Agglomerative Hierarchical Clustering | Python Code Example
Channel: CampusX
Date: 2021-11-07

In this video, we'll delve into the concept of Agglomerative Hierarchical Clustering. This technique involves grouping similar data points together in a hierarchical manner, making it easier to understand patterns and relationships within the data.

Code Demo - https://github.com/campusx-official/agglomerative-hierarchical-clustering-demo

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✨ Hashtags✨

#HierarchicalClustering
#DataClustering
#MachineLearningAlgorithms
#DataAnalysis
#ClusteringTechniques
#AgglomerativeClustering

⌚Time Stamps⌚

00:00 - Intro
00:29 - The Need for Other Clustering Methods
03:35 - Clustering Methods
04:50 - Types of Hierarchial Clustering
13:03 - Coding the Algorithm
18:20 - Types of Agglomerative Clustering
19:03 - Single Link
21:44 - Complete Link
24:01 - Group Average
25:31 - Ward
27:22 - How to find the ideal number of clusters
30:57 - Hyperparameters
32:10 - Code Example
34:12 - Benefits of Hierarchial Clustering
36:10 - Limitations
37:05 - Outro