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Satyapal Singh

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Review Open access Sep 2026

Automated Sentiment Analysis of Hindi Text using Machine Learning Techniques: A Lightweight and Scalable Framework for Regional Language NLP

This proposed work addresses the persistent challenges of data sparsity, linguistic diversity, and limited annotated resources that hinder sentiment analysis in regional Indian languages by proposing a lightweight yet effective machine learning-based framework for automated sentiment classification of Hindi textual dat...

Satyapal Singh, Jarnail Singh, D. S · 0 citations

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