Artificial Intelligence Task
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High-dimensional data (text, images, etc.)
Low-dimensional representations
To represent complex data in a simpler, more tractable form, keeping key information
Dimensionality reduction techniques and representation learning
Preservation of meaningful relationships, clarity, and utility for downstream tasks