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Showing content from https://scikit-learn.org/stable/auto_examples/../api/sklearn.manifold.html below:

sklearn.manifold — scikit-learn 1.7.0 documentation

Data embedding techniques.

Isomap

Isomap Embedding.

LocallyLinearEmbedding

Locally Linear Embedding.

MDS

Multidimensional scaling.

SpectralEmbedding

Spectral embedding for non-linear dimensionality reduction.

TSNE

T-distributed Stochastic Neighbor Embedding.

locally_linear_embedding

Perform a Locally Linear Embedding analysis on the data.

smacof

Compute multidimensional scaling using the SMACOF algorithm.

spectral_embedding

Project the sample on the first eigenvectors of the graph Laplacian.

trustworthiness

Indicate to what extent the local structure is retained.


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