https://github.com/senaldolage/spam-text-classifier

A simple machine learning project to classify whether a given text message is spam or not
https://github.com/senaldolage/spam-text-classifier

python scikit-learn

Last synced: about 2 months ago
JSON representation

A simple machine learning project to classify whether a given text message is spam or not

• Host: GitHub
• URL: https://github.com/senaldolage/spam-text-classifier
• Owner: SenalDolage
• Created: 2025-05-07T05:12:46.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2025-05-07T08:03:07.000Z (about 1 year ago)
• Last Synced: 2025-05-08T02:52:26.113Z (about 1 year ago)
• Topics: python, scikit-learn
• Language: Python
• Homepage:
• Size: 188 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
## Spam Text Classifier

A simple machine learning project to classify whether a given text message is spam or not using natural language processing and a Naive Bayes classifier.

Features:

- Classifies messages as "Spam" or "Not Spam"

- Trained using TF-IDF vectorization and Multinomial Naive Bayes

- Includes CLI prediction script

## Results

Prediction Example:

[![predict-py-python-spam-detector.png](https://i.postimg.cc/D0gmQMDS/predict-py-python-spam-detector.png)](https://postimg.cc/ZvWT4VJm)

Training and test data 

(available at https://raw.githubusercontent.com/justmarkham/pycon-2016-tutorial/master/data/sms.tsv):

[![raw-githubusercontent-com-justmarkham-pycon-2016-tutorial-master-data-sms-tsv.png](https://i.postimg.cc/HW7tdkgn/raw-githubusercontent-com-justmarkham-pycon-2016-tutorial-master-data-sms-tsv.png)](https://postimg.cc/mhB9SRhW)

Model Performance:

[![model-py-python-spam-detector.png](https://i.postimg.cc/rmPPDnnk/model-py-python-spam-detector.png)](https://postimg.cc/jwyX9XYg)

## Dependencies

- pandas

- sklearn

- joblib