Empowering Students with AI: Intelligent Systems for Academic and Campus Life Support
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Authors
Siddani, Gayathri
Manava, Sandeep (Advisor)
Venna, Trinadh (Advisor)
Issue Date
2025-04-04
Type
Other
Language
en_US
Keywords
AI-powered university chatbot , Retrieval-augmented generation system , Cloud-based educational support
Alternative Title
Abstract
This project aims to develop an AI-powered university chatbot using LLaMA2-7b-hf and AWS SageMaker for model training, fine-tuning, and deployment. The chatbot efficiently handles queries on courses, fees, faculty, facilities, and student services, bridging gaps in traditional university helpdesk systems. With Retrieval-Augmented Generation (RAG) and the Milvus vector database, it ensures fast and accurate responses. AWS SageMaker streamlines model optimization and scaling, reducing operational complexity. Additionally, the chatbot supports multilingual queries, improving accessibility for a diverse student body. It also features continuous learning mechanisms, refining responses based on user interactions and feedback. While challenges include AI biases, real-time data updates, and resource demands, this project enhances AI-driven educational support, offering a scalable, cloud-based solution for universities.
Description
Department of Academic & Campus Technology Services
UB Rise 2025