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
Last synced: 8 months ago
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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 (about 2 years ago)
- Default Branch: master
- Last Pushed: 2023-08-22T14:13:15.000Z (about 2 years ago)
- Last Synced: 2025-01-02T15:32:19.999Z (9 months ago)
- Topics: dbscan, hierarchical-clustering, kmeans-clustering, unsupervised-machine-learning
- Language: Jupyter Notebook
- Homepage: https://github.com/Kmohamedalie/Clustering-Algorithms
- Size: 324 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
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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:
