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docs_dir: docs
site_dir: site
site_name: UMAP
site_description: Uniform Manifold Approximation and Projection
site_author: Leland McInnes
site_url: https://lmcinnes.github.io/umap/
repo_url: https://github.com/lmcinnes/umap
repo_name: lmcinnes/umap
edit_uri: edit/master/doc/
copyright: Copyright © 2017-2024 Leland McInnes
theme:
name: material
logo: doc/logo_large.png
favicon: doc/logo_large.png
features:
- navigation.instant
- navigation.expand
- navigation.top
- content.code.copy
- content.tooltips
- search.suggest
- search.highlight
palette:
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toggle:
icon: material/brightness-7
name: Switch to dark mode
primary: indigo
accent: indigo
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toggle:
icon: material/brightness-4
name: Switch to light mode
primary: indigo
accent: indigo
plugins:
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lang: en
extra_javascript:
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markdown_extensions:
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nav:
- Home: index.md
- Getting Started:
- Installation: basic_usage.md
- How UMAP Works: how_umap_works.md
- Reproducibility: reproducibility.md
- Algorithms:
- Overview: algorithms/index.md
- UMAP: algorithms/umap.md
- t-SNE: algorithms/tsne.md
- PCA: algorithms/pca.md
- Isomap: algorithms/isomap.md
- LLE: algorithms/lle.md
- MDS: algorithms/mds.md
- PHATE: algorithms/phate.md
- TriMap: algorithms/trimap.md
- PaCMAP: algorithms/pacmap.md
- Numerical Stability: algorithms/numerical_stability.md
- User Guide:
- Basic Usage: basic_usage.md
- Parameters: parameters.md
- Supervised Dimensionality Reduction: supervised.md
- Clustering: clustering.md
- Inverse Transform: inverse_transform.md
- Sparse Data: sparse.md
- Advanced Topics:
- Composing Models: composing_models.md
- Aligned UMAP: aligned_umap_basic_usage.md
- Aligned UMAP - Politics Demo: aligned_umap_politics_demo.md
- Embedding Space: embedding_space.md
- Exploratory Analysis: exploratory_analysis.md
- Variants and Extensions:
- densMAP: densmap_demo.md
- Parametric UMAP: parametric_umap.md
- Mutual Nearest Neighbors UMAP: mutual_nn_umap.md
- Transform & Inference: transform.md
- Landmarked Parametric UMAP: transform_landmarked_pumap.md
- Visualization and Interactive:
- Plotting: plotting.md
- Interactive Visualization: interactive_viz.md
- Outlier Detection: outliers.md
- Document Embedding: document_embedding.md
- Nomic Atlas - Text Embeddings: nomic_atlas_umap_of_text_embeddings.md
- Nomic Atlas - MNIST Training: nomic_atlas_visualizing_mnist_training_dynamics.md
- Performance & Optimization:
- Performance: performance.md
- Benchmarking: benchmarking.md
- Interactive Metrics Comparison: interactive_metrics.md
- Precomputed k-NN: precomputed_k-nn.md
- Evaluation Metrics: evaluation_metrics.md
- Reference & Support:
- API Reference: api.md
- FAQ: faq.md
- Scientific Papers: scientific_papers.md
- Release Notes: release_notes.md
- Development Roadmap: development_roadmap.md