Curse of Dimensionality - AI & ML Glossary | Farez Vadsaria

Machine Learning Fundamentals

Curse of Dimensionality

Phenomena where algorithms become inefficient as dimensionality increases, including data sparsity and distance concentration.

This concept is essential for understanding machine learning fundamentals and forms a key part of modern AI systems.

High Dimensions
Dimensionality Reduction
Feature Selection

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machine-learning-fundamentals high-dimensions dimensionality-reduction feature-selection

Related Terms

Dimensionality Reduction

Techniques to reduce the number of input features while preserving important information (PCA, t-SNE, autoencoders).

Feature Selection

Choosing the most relevant features from available data to reduce dimensionality and improve model performance.

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