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AIEducationBackend

AI Tutor Platform

Personalized learning platform using Azure OpenAI for real-time recommendations and adaptive content.

September 2023
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About This Project

This enterprise AI tutoring platform was developed for Adtalem Global Education to provide personalized learning support at scale. I led the architectural transformation from an initial Python proof-of-concept to a production-ready system built on Rust microservices. The platform processes learning interactions through a comprehensive BigQuery analytics pipeline, enabling real-time insights into student performance. The NLP clustering system uses TF-IDF vectorization and K-means clustering to automatically categorize educational questions, while the Azure OpenAI GPT-4 integration provides personalized, contextual responses to student queries. The system has improved student engagement metrics and reduced response times for tutoring support.

Tech Stack

Rust
Python
Azure OpenAI
BigQuery
FastAPI
React
Redis

Key Highlights

  • Leverages cutting-edge AI and machine learning techniques
  • Designed for educational impact and student success
  • Robust and scalable backend architecture
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Data scientist & ML engineer sharing insights on machine learning, software development, and building production AI systems.

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