Visualizing the Latent Space: This video will change how you imagine neural nets!

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Timestamps-
0:00: Intro
0:48: Intuition
2:11: Autoencoders
2:50: Nearest Neighbor Search
4:30: VAE and Generative AI
5:41: Latent Space Arithmetic
8:05: Finding patterns and trends

[balcofono]

This is the most concise, simplest and best explanation of latent space that I've found so far!

[ManiSaintVictor]

Excellent clarification of multiple concepts in one pass. Helped me relate the encoders relative to latent space in a much more accessible metaphor. Thank you.

[matthewli]

This video is clear and concise, amazing work!

[abdellahfazza]

10 min felt like 30 min, I had so many rewinds during the vid. the video is so full of info, thanks a lot.

[qwertyuuytrewq]

Great explanations! Getting better understanding how some parts of Stable Diffusion work without any efforts )

[intellectualobserver]

This video is so fascinating. Amazing work.

[qwioqwe]

Thanks for great video! Very well explained!

[calum.macleod]

A great description of interpreting deep learing models. Well done!

[draftbkshen]

This video is super cool. It's good to see those visualized concept

[exoticcoder]

Thank you sir ! You clear the concept of latent space for me ! And I can’t wait to click on your multi modal video in this channel

[coder-c]

This was a insanely good video and explanation ty

[DanielTheCunningham]

Excellent video! Thanks for your work!
QQ: Is there a repo for the real-time image manipulation software you used as your demo?

[shahriarshaon]

I really appreciate your lucid explanation. Superb. I wanna request you if you could enhance the sound quality a bit. Good wishes and thanks for such videos

[wwt]

Just subscribed after your NeRF video, and this one is awesome too! You, Yannic, and Two Minute Papers are great at making AI content relatable and interesting and freaking cool :) What a time to be alive! lol

[geoffgodwin]

This is a fantastic break down. Great pacing, wonderful examples with easy to follow metaphors. Fix your audio and keep em coming!

[FrejLorenzen]

Which tools did you use to be able to change each principal component and see its effect on output image?

[karmeshmeartia]

can we do same with the pixels to enhance the image?

[neithanm]

Oh man. I was a bit lost when you where saying encoder this decoder that but the smile example at 6:50 hit right on the nail. It's indeed mindblowing. I'd love to know more about AI for outsiders, subscribed.
PS: A concept I picked up from Ezra is that AI turns semantics into geometry. So you can do king - man + woman and get queen! (paraphrasing). If you could expand on this and give more examples in different modalities... that'd be awesome.

[teleprint-me]

Great content! Just as a FYI, might want to turn up the Mic volume. It's easier to lower the volume than to turn it up from the consumers POV.

[Essentia-Channel]

Great video but the audio level is way too low. Also the video and audio is not in sync.