Skip to content
/ News-Article-Classifier Public

A ML model natural language processing techniques to classify articles based on their content. The model analyzes text from the articles to predict the most relevant category, such as news, sports, or entertainment. The model's performance is validated through rigorous testing, and all relevant code and data sets are included.

0 stars 0 forks Branches Tags Activity
Star
Notifications You must be signed in to change notification settings

NouraAlgohary/News-Article-Classifier

BranchesTags

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

3 Commits
News Article Classifier.ipynb
News Article Classifier.ipynb
 
 
README.md
README.md
 
 

Repository files navigation

News-Article-Classifier

A machine learning model to predict article category using some text of the article. Data from BBC News Clssification | Kaggle.

Steps:

Using LSTM is not effcient for such a small data set, so replaced it with MultinomialNB.

  1. Data Loading
  2. Data Cleaning
  3. Data Preprocessing
  4. Model Training
  5. Testing

Features:

  • 1490 instances
  • 3 columns(ArticleId, Article, Category)
  • 5 Categories ('business', 'tech', 'politics', 'sport', 'entertainment')

About

A ML model natural language processing techniques to classify articles based on their content. The model analyzes text from the articles to predict the most relevant category, such as news, sports, or entertainment. The model's performance is validated through rigorous testing, and all relevant code and data sets are included.

Topics

nlp machine-learning text-classification kaggle multinomial-naive-bayes news-article-classifier mlproject

Resources

Readme
Activity

Stars

0 stars

Watchers

2 watching

Forks

0 forks
Report repository

Releases

No releases published

Packages

 
 
 

Languages