Machine Learning
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UMAP
Quick Definition
Fast dimensionality reduction preserving local and global structure
Full Definition
Uniform Manifold Approximation and Projection, a faster dimensionality reduction preserving global structure.
Examples
data visualization, preprocessing, clustering acceleration
Related Terms
dimensionality-reduction
tsne
More Machine Learning Terms
Ensemble Learning
Combining multiple models for better predictions
Feature Engineering
Creating and transforming input variables to improve performance
Regularization
Techniques constraining model complexity to prevent overfitting
Supervised Learning
Learning from labeled training data with input-output pairs
Contrastive Learning
Self-supervised learning by contrasting data pairs
Autoencoder
Neural network learning compressed data representations