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using the same color names, comparing different dimensionality reduction algorithms (pca, tsne and umap):

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Kat ⊷ the Poet Engineer

77,255 subscribers

31,348 次观看 • 1 年前 •via X (Twitter)

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Oldies but goldies: M. Belkin, P. Niyogi, Laplacian Eigenmaps for Dimensionality Reduction and Data Representation, 2003. Non-linear dimensionality reduction by embedding data points using the eigenvectors of a graph Laplacian as coordinates.
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Oldies but goldies: M. Belkin, P. Niyogi, Laplacian Eigenmaps for Dimensionality Reduction and Data Representation, 2003. Non-linear dimensionality reduction by embedding data points using the eigenvectors of a graph Laplacian as coordinates.

Gabriel Peyré

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player clustering component of my Football AI project is pushed to GitHub - feature extraction with SigLIP - dimensionality reduction with UMAP - clustering with KMeans code:
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player clustering component of my Football AI project is pushed to GitHub - feature extraction with SigLIP - dimensionality reduction with UMAP - clustering with KMeans code:

SkalskiP

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Many dimensionality reduction algorithms share a few central principles. 1. Construct a graph that captures the data's local structure 2. Measure "geodesic" distances between points using the graph 3. Project the points to a lower dimension while preserving these distances
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Many dimensionality reduction algorithms share a few central principles. 1. Construct a graph that captures the data's local structure 2. Measure "geodesic" distances between points using the graph 3. Project the points to a lower dimension while preserving these distances

Alec Helbling

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Laplacian eigenmaps perform non-linear dimensionality reduction ("manifold learning") by embedding data points using the eigenvectors of a graph Laplacian as coordinates.
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Laplacian eigenmaps perform non-linear dimensionality reduction ("manifold learning") by embedding data points using the eigenvectors of a graph Laplacian as coordinates.

Gabriel Peyré

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same outfit, different color 💜
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same outfit, different color 💜

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same color, different beauty #ThePrisonerOfBeauty - #SongZuer, #LiuYuning
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same color, different beauty #ThePrisonerOfBeauty - #SongZuer, #LiuYuning

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entangled objects. mapping out the latent conceptual maps of Nous Research ‘s hermes 3 using tsne with cosine distance as similarity metric.
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entangled objects. mapping out the latent conceptual maps of Nous Research ‘s hermes 3 using tsne with cosine distance as similarity metric.

Kat ⊷ the Poet Engineer

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Here she is in different color palettes using Poiyomi decal masking :3 #INH3 #VRChat
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Here she is in different color palettes using Poiyomi decal masking :3 #INH3 #VRChat

Hyeon (graymore+)

26,076 次观看 • 1 年前

#은해 #eunhae cr _0509__0429_ so they have couple table? Same style but different color D: I saw the dining table last time I came. E: It's the same as the one you used to have. D:this color looks nice too
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#은해 #eunhae cr _0509__0429_ so they have couple table? Same style but different color D: I saw the dining table last time I came. E: It's the same as the one you used to have. D:this color looks nice too

yamaiah

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a friend brought up Danganronpa and that reminded me of one of the funniest examples of two different products using the same sample
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a friend brought up Danganronpa and that reminded me of one of the funniest examples of two different products using the same sample

Blurry

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Cubs color commentator Jim Deshaies predicts the PCA homer seconds before he blasts it over the fence at Rate field
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Cubs color commentator Jim Deshaies predicts the PCA homer seconds before he blasts it over the fence at Rate field

Steven Cheah

177,361 次观看 • 22 天前

I wrote this fun interactive article explaining Isomap, a classic non-linear dimensionality reduction technique. Isomap captures the local similarity structure of data through a graph and computes an embedding that preserves this structure. Check it out! Link below.
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I wrote this fun interactive article explaining Isomap, a classic non-linear dimensionality reduction technique. Isomap captures the local similarity structure of data through a graph and computes an embedding that preserves this structure. Check it out! Link below.

Alec Helbling

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Bulate. Different shape and color.🐙
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Bulate. Different shape and color.🐙

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Check out the same lift using different Weights. Top is 124lb Fatbells Bottom is 125lb DB’s
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Check out the same lift using different Weights. Top is 124lb Fatbells Bottom is 125lb DB’s

Donnie Thompson

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It was so funny when P’Saifon asked P’Ling if she wanted to be the same color as Nong Orm and Nong Orm suddenly turned and said “want to be the same color” then P’Ling followed her saying “I want to be the same color” lolllllll #หลิงออม #LingOrm #3PlusXGirlscup
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It was so funny when P’Saifon asked P’Ling if she wanted to be the same color as Nong Orm and Nong Orm suddenly turned and said “want to be the same color” then P’Ling followed her saying “I want to be the same color” lolllllll #หลิงออม #LingOrm #3PlusXGirlscup

lingdenn. (slowwww)

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New feature✨ You can now set the color profile when creating a new canvas🎨 See the same colors when working across different devices.
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New feature✨ You can now set the color profile when creating a new canvas🎨 See the same colors when working across different devices.

CLIP STUDIO PAINT

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Ramune🦫Raven🍉 And making the same joke about comparing themselves to the original show for the hundredth time
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Ramune🦫Raven🍉 And making the same joke about comparing themselves to the original show for the hundredth time

JayTheCartoonboss (Lola Loud’s biggest fan!)

48,617 次观看 • 11 个月前

i couldn't find a cute terminal so i made one! i love ghostty but i like working with different pastel color tabs - so i made cute ghostty - every time you open a new tab, it opens with a different cute pastel color and a sweet message! i gave it a cutie icon with a little pink bow, pastel colors, and now it actually fits my vibe~ it's the exact same ghostty underneath - same speed same everything - just cuter 👻🎀 cuteghostty . com
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i couldn't find a cute terminal so i made one! i love ghostty but i like working with different pastel color tabs - so i made cute ghostty - every time you open a new tab, it opens with a different cute pastel color and a sweet message! i gave it a cutie icon with a little pink bow, pastel colors, and now it actually fits my vibe~ it's the exact same ghostty underneath - same speed same everything - just cuter 👻🎀 cuteghostty . com

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The Tokyo Dome crowd is chanting “PCA, PCA, PCA” for Pete Crow-Armstrong 🥹
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The Tokyo Dome crowd is chanting “PCA, PCA, PCA” for Pete Crow-Armstrong 🥹

Cubs Zone

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🐶 huh… but comparing people to others is seriously the worst. there are billions of people in the world and every single one of them is different, yet you still try to measure everyone by the same standard. seriously… that’s just too much and pathetic
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🐶 huh… but comparing people to others is seriously the worst. there are billions of people in the world and every single one of them is different, yet you still try to measure everyone by the same standard. seriously… that’s just too much and pathetic

jé🌙

13,097 次观看 • 3 个月前