Python_S3

IAS Quiz Platform & Smart Study Assistant

An Adaptive Learning System for IAS Exam Preparation

Overview

This project is a web-based adaptive quiz platform designed to optimize preparation for the IAS (Indian Administrative Service) exam. Unlike static quiz applications, this system utilizes a difficulty-based adaptive algorithm to adjust to the learner's proficiency level in real-time.

The platform provides immediate feedback, tracks performance metrics across different difficulty levels (Easy, Medium, Hard), and integrates curated study resources (YouTube playlists) to help students address weak areas.

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Key Features

1. Adaptive Quiz Engine

• Dynamic Question Selection: The system fetches questions based on Subject and Subtopic.
• Adaptive Logic: Based on previous scores, the system intelligently recommends the next set of questions with varying difficulty ratios (e.g., scoring >70% triggers more Hard questions).

2. Real-Time Evaluation

• Instant Feedback: Users receive immediate validation for their answers.
• Detailed Explanations: Whether correct or incorrect, the system provides explanations to reinforce learning.

3. Analytics & Dashboard

• Progress Tracking: Visualizes score trends over time using interactive line charts.
• Weakness Identification: Identifies specific subtopics where accuracy is low.
• Performance Breakdown: Categorizes performance by difficulty (Easy vs. Medium vs. Hard).

4. Resource Repository

• Curated Content: Provides direct links to YouTube playlists and study materials relevant to specific subjects and subtopics.

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Tech Stack

• Language: Python
• Frontend Framework: Streamlit (for responsive, interactive UI)
• Data Manipulation: Pandas (for CSV handling and analytics)
• Visualization: Altair (for generating performance charts)
• Storage: CSV Files (Lightweight database for users, questions, and results)

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📂 Project Structure

├── quiz_app.py           # Main application entry point (Streamlit)
├── ml_part.py            # Contains the adaptive logic algorithm
├── multiple_options.py   # Helper functions to load and filter questions
├── questions.csv         # Database of quiz questions (Must be created)
├── resources.csv         # Database of study links (Must be created)
├── users.csv             # Stores user credentials (Auto-generated)
├── results.csv           # Stores quiz history and scores (Auto-generated)
└── README.md             # Project documentation