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User Guide / Tutorial:

  • How to Use UMAP
  • Basic UMAP Parameters
  • Plotting UMAP results
  • UMAP Reproducibility
  • Transforming New Data with UMAP
  • Inverse transforms
  • UMAP on sparse data
  • UMAP for Supervised Dimension Reduction and Metric Learning
  • Using UMAP for Clustering
  • Outlier detection using UMAP
  • Embedding to non-Euclidean spaces
  • Gallery of Examples of UMAP usage
    • UMAP on the MNIST Digits dataset
    • UMAP on the MNIST Digits dataset
    • UMAP as a Feature Extraction Technique for Classification
    • UMAP on the Fashion MNIST Digits dataset using Datashader
    • Comparison of Dimension Reduction Techniques
  • 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
  • Docs »
  • Gallery of Examples of UMAP usage
  • Edit on GitHub

Gallery of Examples of UMAP usageΒΆ

A small gallery collection examples of UMAP usage. Do you have an interesting UMAP plot that uses publicly available data? Submit a pull request to have it added as an example!

../_images/sphx_glr_plot_mnist_example_thumb.png

UMAP on the MNIST Digits dataset

../_images/sphx_glr_mnist_transform_new_data_thumb.png

UMAP on the MNIST Digits dataset

../_images/sphx_glr_plot_feature_extraction_classification_thumb.png

UMAP as a Feature Extraction Technique for Classification

../_images/sphx_glr_plot_fashion-mnist_example_thumb.png

UMAP on the Fashion MNIST Digits dataset using Datashader

../_images/sphx_glr_plot_algorithm_comparison_thumb.png

Comparison of Dimension Reduction Techniques

Download all examples in Python source code: auto_examples_python.zip
Download all examples in Jupyter notebooks: auto_examples_jupyter.zip

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