Ai Video Summarization And Quiz Generation Project

Abstract

An intelligent web application that leverages GenAI and NLP tools (like NLTK) to extract key insights from educational or informative videos, generate concise summaries, and create quizzes tailored to user comprehension levels. The platform supports multiple users with authentication and personalized content.

Objective

To enhance learning efficiency by summarizing long-form video content and reinforcing knowledge through AI-generated quizzes in a personalized, secure, and multi-user environment.

Info

This platform uses GenAI for video transcript summarization and question generation, NLTK for text preprocessing and keyword extraction, and Django for a secure web interface with user authentication and content management. Users can upload videos or provide links (e.g., YouTube), and the app processes the transcript, summarizes the content, and builds a quiz based on the summary and keywords.

Key Features

• 🔐 Multi-user Authentication: Sign-up, login, and personalized dashboard for every user
• 🎥 Video Upload/Link Input: Accepts direct video files or YouTube links
• 🧠 Transcript Extraction: Converts video audio to text
• 📝 NLP-based Summarization: Uses NLTK + GenAI to create a concise summary
• ❓ Quiz Generation: Generates MCQs/fill-in-the-blanks from summaries and key phrases
• 📊 User Progress Tracking: Stores quiz results and provides performance analytics
• 🌐 Django Backend: REST API with secure session handling
• 🧪 Interactive Quiz Interface: Real-time quiz taking with feedback
• 💾 History Management: View past summaries, quizzes, and results

Report Contents

• Block Diagram
• Flow Chart
• Components: Name, Images, Details
• Problem Statement
• Abstract
• Introduction
• Methodology
• Challenges and Solutions
• Performance Analysis
• Advantages
• Limitation
• Application
• Future Scope
• Conclusion
• Output Images