https://github.com/kmohamedalie/clustering-algorithms

unsupervised machine learning with clustering algorithms
https://github.com/kmohamedalie/clustering-algorithms

dbscan hierarchical-clustering kmeans-clustering unsupervised-machine-learning

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unsupervised machine learning with clustering algorithms

• Host: GitHub
• URL: https://github.com/kmohamedalie/clustering-algorithms
• Owner: Kmohamedalie
• Created: 2023-07-17T17:44:25.000Z (over 1 year ago)
• Default Branch: master
• Last Pushed: 2023-08-20T10:00:29.000Z (over 1 year ago)
• Last Synced: 2023-08-20T11:22:21.184Z (over 1 year ago)
• Topics: dbscan, hierarchical-clustering, kmeans-clustering, unsupervised-machine-learning
• Language: Jupyter Notebook
• Homepage: https://github.com/Kmohamedalie/Clustering-Algorithms
• Size: 323 KB
• Stars: 0
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Clustering-Algorithms

Unsupervised Machine Learning with Clustering algorithms: in the repository I explored three clustering algorithms K Means,  Hierarchical, and DBSCAN.

### **Practical use case of Hierarchical, BDSCAN, K- Means Clustering:**

### Mall_Customers Dataset 

Credit and for more:   [Youtube tutorial](https://www.youtube.com/watch?v=lQt92mh0N8I)

Link to the : [Kaggle dataset](https://www.kaggle.com/datasets/shwetabh123/mall-customers?resource=download)

Theoretical lessons about the algorithms:


[K Means Clustering](https://www.youtube.com/watch?v=YIGtalP1mv0) 


[Hierarchical Clustering](https://www.youtube.com/watch?v=ijUMKMC4f9I)


[DBSCAN](https://www.youtube.com/watch?v=RDZUdRSDOok)

### Plot of Dendrogram and Elbow from the notebooks:

![image](https://github.com/Kmohamedalie/Clustering-Algorithms/assets/63104472/67a7d5ca-365b-429c-be79-27daa09761eb)

![image](https://github.com/Kmohamedalie/Clustering-Algorithms/assets/63104472/2e640f0e-1e88-4838-80ab-8fe1b6692a10)