Hierarchical Clustering: Create Dendrograms and Detect Clusters like a Pro with Python!

Pubblicato il: 10 febbraio 2025
sul canale di: Codigo Maquina
4,814
265

Clustering, or the detection of underlying patterns that are found naturally within a data set, is one of the most relevant sub-areas of unsupervised machine learning. This video explains step by step how to detect clusters using Hierarchical Clustering (also known as Agglomerative Clustering).

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To cite this educational resource, use the following reference:

Gutiérrez-García, J.O. [Machine Code]. (2025, February 10). Hierarchical Clustering: Create Dendrograms and Detect Clusters like a Pro with Python! [Video]. YouTube. [Include the video URL here].

The video code can be downloaded from:

https://github.com/CodigoMaquina/code...

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To guide your learning, in this link (   • Curso de Inteligencia Artificial (IA) y Ma...  ) you will find a sequential guide to learn:

1. Basic Programming with Python;
2. Data Management;
3. Data Visualization;
4. Data Analysis; and
5. Machine Learning and Data Science.

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Video Index:

0:00 Introduction
0:37 Intro to hierarchical clustering
2:00 Cosine Similarity and Similarity Matrix
8:00 Euclidean Distance Matrix
13:51 Creating clusters incrementally
24:11 Dendrogram
29:01 Distances to determine clusters and the dendrogram
30:25 Hierarchical clustering with Python

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#Clustering #MachineLearning #MachineLearning #Python #MachineLearning #UnsupervisedLearning #DataScience


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