Unlocking subjective answer assessment using ML and NLP

Computer Engineering

The Student Management System is a web-based application developed using the Django framework, designed to streamline administrative and academic activities in educational institutions. This system caters to three primary user roles: Admin, Staff, and Students. Each role is assigned specific functionalities, ensuring efficient management and accessibility of resources. The Admin has full control over the system, including the management of users, subjects, courses, and other core data. Staff members can take attendance, manage results, respond to student feedback, and handle leave requests. Students can view their attendance records, exam results, apply for leave, and submit feedback. A key highlight of this system is the integration of an AI-powered chatbot, which helps students navigate the platform and get instant responses to academic or administrative queries. Moreover, the system includes a question-answer module for academic assessment, allowing staff to create quizzes or assignments and students to attempt them online. This project aims to reduce manual workload, improve data accuracy, and enhance communication between students and faculty. By leveraging Django’s secure, scalable architecture, the system ensures user-friendly interaction and role-based access control. The integration of AI and assessment tools makes the SMS not just a management tool but a smart academic companion for modern educational environments. at least 250 words.

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