Uniform Manifold Approximation and Projection - a dimensionality reduction technique used for visualizing high-dimensional vector embeddings and compressing vectors while preserving structure. Popular for embedding analysis and visualization.
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UMAP (Uniform Manifold Approximation and Projection) is a dimension reduction technique that can be used for visualization and general non-linear dimension reduction for machine learning.
Preservation:
Performance:
Flexibility:
Visualization:
Compression:
Analysis:
Available in:
Open-source: umap-learn on PyPI
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