Skip to content

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 

Repository files navigation

🎓 CurrAlign AI

On-Device Curriculum–Industry Alignment Analyzer

CurrAlign AI is an on-device, explainable AI system that evaluates how well an academic curriculum aligns with real-world industry job requirements.

It compares syllabi with job descriptions, identifies skill overlap, missing competencies, and low-relevance topics, and explains why these gaps exist — all without cloud dependency.


🚩 Problem

Academic curricula evolve slowly, while industry skill demands change rapidly.
Institutions lack a simple, objective, and transparent way to measure curriculum relevance, and students have limited visibility into employability gaps.


💡 Solution

CurrAlign AI provides:

  • Automated skill extraction from syllabi and job descriptions
  • Curriculum–industry alignment analysis
  • Explainable reasoning for every insight
  • Qualitative readiness assessment for decision-making

All analysis runs locally on the user’s device.


✨ Why This Is Different

  • Explainable AI — no black-box scoring
  • On-device execution — privacy-first, low latency
  • Deterministic pipeline — predictable, auditable results
  • Education-focused — built for institutions, not hiring platforms
  • AMD-aligned architecture — optimized for local CPU/GPU compute

🧠 How It Works (High-Level)

  1. Upload syllabus and job descriptions
  2. Extract and normalize text
  3. Identify skills and topics
  4. Compare curriculum vs industry demand
  5. Generate readiness summary and explanations
  6. Display on-device performance characteristics

⚙️ Tech Stack

  • Frontend: React, Tailwind CSS
  • Backend: FastAPI (Python)
  • NLP: TF-IDF, keyword extraction, cosine similarity
  • Document Processing: pdfplumber, python-docx
  • Execution: Fully on-device (no cloud services)

⚡ AMD Alignment

  • Designed for efficient execution on AMD multi-core CPUs
  • Parallelizable NLP and document processing workloads
  • Privacy-preserving edge AI architecture
  • Ready for future AMD GPU acceleration

🎯 Demo

Includes a One-Click Judge Mode with preloaded demo data for instant evaluation.

🎥 Deployment : [(https://adarsh-gautam-sys.github.io/CurrAlign-AI/)]
🔗 GitHub Repository: [(https://github.com/adarsh-gautam-sys/CurrAlign-AI)]


🏁 Closing

CurrAlign AI transforms curriculum evaluation from a manual assumption into a measurable, explainable process.

Built for the AMD Slingshot Hackathon 2026 🚀

About

On-device AI system to analyze curriculum and industry skill alignment

Resources

Stars

Watchers

Forks

Releases

Packages

Contributors

Languages