Inspiration
During exams, students often face the stress of having to go through lengthy notes and trying to find answers to specific questions quickly. This can be overwhelming, especially when time is limited. To solve this, we created the AI-Powered Learning Companion (Kairos) – a one-stop solution that addresses all these challenges by providing quick, personalized, and efficient access to learning resources and answers, helping students focus on what truly matters.
What it does
Kairos is an AI-powered learning companion that offers a variety of features designed to enhance the student learning experience. It includes features like: Lecture Q&A: Answering student questions about lecture materials. PDF Q&A: Extracting answers from uploaded PDFs to assist students in understanding complex texts. Quiz Generator: Automatically generating quizzes based on the learning material to help students test their knowledge.
How we built it
Kairos was built using a combination of AI models and frameworks. We leveraged models like Langchain, Google Gemini Pro, and OpenAI Whisper to power features like Q&A and speech recognition. The backend was developed using Python, with Streamlit used for the interface. We also used FAISS for efficient search capabilities across learning resources, and PKL files to store AI model states and data.
Challenges we ran into
Integrating multiple AI models (Langchain, Google Gemini Pro, OpenAI Whisper) to work cohesively within a single platform and ensuring data accuracy and relevance in the Q&A and quiz generation features.
Accomplishments that we're proud of
Successfully integrating multiple AI models into a seamless learning experience. Developing a fully functioning Quiz Generator that automatically adapts to the learning content, providing personalized quizzes.
What we learned
This project taught us a lot about AI model integration, data processing, and the importance of user experience in educational tools. Additionally, we gained experience in working with AI-driven applications for education and realized how AI can significantly enhance the learning process by providing tailored content and support.
What's next for AI-Powered Learning Companion (Kairos)
We plan to integrate Augmented Reality (AR) for gamified learning experiences, making studying more interactive and fun. Additionally, we aim to incorporate adaptive learning, voice recognition, and expand content support to create a more dynamic and engaging educational tool.
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