A.I. Experiments: Visualizing High-Dimensional Space

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Built by Daniel Smilkov, Fernanda Viégas, Martin Wattenberg, and the Big Picture team at Google.

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6 years ago I watched this video and thought to my self, "this is so cool, I hope I get to work with this someday." Fast forward 6 years later, I am a research assistant in machine learning, studying my Masters in data science at a big university. Thank you Google AI team, for not only all the research that you have contributed to the machine learning world, but also for exciting our imaginations :)

brucenguyen
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I was so happy when they said "Open Source"

igniculus_
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This is a so damn interesting work from a small team. And they explained it so well, someone like me who doesn't know a thing about data visualization could grasp the concept behind all of this. -*And it's open source.*

dkursada
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I clicked this video thinking it was new and was amazed to see it was made six and a half years ago. Wow! Fantastic work, fellas, keep it up! I'm proud of you 👍

unjogratistheforbiddenmonkeygo
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This is revolutionary. Even with just the categorization of the words, we could see the extent of our languange and our possible thought patterns.

ydfk
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Wow! This visualisation blew my mind. I am practising machine learning right now and this visualisation will be very useful to let us have a peek inside the algorithm.

wellygeek
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The best visualization on how a machine finds correlation. Thank you for this.

mirrormirage
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Youtube's algorithm took me to a video about Youtube's algorithm

williamrobert
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I didn't realize Nikola Tesla and Nikola Tesla were different people. Mind blown.

PinkBoardProducts
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Its been 7 years, this is still one of my favourite videos of all time. Left a profound impact on me

ehwored
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Nice, that was a very helpful explanation. I feel like I understand machine learning a bit better now.

AndrewMeyer
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Open source are my two favourite words in this video
And I really love AI, machine learning, & data visualization

futureshock
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...This is amazing. It's amazing because the tool can exhibit words that are worth learning and related words. This can be insanely helpful when learning important terms for some field in particular. I can't wait to get my hands on this.

BlueCardinal
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🌟 Them: *"It's open source..."*

Me: 😵. 😮. 😯.

kingaragornii
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Like for anything related to OPENSOURCE!

stelianoo
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I wish spotify was more like you, and I wish YT actually showed me this sooner.
You know the algo is not biased when this happens.
Great video, great team, thank you Google.

masoudmaani
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Developing more complicated Ai is in some weird way like learning about ourselves

MrSadek
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As I am currently learning data science,
I will make use of this advanced tool not so long from now. Thanks Google team for this.

miraclechijioke
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Awesome work, being able to better intuit machine learning results will lead to much better ML engineering, as well as conceptual breakthroughs.

skynite
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What an incredible visual. Uploaded 7 years ago…I feel so behind. This helped visualize what’s happening so well

AmanBansil
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