Prepify
Inspiration
The traditional education system often struggles to engage learners, streamline processes, and provide personalized support. Prepify draws inspiration from the need to fill these gaps using the latest advancements in Artificial Intelligence (AI) and *3D technologies. With *SambaNova Cloud at its core, Prepify delivers a platform that simplifies complex concepts, enhances assessment methods, and personalizes learning journeys to meet the unique needs of every student.
GITHUB Link : GitHub - ADRITA-art/Lightning-Fast-AI-Hackathon-Frontend: Prepify reimagines education with cutting-edge features powered by SambaNova Systems
HOSTED Link: https://capable-mochi-88f88c.netlify.app/
What It Does
Prepify reimagines education with cutting-edge features powered by SambaNova Systems:
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3D Models for Concept Visualization
Utilizing frameworks like Three.js and WebGL, Prepify offers immersive, interactive models to help students understand complex concepts in engineering subjects. -
AI-Generated Question Bank
Upload a syllabus in supported formats (e.g., *PNG), and Prepify leverages the *SambaNova Cloud platform to generate a diverse, curriculum-aligned set of questions. -
Optical Character Recognition (OCR)
Powered by SambaNova’s Vision Model using Llama-3.2-11B-Vision-Instruct, the OCR system extracts text from handwritten answer scripts with exceptional accuracy. -
Automated Answer Evaluation
The SambaNova NLP framework utilizing Meta-Llama-3.1-8B-Instruct analyzes and grades student responses, offering detailed insights and performance analytics in real-time. -
Simplified Article Generation
Using the SambaNova Cloud, Prepify transforms complex topics into concise, accessible articles tailored to the learner’s level of understanding. -
Voice Integration for 3D Models
Incorporates the Azure Speech SDK to provide realistic and interactive voice responses within 3D learning models, enhancing the immersive experience.
How We Built It
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SambaNova Cloud Integration
- Utilized SambaNova’s pre-trained models such as Meta-Llama-3.1-8B-Instruct for *question generation, **answer evaluation, and *OCR processing with Llama-3.2-11B-Vision-Instruct, ensuring high-quality and scalable AI services.
- Leveraged the SambaNova AI platform to accelerate model fine-tuning and deployment, optimizing outputs for educational datasets.
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3D Visualization
- Developed interactive learning tools using *Three.js, *GLTF assets, and optimized rendering pipelines for cross-device compatibility.
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Backend Infrastructure
- Built the backend using *Flask, creating modular *REST APIs for functionalities like syllabus uploads, question bank generation, and result processing.
- Hosted the backend on Render, ensuring scalability and reliability for handling multiple concurrent requests.
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Frontend Development
- Built a responsive React.js frontend with *TypeScript, seamlessly integrating with APIs and offering an engaging *Framer Motion-enhanced UI/UX.
- Integrated the Azure Speech SDK to provide voice interactions within 3D models, enhancing user engagement and accessibility.
Challenges We Ran Into
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Model Fine-Tuning
Adapting SambaNova’s AI models to align generated questions with regional and subject-specific syllabi. -
OCR Variability
Ensuring accurate text recognition from diverse handwriting styles and low-resolution images. -
3D Scalability
Balancing detailed visualizations with low-latency rendering for devices with varying capabilities. -
System Integration
Harmonizing multiple AI subsystems powered by SambaNova Systems into a cohesive platform.
Accomplishments We’re Proud Of
- Successfully deploying SambaNova Systems’ AI capabilities to automate question generation, evaluation, and article simplification.
- Delivering an intuitive, cloud-based platform hosted on Render, capable of supporting thousands of concurrent users without performance degradation.
- Creating an innovative learning environment with 3D visualizations and Azure Speech SDK-powered voice interactions that enhance student engagement.
What We Learned
- SambaNova’s AI Platform offers unmatched efficiency and flexibility for specialized educational use cases, from OCR to content generation.
- Interactive 3D Models significantly boost learning outcomes, especially for STEM subjects.
- Collaboration between cutting-edge AI and robust backend systems creates a transformative user experience when tailored effectively.
- Azure Speech SDK integration enhances accessibility and interactivity within educational tools.
What’s Next for Prepify
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Expanding 3D Content
Collaborate with subject matter experts to expand the Three.js-based 3D model library. -
Advanced Feedback
Utilize SambaNova’s explainable AI (XAI) features to deliver more actionable and transparent feedback. -
Global Accessibility
Implement multi-language support using SambaNova’s NLP capabilities. -
Institutional Partnerships
Develop seamless integration with existing Learning Management Systems (LMS) to drive adoption in schools and universities. -
Adaptive Learning Models
Incorporate reinforcement learning algorithms to create tailored learning journeys based on individual performance.
Conclusion
Prepify leverages the power of SambaNova Systems and Azure Speech SDK to transform the educational landscape. By integrating advanced AI and 3D technologies, Prepify provides an engaging, efficient, and personalized learning experience that caters to the diverse needs of students and educators alike.