https://github.com/justsecret123/clustering-and-decision-tree-iris-dataset-

A quick Notebook to explore a ML pipeline, which consists on preparing the data, explore the data, then apply Machine Learning techniques (K-Means then Decision Tree) to gain insisghts from the data.
https://github.com/justsecret123/clustering-and-decision-tree-iris-dataset-

Last synced: 6 months ago
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A quick Notebook to explore a ML pipeline, which consists on preparing the data, explore the data, then apply Machine Learning techniques (K-Means then Decision Tree) to gain insisghts from the data.

• Host: GitHub
• URL: https://github.com/justsecret123/clustering-and-decision-tree-iris-dataset-
• Owner: Justsecret123
• License: gpl-3.0
• Created: 2021-08-03T18:10:59.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2022-04-26T08:50:59.000Z (over 3 years ago)
• Last Synced: 2025-02-15T08:42:24.620Z (8 months ago)
• Language: Jupyter Notebook
• Homepage:
• Size: 504 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Clustering-and-Decision-Tree-Iris-Dataset-

A quick Notebook to explore a ML pipeline, which consists on preparing the data, explore the data, then apply Machine Learning techniques (K-Means then Decision Tree) to gain insisghts from the data. 

# Techniques explored

- Data cleaning 

- K-Means Clustering

- Decision Tree

# Screenshots 

## Data cleaning (snippet)

![Data cleaning](Screenshots/Data%20Cleaning.PNG)

## K-Means Clustering 

### 2D Visualization

![2D Visualization](Screenshots/KMeans%20Clustering%20(2D).PNG)

### 3D Visualization 

![3D Visualization](Screenshots/KMeans%20Clustering%20(3D).PNG)

## Decision Tree

![Decision Tree](Screenshots/Decision%20Tree.PNG)

# Prerequisites

 - Language : Python 3.x or higher 

 - IDE : Jupyter Lab 

 - Librariries : Scikit-learn, Pandas, NumPy, Matplotlib, Mpl_toolkits