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News-Article-Classifier

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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.

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

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Name		Name	Last commit message	Last commit date
News Article Classifier.ipynb		News Article Classifier.ipynb
README.md		README.md

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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.

Data Loading
Data Cleaning
Data Preprocessing
Model Training
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.

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

0 stars

1 watching

Report repository

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