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Showing content from https://umap-learn.readthedocs.io/en/latest/genindex.html below:

Index — umap 0.5.8 documentation

User Guide / Tutorial:

• How to Use UMAP
• Basic UMAP Parameters
• Plotting UMAP results
• UMAP Reproducibility
• Transforming New Data with UMAP
• Inverse transforms
• Parametric (neural network) Embedding
• Transforming New Data with Parametric UMAP
• UMAP on sparse data
• UMAP for Supervised Dimension Reduction and Metric Learning
• Using UMAP for Clustering
• Outlier detection using UMAP
• Combining multiple UMAP models
• Better Preserving Local Density with DensMAP
• Improving the Separation Between Similar Classes Using a Mutual k-NN Graph
• Document embedding using UMAP
• Embedding to non-Euclidean spaces
• How to use AlignedUMAP
• AlignedUMAP for Time Varying Data
• Precomputed k-nn
• Performance Comparison of Dimension Reduction Implementations
• Release Notes
• Frequently Asked Questions

Background on UMAP:

• How UMAP Works
• Performance Comparison of Dimension Reduction Implementations

Examples of UMAP usage

• Interactive Visualizations
• Exploratory Analysis of Interesting Datasets
• Scientific Papers
• UMAP of Text Embeddings with Nomic Atlas

API Reference:

• UMAP API Guide

• Index

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• compute_membership_strengths() (in module umap.umap_)

• discrete_metric_simplicial_set_intersection() (in module umap.umap_)

• fast_intersection() (in module umap.umap_)
• fast_metric_intersection() (in module umap.umap_)
• find_ab_params() (in module umap.umap_)

• fit() (umap.umap_.UMAP method)
• fit_transform() (umap.umap_.UMAP method)
• fuzzy_simplicial_set() (in module umap.umap_)

• init_graph_transform() (in module umap.umap_)

• init_transform() (in module umap.umap_)
• inverse_transform() (umap.umap_.UMAP method)

• make_epochs_per_sample() (in module umap.umap_)

• module
  • umap.umap_

• nearest_neighbors() (in module umap.umap_)

• raise_disconnected_warning() (in module umap.umap_)

• reset_local_connectivity() (in module umap.umap_)

• set_fit_request() (umap.umap_.UMAP method)
• set_transform_request() (umap.umap_.UMAP method)

• simplicial_set_embedding() (in module umap.umap_)
• smooth_knn_dist() (in module umap.umap_)

• transform() (umap.umap_.UMAP method)

• UMAP (class in umap.umap_)

• umap.umap_
  • module

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