Visualizing Data Using t-SNE

Visualizing Data Using t-SNE

Google TechTalks

11 лет назад

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@DavidAKZ
@DavidAKZ - 07.11.2013 12:18

What is a "high dimensional" object ?

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@shodanxx
@shodanxx - 10.11.2013 01:43

I was very hard to hear the question from the audience also we never saw the person giving the talk, what's up with that ? Don't you realize that body language and facial expressions is an important part of communication ? Why have video cameras if you're just going to show the powerpoint ?

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@WayneStidolph
@WayneStidolph - 14.11.2013 00:25

Nicely presentation - I'm a naive layman, but I was able to follow along and see how this is a useful technique. Thank you for sharing!

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@JamesXLi-th8xx
@JamesXLi-th8xx - 15.11.2013 07:07

Excellent talk and congratulations.

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@RalphDratman
@RalphDratman - 17.11.2013 07:56

Wonderful talk, very clear, giving by a wide margin the greatest real-world impact of any Google talk I have seen.

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@mohseeeenjj
@mohseeeenjj - 21.01.2014 23:05

I hoped all my teachers could explain complicated stuff this clear .  

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@dennishain8434
@dennishain8434 - 26.02.2014 13:38

Great stuff - I'm thinking it's time to get more deep into t-SNE for more insights about our data.

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@rakshapai
@rakshapai - 21.05.2015 11:57

This video really helped me with t-SNE models. Shared on Google +.

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@juliankuo7779
@juliankuo7779 - 01.07.2015 12:50

Such an impressive work which i should carefully read before!

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@arnaudsors8655
@arnaudsors8655 - 14.01.2016 19:09

Great talk, crystal-clear. Thanks.

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@jony7779
@jony7779 - 28.03.2016 21:18

geinus

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@nicolasfernandez1754
@nicolasfernandez1754 - 18.08.2016 20:44

at 2 minutes, have you heard of a heatmap? That can visualize thousands of variables at a time.

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@gaaligadu148
@gaaligadu148 - 18.01.2017 04:11

Hi Guys, can someone please explain why symmetric probability is Pij = (Pi|j + Pj|i)/2N and not Pij = (Pi|j + Pj|i)/2 ?

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@sayajujur2565
@sayajujur2565 - 15.04.2017 12:48

why everyone using deep learning for image or text?
I want to use deep learning (and use t-SNE for visualization) on bioinformatic dataset I've collected. that dataset is ,I can say larger version of IRIS dataset with 512*16 . How to do classification show it in t_SNE?

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@Nathanielmhld
@Nathanielmhld - 23.04.2017 20:22

Was that first question asked by UC Berkeley's Jon Deniro????

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@peterfranken8723
@peterfranken8723 - 12.08.2017 14:11

Very clear and insightful presentation. I cant wait trying it out myself.

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@jteoh3147
@jteoh3147 - 08.11.2017 08:54

I am interested in looking at the interactive 3D tool on your website visualizing your data, do you have a direct link to the interactive plot that you can share? Thanks in advance

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@pratyushbehere3580
@pratyushbehere3580 - 22.11.2017 14:24

Too hard to understand.

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@nikhilsrajan
@nikhilsrajan - 09.12.2017 23:15

HOLD TIGHT t-SNE
He's got a pumpy.
(big ting)

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@ProfessionalTycoons
@ProfessionalTycoons - 21.07.2018 16:31

sexy video

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@violanteandre
@violanteandre - 25.07.2018 16:39

Great talk!

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@alanwang6563
@alanwang6563 - 05.10.2018 05:37

That's why Google is the best company on earth

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@jieqiangwei7569
@jieqiangwei7569 - 22.01.2019 16:02

great performance with simple ideas!! Fantastic!

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@TheDavidlloydjones
@TheDavidlloydjones - 31.01.2019 09:52

You bail out boats on rivers for the same reason you bail out banks: to keep them from going under.
Cheerleaders and sports are both voyeuristic attractions, for audiences.
Machines can spot these associations, even if poor keyboard-trapped humans don't get it.

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@user-cc8kb
@user-cc8kb - 26.10.2019 01:37

very good talk. thank you very much.

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@IVEXUS
@IVEXUS - 19.01.2020 20:48

Make sure to also look up UMAP!

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@xintongbian
@xintongbian - 17.02.2020 14:46

didn't get hinton's introductory talk, what was the four and the 12 that he was talking about?

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@casemoy
@casemoy - 30.04.2020 13:09

Thank you so much. One of the best talks I ever listened to!

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@mercymaxuelnyuybin4626
@mercymaxuelnyuybin4626 - 01.06.2020 12:37

Thanks! this is so explicit.

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@jeetbarot4357
@jeetbarot4357 - 23.08.2020 14:37

AMAZING!

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@yingbeesweden6712
@yingbeesweden6712 - 13.11.2020 12:40

hello my friend nice film and like, nice to meet you

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@kimdamiani6573
@kimdamiani6573 - 18.11.2021 19:22

Thank you very much!

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@lebesgue-integral
@lebesgue-integral - 29.02.2024 06:52

One of the best presentations I have ever seen in ML

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