VGG16 Neural Network Visualization 

This has to be one of the most inspiring ML videos on YT

This is amazing... I will pursuade many people to come here and and watch this

Thank you, thank you, thank you very much. I know how everything works, but seeing that in action is another thing. Thank you once again.

Unbelievable visualization. Conveys the beauty of CNNs while showing an key aspect of how it works. Thanks.

Videos take lots of efforts, to give a very practical understanding of things

This video needs more views! Excellent work and quality presentation!

Глаза радуются, великолепно проделанная работа. Горжусь соотечественниками !

I love this utter visualization of what the neural network's going 2:00

the best visualization that i never see thanks very much i'm in love with this demonstration

Dude. This just blew my mind. Respect!

This is definitely one of the best I've seen! Liked immediately. But maybe using more labeled fruit images from Google will better demonstrate the power of VGG16? Since one single fruit is used for each kind, the shape might be easily learned and recognized by the the networks. A lot of prep effort tho! Again, very nice work and can't wait to see more. Cheers!

swear to god this is the best production in a ML tutorial. too much inspiration, thank you so much.

Whoa! How much convolution layers. That's some real pro level. :D

Incredible work.

HOLY HELL THIS IS AMAZING!!!

The visualization was mindblowing

Wowww!!! It's a sheer visual pleasure.😍😍😍👍👍

It's really great. I watched the best video of my DL life.

The birth of Skynet... :) Beyond amazing visualization! Even better than OpenAI microscope :)

Very nice work!

So sad there is no love button ❣️

This is crazy impressive 😲

Great video!

this is the best thing i've ever seen

why this incredible like this has so little view, please dont make him give up to do this kind of video , super great video

Contras !!! Hell of working !!!... I'm doing a similar project with XAI tecniques for Skin Lesion classification.

Great, amazing, awesome!!!!!!

beautiful

고마워요 행님.!

superb

✨どうもありがとうございました ✨

Like a child is born and learn first things. Don't know why I'm cring may be due to happiness.

AWESOME!

Good Job

Awesome

If i had to ask of anything of the great and powerful algorithm, please recommend this video to as many users as possible!

Great content 😯😯❤❤❤❤

that's really cool 😃😃😃

Well done

amazing video

...😀 You are back! Any news on a tutorial? Or if possible: Sharing the code with documentation? Would a donation help this along? 😎 Regardless: Thank you for making this!

Awesome!

Really awesome, but the video is rather hard to watch if the majority of it is whizzing past all the layers at nauseating speeds...

Amazing, man how you make these animations, please let me know please. Amazing work

cool video

Молодец, Денис!)

This wouldn't solve the real world problem in efficient way since in real world you would have different background, different size, color, shapes, and half/partial image, multiple fruits. But this is very good for basic understanding.

I was about to sleep, but now I'll have to develop VGGNET16 model then I'll go to bed :)

Great video. How did you visualize the feature maps ?

hi Denis! Great video. Can you give some reference (link) that presents a simple example of CNN, from scracth. I'm trying to learn, but the examples i found are not good at all.

God damn ! ❤️❤️😍

Just keen to know how did you create the visualization among the layers.

How did u show the layer to layer insights of the input image?! Please explain. Or try to make a tutorial on it, it'll be really helpful!!!!

Everybody teaches you what to do but the how part you have to figure yourself out.

beautiful , I have one question - what weed or shroom you do!

But can your model generalize well given the context for which data was made and collected?

wow

What are those, activation maps? Wouldn’t b e more useful see the learned filters?

So many layers! maybe it is a bit overkill?

inspiring. I just wondering the video of fruits was made by yourself for obtaining more data or, offered by kaggle and open to every team?

damn, it must have taken months to prepare

Hi , How did you visualize the layers ?

"The model will be trained on GTX1070 until 0.99% validation set accuracy" bruh lol, that seems kind of small?

hello Denis! amazing video! what is the maximum catagories that can be used as input? right now you are using 10 different catagories. but can this be done for more catagories? like 100, 500, 1000?

What tool did you use for animating conv layers ?

Is that a thermal imager in conv levels? O_o

can i get data set please??

60fps at 3:00 would have been suitable, nice work nonetheless.

Do this with no music and show every layer of each fruit please

how was the visualization of layers done?

I have a question! Can we run an industrial process with a program written with python? Is it safe and "professional"? (ppl say use LABVIEW)

Impressive, but can it tell me if something is a hot dog or a-not hot dog?

Can you tell me how to visualize the model architecture with this method !? how can I do that !?

OpenGL for visualization?

Did no one else see the typo at 1:52? The NN has a 'Pooing' layer lmfao

can i get the code?

How can 1 channel filters be visualized as rgb images?

Hi I'm Ariful Islam leeton im software engineer and Students data since And technology

0.99% accuracy?

youtube's moron ai, where are the views?!

-1 for music...

beautiful