Problem Statement: In this notebook, I tried to classify news paper articles using Natural Language Processing in TensorFlow
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Data: The data is taken from Kaggle datasets. You can find the data here: 'https://www.kaggle.com/sudalairajkumar/telugu-nlp?select=telugu_news'
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Evaluation: I used accuracy to evaluate the model
I've tried various models for text classification like
- Naive Bayes model
- FeedForward Neural Network
- LSTM
- GRU
- Bidirectional GRU
and found that GRU model performs better with accuracy of 93.69% accuracy!!!!