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https://github.com/eva-kaushik/data-clustering
Clustering Scripts for hard and soft clustering, including implementations of K-means, K-medoids, hierarchical clustering, fuzzy C-means, and Gaussian mixture models. Demonstrates text clustering using both hard and soft clustering algorithms.
https://github.com/eva-kaushik/data-clustering
clustering clustering-algorithm data datascience machine-learning-algorithms
Last synced: 2 days ago
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Clustering Scripts for hard and soft clustering, including implementations of K-means, K-medoids, hierarchical clustering, fuzzy C-means, and Gaussian mixture models. Demonstrates text clustering using both hard and soft clustering algorithms.
- Host: GitHub
- URL: https://github.com/eva-kaushik/data-clustering
- Owner: Eva-Kaushik
- Created: 2024-04-15T19:49:45.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2024-04-15T20:02:47.000Z (7 months ago)
- Last Synced: 2024-04-15T21:26:17.376Z (7 months ago)
- Topics: clustering, clustering-algorithm, data, datascience, machine-learning-algorithms
- Language: Python
- Homepage:
- Size: 7.81 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
## Hard Clustering
This repository contains Python scripts for hard clustering and text clustering using hard clustering algorithms.
### functions_categorization_new.py
This script contains functions for performing hard clustering and categorization tasks. It includes implementations of various hard clustering algorithms such as K-means, K-medoids, and hierarchical clustering.
#### Usage:
```bash
python functions_categorization_new.py
```
### text_clustering.py
This script demonstrates text clustering using hard clustering algorithms. It preprocesses text data, applies feature extraction techniques, and performs clustering using the implemented algorithms.
#### Usage:
```bash
python text_clustering.py
```
---
## Soft Clustering
This repository contains Python scripts for soft clustering and text clustering using soft clustering algorithms.
### functions_categorization_soft.py
This script contains functions for performing soft clustering and categorization tasks. It includes implementations of various soft clustering algorithms such as fuzzy C-means and Gaussian mixture models.
#### Usage:
```bash
python functions_categorization_soft.py
```
### text_clustering_soft.py
This script demonstrates text clustering using soft clustering algorithms. It preprocesses text data, applies feature extraction techniques, and performs clustering using the implemented algorithms.
#### Usage:
```bash
python text_clustering_soft.py
```
---