https://github.com/munas-git/fake-news-detection
A fake/real news detection system using Sklearn, Django, JavaScript, HTML & CSS
https://github.com/munas-git/fake-news-detection
artificial-intelligence data-analysis data-science decision-tree-classifier django fake-news-detection machine-learning natural-language-processing nlp-machine-learning webapp
Last synced: about 2 months ago
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A fake/real news detection system using Sklearn, Django, JavaScript, HTML & CSS
- Host: GitHub
- URL: https://github.com/munas-git/fake-news-detection
- Owner: munas-git
- Created: 2023-01-06T13:47:21.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2023-08-14T09:20:40.000Z (almost 3 years ago)
- Last Synced: 2025-08-27T16:50:54.779Z (10 months ago)
- Topics: artificial-intelligence, data-analysis, data-science, decision-tree-classifier, django, fake-news-detection, machine-learning, natural-language-processing, nlp-machine-learning, webapp
- Language: Jupyter Notebook
- Homepage:
- Size: 11.6 MB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
##### Project Status: Completed.
# Project Title: Fake News Detection Systsem.
## Project Description.
This AI system is capable fo classify news into two broad categories: Real and Fake news. The data was gotten from Kaggle. Some of the steps involved in the model training include:
> Download and unzip "news-transformer" here
- Turning texts into lower case.
- Removal of numbers.
- Removal of symbols, special characters and white spaces.
- Removal of stopwords (english).
- stemming of words.
- Text transformation using TF-IDF Vectorizer.
### Tools and Libraries Used
- re
- CSS
- HTML
- NLTK
- Pickle
- Django
- Seaborn
- Matplotlib
- JavaScript
- Scikit-learn
- Pandas (Python)
- Visual Studio Code (IDE)
## Demo of System
https://user-images.githubusercontent.com/78413685/211159873-7cfb4e48-b94d-4de7-a90b-beb528d9d064.mp4