Unsupervised learning

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7 Terms

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Unsupervised learning

A machine learning paradigm where we don’t have a response
variable

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Generative models

Models that generate new data based on a dataset

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Dimensionality of data

The number of features/columns

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Dimensionality reduction

Reducing the number of features/columns of your data

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Clustering

Finding unlabeled clusters in data

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PCA

Principal component analysis; finds the “best” low-dimensional representation of
your data

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K-means

A clustering algorithm that assigns each data point to a cluster centroid