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Author

S. Somayajula

2 papers indexed here

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Sep 2026

A Machine Learning-Based Predictive Framework for Proactive Early Academic Intervention in Higher Education

Predicting student academic performance has become a concrete challenge for higher education institutions trying to keep students from slipping through the cracks. The earlier you catch a struggling student, the more you can do about it—yet most traditional assessment systems flag problems only after the damage is done...

J. A. Jeba, S. Bose, Vanessa M. Willemse et al. · 0 citations
#generative ai Review Open access Aug 2026

AI-Powered Chatbots for Customer Service in Banking

This study examines the role of AI-powered chatbots in enhancing customer service within banking institutions by reviewing existing literature and proposing a conceptual framework for chatbot adoption, and highlights challenges associated with privacy, trust, cybersecurity, and ethical considerations.

Prithvi Siva Sankar Shunmuga Sundaram, S. Somayajula, R. Venugopal · 0 citations

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