AI/MLLive

StudySage

AI-powered study companion with automated flashcard generation, smart summaries, and personalized learning paths

2024
StudySage

Project Overview

StudySage is an intelligent study companion that leverages AI and natural language processing to enhance learning efficiency. The platform automatically generates flashcards from uploaded documents, creates concise summaries, and builds personalized learning paths based on individual progress. Using OpenAI's GPT models and custom NLP algorithms, StudySage adapts to each student's learning style, identifies knowledge gaps, and provides targeted practice recommendations.

Technologies Used

React

Interactive frontend with component-based architecture

Python

Backend AI processing and NLP pipeline

Flask

Lightweight Python web framework

OpenAI GPT

Advanced language model for content generation

spaCy

Natural language processing and entity recognition

PostgreSQL

Relational database for user progress tracking

Key Features

Automatic flashcard generation from PDFs and text documents
AI-powered summaries with key concept extraction
Personalized learning paths based on progress and weak areas
Spaced repetition algorithm for optimal retention
Quiz generation with difficulty adaptation
Progress tracking and performance analytics
Multi-format content support: PDFs, slides, web articles
Collaborative study groups and shared flashcard decks

Development Process

1

AI Model Integration

Integrated OpenAI API and configured custom prompts

2

NLP Pipeline

Built document processing with spaCy and text extraction

3

Flashcard Engine

Developed automatic flashcard generation algorithm

4

Learning Algorithm

Implemented spaced repetition and adaptive difficulty

5

Frontend Interface

Created intuitive study interface with React

6

Analytics Dashboard

Added progress tracking and performance insights

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