AI-Tutor is an educational web application that leverages the latest OpenAI's Assistant API and Retrieval-Augmented Generation (RAG) techniques to deliver customized tutoring across a wide range of academic subjects. It adapts dynamically to specific course content, providing a personalized and interactive learning experience.
- Adaptive Learning: Upload course-specific materials to tailor AI responses to particular subjects or topics.
- Enhanced Accuracy: Mitigates information hallucination by validating AI responses with reliable data sources.
- User-Friendly Interface: Streamlit-based UI for an intuitive and smooth user experience.
- Data Privacy and Security: Built with a focus on compliance with OpenAI's data protection policies.
- Technologies: Python, Streamlit, OpenAI's Assistants API, Retrieval-Augmented Generation (RAG).
- Platform: Hosted on Streamlit Community Cloud for free public access.
- Data Handling: Incorporates intelligent handling of uploaded course materials to enrich tutoring content.
AI-Tutor utilizes a combination of AI-driven technologies to deliver a robust educational experience:
- LLM Integration: OpenAI’s LLM enables the app to understand complex queries and generate responses that are both context-aware and informative.
- RAG for Enhanced Learning:
- Grounded Responses: RAG supplements AI's built-in knowledge by retrieving relevant information from external sources, ensuring responses are accurate and contextually relevant.
- Reduced Information Hallucination: By cross-checking AI-generated content with trusted data sources, AI-Tutor minimizes misinformation.
- Dynamic Tutoring: Adapts to different courses, providing unique and tailored responses to diverse educational needs.
- Sidebar Options:
- Delete uploaded course materials.
- Download Q&A transcripts in HTML format.
- Main Interface:
- Input for OpenAI API Key.
- Upload functionality for course materials.
- Interactive Q&A section for engaging with the AI.
- Real-time display and archive of question-answer history.
- API Configuration: Input your OpenAI API Key in the designated field.
- Material Upload: Upload relevant course documents to customize the tutoring experience.
- Engage with the AI: Start asking questions and receive personalized answers.
- Transcript Download: Save the Q&A session as an HTML file for future reference.
- Personalized Learning: AI-Tutor's tailored responses make learning more effective and engaging.
- Accurate, Updated Information: Leveraging RAG ensures current and precise content delivery.
- Broad Application: Suitable for various educational disciplines and subjects.
- Data Security: Committed to protecting user data in line with OpenAI’s security standards.
- Seamless Interaction: Provides an interactive platform for real-time question-and-answer sessions.
- Advanced Analytics: Integrating learning analytics to track user progress.
- Multilingual Support: Expanding AI capabilities to support different languages.
- Mobile Optimization: Optimizing the app for mobile devices.
- OpenAI Assistant API Documentation
- Introduction to Retrieval-Augmented Generation (RAG)
- Vector Database Similarity Search
- OpenAI Privacy and Security Practices