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My new favorite easy-to-use interactive 3D visualization library is Plotly! Here is a visualization of the CIFAR dataset where images are first projected into 2,048-dimensional hidden vectors using InceptionV3 and then reduced to 3D using UMAP.

Xavier Bresson

17,442 subscribers

56,508 次观看 • 2 年前 •via X (Twitter)

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10 条评论

Lionel 的头像

Lionel2 年前

Looks way smoother than matplotlib 3d figures. How many observations are in this 3d scatter? Does it ever get slow?

Xavier Bresson 的头像

Xavier Bresson2 年前

50,000 data points. never slow, very smooth on my laptop.

Plotly 的头像

Plotly2 年前

Amazing! Thanks for sharing @xbresson 🙌

Srivathsan Srinivas 的头像

Srivathsan Srinivas2 年前

I am going to try it. Been wanting to plot graphs and interact with. Thanks @xbresson for this post!

Eamon McAndrew 的头像

Eamon McAndrew2 年前

Do you have the code for this specific implementation. The 3D Umap cords to interactive plot like this ?

Xavier Bresson 的头像

Xavier Bresson2 年前

will share code soon

KC Archtux | LEC CHAMPION 💙 的头像

KC Archtux | LEC CHAMPION 💙2 年前

looks so great thx

Jochem Gietema 的头像

Jochem Gietema2 年前

I can see if I can support 3D plots in (also based on Plotly), then you can directly see the actual images as well.

Nur 的头像

Nur2 年前

For 3D visualization, should data have only 3 variables? Or how many variables can I use for this visualization?

Stephen Harrington 的头像

Stephen Harrington2 年前

Combine Plotly with dash for more controls and components.

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