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Francesco Maddaloni edited this page Jun 13, 2025 · 3 revisions

🧠 UDFD – Useless Deep Fake Detection

Welcome to UDFD, a deep learning project designed to detect deep fakes with a strong emphasis on software engineering best practices for AI.

🎯 Project Purpose

UDFD is not just another deep fake detection model. It’s a playground and blueprint for building reliable, maintainable, and ethical AI systems, with a focus on:

  • ✅ Deep Fake Detection
  • 🧰 MLOps Level 1: reproducibility, modularization, testing
  • 👀 Observability: logging, metrics, and traceability
  • ⚖️ Fairness: model auditing and bias detection
  • 🔐 Security: secure model handling and inference
  • 💬 Explainability: visual model introspection
  • 🌱 Sustainability: resource awareness, efficient deployments

🤝 Contributing

We welcome contributions! Please read our Contribution Guidelines.

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