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Education Administration Programs
Amazon Bedrock, AWS Lambda, Amazon EC2, Amazon DynamoDB
Streamlined content creation and storage, enhancing efficiency and accuracy in AI-generated materials.
The client offers an online exam platform for teachers and students, featuring auto-generated question papers, live proctoring, auto-evaluation of objective tests, teacher-reviewed subjective tests, and seamless result publishing with feedback.
Optimized Content Generation Workflows
High Accuracy in Content Relevance
Scalable Data Management
The client aimed to use GenAI to generate contextual questions and answers tailored for JEE/NEET exams, focusing on building and expanding a comprehensive question bank. They sought to ensure that all generated questions were topic-relevant and accurately aligned with the curriculum. Additionally, they prioritized the uniqueness of each AI-generated question to maintain a high-quality, diverse question repository.
• Set up Amazon S3 for scalable, secure storage of PDFs.
• Used Mathpix OCR to extract text, including formulas, from PDFs.
• Utilized SageMaker to categorize chapters by topic.
• Deployed AWS Lambda with Amazon API Gateway for data retrieval and Q&A generation.
• Integrated Amazon Bedrock models for contextually accurate question generation.
• Ensured question uniqueness with a semantic similarity evaluation system.
• Deployed Sentence-Transformer on Amazon EC2 via FastAPI to maintain question relevance.
Optimized content generation by 40-50%, developed AI-aligned JEE/NEET questions with 95-98% syllabus accuracy, and implemented scalable Amazon DynamoDB for efficient metadata storage and retrieval.
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