is difference between neural network and another well know mathematical models (relational databases design and analytics).
@djohnjimmy
@djohnjimmy 3 жыл бұрын
Wow. This is brilliant. You guys are awesome. Thanks everyone involved in production. 👍🏿
@ArtOfTheProblem
@ArtOfTheProblem 3 жыл бұрын
Thanks I really hope to follow this up with another video eventually
@peterszilvasi752
@peterszilvasi752 2 жыл бұрын
The paper folding part is a genius explanation!
@K0P
@K0P 4 жыл бұрын
Absolutely loved this! You're truly one of the best at teaching visually
@jihadhannouf2419
@jihadhannouf2419 4 жыл бұрын
very underrated channel... Amazing work !!
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
thanks for the support, much appreciated
@HeduAI
@HeduAI 2 жыл бұрын
Your intuitive explanation of why we need more than one neuron using graphs and folds blew my mind :D As someone who has worked in this field for over 6 years now, I must say I am super impressed :)
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
fantastic to hear, it gives me motivation to press on with the next video on transformers :)
@HeduAI
@HeduAI 2 жыл бұрын
@@ArtOfTheProblem Nice! Waiting for it and have subscribed :)
@Davld1996
@Davld1996 10 ай бұрын
Just a remarkable video. The most clear explanation of NNs I’ve ever seen. Really well done.
@ArtOfTheProblem
@ArtOfTheProblem 10 ай бұрын
thank you, glad you found this as it's buried deep in the results!
@ArtOfTheProblem
@ArtOfTheProblem 9 ай бұрын
New video is up on Evolution of Intelligence kzbin.info/www/bejne/a3bGgmR_mKqAfLM
@williamradcliffe6790
@williamradcliffe6790 2 жыл бұрын
this might be the best video i have ever seen on youtube to date. thank you so much, this was so informative and i absolutely loved the models! Thank you so so much, please keep doing these!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
really appreciate it, this was the last video I made and since then I've pivoted my efforts but I really do want to come back and do a follow up, especially since the explosion in applications lately related to sequential nets (which is where this video ends)
@shawnbibby
@shawnbibby Жыл бұрын
So good. The layering was such a important lesson to learn. With the 3D simulation it looks like a cloudy rainbow rubix cube being twisted and turned in our minds. The ramifications of these learnings are infinite. Imagine what perceptions our minds as sensory identifiers are not perceiving yet, and the avenues of worlds that it has the ability to open up as we simply use more complex sets of neural sensory functions in our body, and increase our pattern recognition's as an individual, social and planetary society. edit: I am going to have to go to the begining of the series and count my blessings
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
let me know what you think after finsihing the series as i'm working on a follow up
@nyscersul42
@nyscersul42 2 жыл бұрын
You've done well to cover an area of the explanation which is rarely done properly. Most of the time its all about the application of the maths, and such, rather than the intuition side of what the network is trying to do. Nice vid :)
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
so happy people are finding this, exactly what I wanted to do
@stefanb.2575
@stefanb.2575 2 жыл бұрын
Just awesome how you managed to explain a complex topic in a simple way!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
thanks so much!
@sudo-rimraff
@sudo-rimraff 4 жыл бұрын
Your content is brilliant. Thank you!
@BigFatSandwitch
@BigFatSandwitch 2 жыл бұрын
I have been going through the math behind neural networks for some time now. My goal was to form a good intuition for how they work. I understood some of it but still had lot of doubts. This video cleared all my doubts. It is an absolute gem. I think someone who is already reading about neural networks would make the most out of this video. This is the most intuitive video I have seen on neural networks. Your script and narration was perfect. Great job and I hope you keep making similar videos
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
i really appreciate this, you are right and you are the perfect audience. I spent a loooooong time working on this. and i hit a wall after it when trying to do the same with sequential networks, and so it's on ice for now...
@phillipmorgankinney881
@phillipmorgankinney881 4 жыл бұрын
Fantastic video.
@kiaranritchie3021
@kiaranritchie3021 2 жыл бұрын
Thinking of a NN as partitioning a perception space... just awesome. Thank you so much for this beautiful way of thinking about it.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
awesome!!
@larsolsen4980
@larsolsen4980 2 жыл бұрын
This is the most helpful explanation of neural networks I have yet found. I now feel much more confident in my understanding of what is happening within such a network and the way in which added layers function. Thank you!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
so happy to hear this, this was my goal of the series and so to hear it's connecting means a lot
@vedhasp
@vedhasp 2 жыл бұрын
I think there is a typo at 5:15. Active and inactive should be flipped for any 1 line drawn for consistency. If the circles represent 'active' data points, the active-inactive labels for the slant line at the right should be flipped.
@braedonwatkins967
@braedonwatkins967 2 жыл бұрын
this has done more for me conceptually than actual ai classes i've taken. thank you.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
yes! this is what I was hoping for. those classes are brutal and give no intuition
@jarrenvanman2570
@jarrenvanman2570 4 жыл бұрын
Holy crap... That was an amazing video!
@hassanazizi8412
@hassanazizi8412 Жыл бұрын
What a wonderful explanation of such a hardcore technical concept. I respect and appreciate the hard work you did to explain this concept easily. That paper analogy was best!
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
glaf you enjoyed this thanks :)
@bg-mq5hz
@bg-mq5hz Жыл бұрын
You are a great thinker and equally good presenter. Thank you for sharing.
@thelazymanatee2506
@thelazymanatee2506 4 жыл бұрын
These videos are so extremely good! Thanks for making these!
@manouser11
@manouser11 Ай бұрын
Holy fucking shit the paper fold example should be patented, absolute banger.
@ArtOfTheProblem
@ArtOfTheProblem Ай бұрын
thank you! it's so funny you say that, i'm working on a summary of this series (super condense) and i'm back at that idea again just now..and i was on fence for a moment (more of a 'geek detail') but yes i agree and i'm definitely going to include it at least briefly
@manouser11
@manouser11 Ай бұрын
Thank you for your work!
@schophi
@schophi Жыл бұрын
This is the most beautiful, deep presentation on neural networks I have seen. This has given me another depth of understanding. Thank you so much. I would love if you could provide a reading list for this series, to take my studies further.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
glad you found this! did you see the entire series? i'll work on a list but I read quite widely and ferociously
@schophi
@schophi Жыл бұрын
I've started watching the series after your latest video. Just brilliant.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
thrilled people are finding this finally :)))@@schophi
@zoechen4153
@zoechen4153 4 жыл бұрын
Absolutely amazing video! Thank you for making it!
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
thanks Zoe!
@moo3oo3oo3
@moo3oo3oo3 2 жыл бұрын
Great video. Was hoping to see more "maths" in the video though
@yolxanderjacagonzalez5177
@yolxanderjacagonzalez5177 2 жыл бұрын
The way you explain such a complex concepts is mind-blowing. thnak you so much for teaching us.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
appreciate it! still working on the next video..
@neoblackcyptron
@neoblackcyptron 3 жыл бұрын
Dude , this is excellent work, you have explaned the secret of Neural Networks in a really beautiful way. It takes real understanding to be able to distil the information in such a beautiful way. Thank you s much for this.
@ArtOfTheProblem
@ArtOfTheProblem 3 жыл бұрын
appreciate it, i worked really hard on this and hit a wall after it. I'm still planning to follow up with more on sequential networks.
@Coder.tahsin
@Coder.tahsin Жыл бұрын
This by far the best explanation of Neutral Network I ever seen in my life very simple but without compromising technicality.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
appreciate it!
@Financeification
@Financeification 3 жыл бұрын
Wow, you are good at teaching. Making obvious the nonobvious is extraordinarily complex.
@ArtOfTheProblem
@ArtOfTheProblem 3 жыл бұрын
thank you, i'm still planning to do a follow up to this on sequential problems
@yum33333
@yum33333 4 жыл бұрын
What an excellent video.
@victorvsl
@victorvsl 4 жыл бұрын
I'm leaving this comment here for the KZbin algorithm.
@jennyone8829
@jennyone8829 2 жыл бұрын
Thanks for beings a point in my neural network... I appreciate your genius 🎈❤️
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
glad you enjoyed this video thanks
@lionmuller2680
@lionmuller2680 2 жыл бұрын
Great video series. Definitely learned some valuable insights especially in the way that lead us to deep learning. Also you gave great intuition of the concepts that are embedded in learning concepts, neural networks and finally deep learning networks. However I have have a not trivial addition to the video (although you kind of mention it in the previous video): A very fundamental building block inside of a single neuron is it‘s activation function. But the important thing is, that this function is non-linear and differentiable. Given that, the deep NN can transform the input space such that the output space can be separated into distinct regions (like we‘ve seen in the example of recognizing hand-written digits). In contrast a deep NN that only has linear activations is not having a chance if the problem gets more complex, as we see in the example where the input space is not separable by simple sections (like lines or hyper planes). Thanks a lot for your time you put into this series. Hope to see a continuation if you see fit ;)
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
apprecite this feedback, i'm indeed working on the next video in this series, I'm still stuck one one part which is illuminating what the 'heads' inside a transformer are learning. and telling the story of recurrence in neural nets.
@sarthakbhole3724
@sarthakbhole3724 2 жыл бұрын
Hi, your pictures and explanations are just too good, clear and coherent and made sense. That's how things should be explained. I want to cite your pictures and some of the wording. And I have no problem mentioning a youtube link instead of a textbook even though its not peer reviewed. I was wondering should is it ok if I use link in bib or you have a proper article written on it.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
That's so awesome i'd love if you used that link too please share whatever work you are doing too thanks
@mathematicalmachinery7934
@mathematicalmachinery7934 2 жыл бұрын
Wow… this is the best explanation I have seen by far. I’ve made neural nets from scratch and I’ve never understood them as well as I do after watching the video. Thank you so much for all your time and effort in making this video.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
Wow this is a huge compliment, you made nets from scratch? That's awesome, you probably have lots of intuition I don't have. I'm still struggling with how to do the final video in this series on sequential nets, I almost feel like I nailed transformers but not sure that's the whole story yet
@mikoajjedrzejewski3676
@mikoajjedrzejewski3676 2 жыл бұрын
Amazing video! Really appreciate this, great work :)
@TheFanofWheels
@TheFanofWheels 4 жыл бұрын
This is not just a great explanation and easy to follow, but also just so soothing
@betanapallisandeepra
@betanapallisandeepra 2 жыл бұрын
👌👌👌 awesome explanation and visual representations…
@ttsreto
@ttsreto 2 жыл бұрын
The beauty of this explanation made me smile
@asmomair
@asmomair Жыл бұрын
Mind-blowing explanation! Just too overwhelmed by the amount of imagination and skills you’ve put behind this gorgeous show! Subscription done right away. Looking forward to have more in the days ahead.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
thanks so much, i'm hard at work on the next video and pumped to finally get it out. I spent waaaay too long on the research, i hope it shows again :)
@nityaaryasomayajula2204
@nityaaryasomayajula2204 4 жыл бұрын
Just watched this now, and this explanation is absolutely amazing. Please make more videos about ML :)
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
thank you for feedback. At this moment i'm in the rough drafting stage of the video which follows this one. Probably will take me another month to write or so
@nityaaryasomayajula2204
@nityaaryasomayajula2204 4 жыл бұрын
@@ArtOfTheProblem Thank you so much! I look forward to watching that. I really liked your use of visual analogies, such as paper folding, to better understand what's happening inside of the neural network.
@devshashtag
@devshashtag Жыл бұрын
best explanation that i see about neural networks
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
more on the way!
@MatthewKelley-mq4ce
@MatthewKelley-mq4ce 5 ай бұрын
This was an interesting way to look at it. Thanks for the well done video 👍
@ArtOfTheProblem
@ArtOfTheProblem 5 ай бұрын
thanks, stay tuned!
@emanuelmma2
@emanuelmma2 10 ай бұрын
Wow insane knowledge!
@ArtOfTheProblem
@ArtOfTheProblem 9 ай бұрын
would love if you could help share my newest video: kzbin.info/www/bejne/a3bGgmR_mKqAfLM
@yousseffatihi3702
@yousseffatihi3702 2 жыл бұрын
That was magnificent, I mean really really really super breathtaking.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
thanks Youssef, thrilled youtube started to surface this video i worked my ass off on it
@wybird666
@wybird666 2 жыл бұрын
Very nice. Not so sure about the folding paper, but the visualisations really show how the coordinates are transformed from the complicated manifolds to the relatively simple clusters, and that visualisation can possibly help guide neural network design. Shame you weren't able to answer the final question, ha ha ha!
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
thanks I got held up working on the last video, I will get to it eventually
@franklauter7466
@franklauter7466 Жыл бұрын
One of the best NN explanations
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
thanks Frank, still working on next one
@kauezero
@kauezero Жыл бұрын
@@ArtOfTheProblem That's awesome to know, most AI videos feel dated after a month and this series still feels super informative even after 2 years. Hope to hear more from you on this topic!
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
@@kauezero that means a lot, and yes i'm thankful this video will age well it was not easy to decide what to not cover. i'm thankfull I didn't make the video on sequential nets until post LLM boom. now i'm trying to carefully decide what will make sense in a few years to say now :)
@nneddenn6207
@nneddenn6207 4 ай бұрын
Brilliant explanation, mate! Thanks!
@MohamedESSANOUSY
@MohamedESSANOUSY 4 жыл бұрын
Thank you for this video, it opens your mind to a lot of things
@BHBima
@BHBima Жыл бұрын
Amazing video! I love how you explain things intuitively. It would be amazing if you did a video about gpt4 since it can sort of "reason" and memorize the conversation.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
still working on this one, so much happening it's hard to keep up. thanks!
@arturlinden9442
@arturlinden9442 4 жыл бұрын
Wow, this is amazing
@mangopomelo4994
@mangopomelo4994 4 жыл бұрын
i'm actually from khan academy, i had never thought i can find such an impressive video just because i clicked a link. fascinating!
@ArtOfTheProblem
@ArtOfTheProblem 4 жыл бұрын
cool, how did you find this link?
@mangopomelo4994
@mangopomelo4994 4 жыл бұрын
@@ArtOfTheProblem a introduce course mentioned something about Morse Code, then i came here. appreciate all your videos here and in khan, they're really thought provoking and helpful
@Cobalt_drakeru
@Cobalt_drakeru 4 жыл бұрын
Excellent video!! Thank you!!
@elektrisksitron9054
@elektrisksitron9054 4 жыл бұрын
The legend is back!
@gadworx
@gadworx Жыл бұрын
Your explanation of this is truly astounding.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
Thank you, I worked very very hard on this, and so happy people are finding it
@gadworx
@gadworx Жыл бұрын
@@ArtOfTheProblem I work in the AI field and in neural networks. JUST because one works in it and you think you understand everything, then I see your instruction... it is amazing how much one realizes that I visualized things wrong and truly don't understand it like you thought I did. Again, excellent work.
@ArtOfTheProblem
@ArtOfTheProblem Жыл бұрын
so happy that I could help@@gadworx
@borserp
@borserp 2 жыл бұрын
Simply wonderful, Worth watching for all, Freshers, new comers, experienced persons etc. This video reminds me of a quote. "When something can be read without effort, great effort has gone into its writing". Same is true for this video as well. You have lived NNs. Watching for many more such videos, especially on basic CNN model.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
This quote means a lot to me, I definitely put all the effort into this my brain could possibly muster
@NirSharma1
@NirSharma1 3 жыл бұрын
absolutely must watch
@ArtOfTheProblem
@ArtOfTheProblem 3 жыл бұрын
:)) I'm STILL working on the follow up to this video...
@NirSharma1
@NirSharma1 3 жыл бұрын
@@ArtOfTheProblem looking forward to it
@NirSharma1
@NirSharma1 3 жыл бұрын
@@ArtOfTheProblem looking forward to it
@marine-001
@marine-001 7 ай бұрын
you couldn't explain it better. well done. I am now a subscriber 👍
@ArtOfTheProblem
@ArtOfTheProblem 7 ай бұрын
thanks! and stay tuned for more, working on RL video now
@lourence1651
@lourence1651 4 жыл бұрын
Great work
@MaysamKiani
@MaysamKiani 2 жыл бұрын
Amazing video. Although the occacional backgroung noise was quite distracting. For exampel, the one started at 4:00 was pretty annoying and I had to rewinde the video multiple times to be able to focus on the material. Overal a great simplification of such a concept.
@ArtOfTheProblem
@ArtOfTheProblem 2 жыл бұрын
thanks for the feedback
@theinthanhlan3582
@theinthanhlan3582 2 жыл бұрын
me : researching how to print "Hello World" others from history : researching "how a computer can learn"
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