What Are Neural Networks Even Doing? (Manifold Hypothesis)

[@RayCromwell]

How the hell do you only have 706 subscribers? This is some of the best visualization I've seen of NNs on any channel.

[@timtimtimg]

After 20 years in KZbin, i think this might be the first KZbin comment I've ever written. Excellent video. Thank you. Neutral networks are obviously becoming very important. I appreciate having a slightly better technical understanding of what is happening inside that magical black box. This is the first video that has really been able to do that for me. I subscribed, and look forward to seeing more from you.

[@greatfate]

Thanks a lot this comment makes me so happy 🙏🙏❤️

[@Andrey-rc6wp]

Thank you KZbin for recommending this absolute gem 💎

[@nitinss3257]

Can you please continue making videos, this is a gold mine! much love.

[@reilandeubank]

I just finished this video and I'm absolutely flabbergasted that it only has 260 views! The production quality and ease of explanation truly made me think this was a much larger video than it was. Keep it up

[@knighthawk2062]

Hey my last name is Eubank 😅 The family name was Eubanks before the 1930s but my great grandfather's dad was an evil and abusive man so he later, legally, had the "s" dropped in an effort to distance himself. Was your last name always Eubank, no "s" ? 🙂🤔

[@reilandeubank]

@@knighthawk2062 correct! No S, always bothers me when people include it

[@greatfate]

Thank you so much for the kind words🙏

[@maverickdfz]

This is a great way to visualize and explain the layers. Thank you for the effort you put in to this video!

[@willykitheka7618]

This is a travesty of justice by the YT algorithm!😭😭😭. You sir, have taken a complex topic and explained it SO WELL. To reward you, I subscribed....you're presentations are neck on neck with 3Blue1Brown! Keep on keeping on dude!👌👍👏

[@greatfate]

I truly appreciate the kind feedback 🙏❤️❤️ Frankly this is already more views that I expected for just one day, so I’m actually super grateful for the algorithm 🤣

[@MichaelBarry-gz9xl]

Wow! This is so intuitive! Thank you so much 👌

[@knighthawk2062]

Whoa chat! We're like the first 10 people to witness the birth of something really freakin cool here! 😎😎👌👌👌 Turning my brain to soup bc I'm barely hanging on understanding and I fucking LOVE it... Lol 😅🤣

[@greatfate]

I appreciate you hanging in there 🤣❤

[@TrashMelon]

Awesome Visualization! Never thought of NNs that way :)

[@agenticmark]

This is surprisingly deep and informative! Quite rare on YT these days. Great job!

[@sapphirenw]

This is a fantastic video, and the visualizations are great as well. I’m interested to see how you visualize convolutions in your next video!

[@greatfate]

Thanks! I appreciate it coming from someone who makes wonderful visuals themselves

[@shouryansingh1110]

This literally blew my mind away✨

[@the_gobbo]

Wow! much quality! really good explanation and visuals I finally get what NNs does now

[@mitselek]

this was just an eye opener for me

[@swaggythecat]

Insanely cool animations. really helps to visualize.

[@robertwalkley4665]

Excellent video, well done!

[@kanewilliams1653]

Beautiful animations.

[@agentdarkboote]

Very nicely done, I've seen these concepts before but the animations do a much better job at getting across the process than static images do. I'd love to see the intuitive examinations of lstm and transformer (and looking forward to the CNN one you're working on!) Subbed!

[@greatfate]

Thanks a lot for the kind words 🙏 I explored LSTMs and Transformers deeply a while ago and certainly had the idea to make a video exploring them (maybe my next videos after CNNs? 👀👀)

[@agentdarkboote]

@@greatfate I would love to see the process of all of these architectures during training - the attention matrices in a transformer, the cell state of LSTM, the kernels of CNN etc. I really enjoyed that you used PCA to help visualize that process for the vanilla networks.

[@connorkapooh2002]

wow. at the start of my journey within deep learning these insightful and intuitive tutorials didnt exist. this is everything wrapped up neatly and connected. very very nice

[@jbradymc]

Great video and amazing work thanks

[@ryantwemlow1798]

Wow! Such a fascinating video, beautifully animated😀

[@cobbut]

Incredible production quality. If you keep up this kind of quality for more topics in the future your channel will blow up for sure! I can tell that you're still a bit uncomfortable with doing voice-overs but I'm sure that you'll also get great at them the more you practice. Keep it up!

[@greatfate]

Thanks a lot I appreciate the kind feedback ❤🤣 I try to get better with each new video 💪

[@MrLimpingTwerp]

As the others commented already, this is of unique quality and clarity of exposition. Take heart and have faith that your continued work will find greater appreciation!

[@arjunpathak903]

Beautiful ❤

[@diangopa]

Really nice video man. Keep on the good work

[@willykitheka7618]

One thing though....change the screen background to dark! Dark themes are one the rise!

[@greatfate]

Hmmm… frankly I specifically chose a light themed color palette to differentiate myself from other similar content. But now that you mentioned it… I’ll experiment with dark themed color palettes 🎨 and see if it’s worth the switch 👊

[@casev799]

​@@greatfate Don't get me wrong I'm all for the white background, but half the time I'm watching at night. Maybe a darker grey?

[@MattHudsonAtx]

Best intuition guide for NNs I've seen yet

[@ShantanuSingh-wc4ou]

You don't know it, bro, but you are a gem. I love your content.🙏

[@BooleanDisorder]

Thanks mate, this was interesting! The universe is beautiful! ❤

[@ziwang2247]

why is a video this amazing, have so little views? I don’t understand!

[@antoineberkani9747]

Very clear explanation, thank you. I would appreciate it if you could delve into conv nets and how the convolution/cross correlation is converted to a matrix operation. I find it difficult to understand and everyone just tells me to use pytorch and not think about it...

[@aaquib2010]

just WOW! a totally new perspective

[@lilmoesk899]

Cool video! Please do more :-)

[@finnrobertson2592]

Great animations

[@gauss8134]

incredible video!

[@samkee3859]

Fantastic video

[@jean-marclugrin1902]

Really great, thank you

[@gopsda]

Awesome demo of neural network. Can you tell me what plotting tool you used fir the last 3 dimensional plot showing clusters of similar numbers? Thanks.

[@AhmedEssam_eramax]

عمل رائع ومشرف بارك الله فيك

[@watcher8582]

Very nice.

[@alextilson9741]

Still looking for that source on relu in the description :P

[@matveyshishov]

So awesome!!!

[@johathanreyes1592]

Crazy good video.

[@TheXabl0]

Why did you stop posting?

[@florentinudrea7837]

My boi didn't put other resources in the description as promised :(

[@SiiKiiN]

What aren’t neural networks doing…

[@greatfate]

Good question 🤣

[@maxmiller2009]

Gem

[@revimfadli4666]

Reddit says this isn't how neural networks work lol

[@censoredamerican3331]

Your volume is too low