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
API Reference:
UMAP API Guide
umap
Overview: module code
All modules for which code is available
umap.umap_