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BIRCH Clustering Algorithm Example In Python

Cory Maklin
Towards Data Science
6 min readJul 1, 2019

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Existing data clustering methods do not adequately address the problem of processing large datasets with a limited amount of resources (i.e. memory and cpu cycles). In consequence, as the dataset size increases, they scale poorly in terms of running time, and result quality. At a high level, Balanced Iterative Reducing and Clustering using Hierarchies, or BIRCH for short, deals with large datasets by first…

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