🌟 Summary

This update introduces enhancements primarily focused on transitioning model references from YOLOv8 to YOLO11. It includes fixes, documentation updates, and configuration changes to ensure the latest YOLO11 models are fully supported.

📊 Key Changes

• Updated the project version from 8.3.0 to 8.3.1.
• Corrected model references in Automatic Mixed Precision (AMP) checks for accurate YOLO model handling.
• Modified references and configurations across the codebase from YOLOv8 to YOLO11.
• Enhanced the Docker setup and benchmarking alignment for YOLO11 models.
• Improved documentation clarity with updated descriptions and keywords.

🎯 Purpose & Impact

• 🛠️ Functionality: Ensures AMP checks work correctly with YOLO11 models, critical for maintaining training accuracy and reliability.
• 🚀 Model Upgrade: Shifts the focus to YOLO11, reflecting improvements in performance and capability.
• 📄 Documentation Improvement: Updated documentation to reduce confusion and align with the latest version for easier user adoption.
• 📈 Benchmarking and Deployment: Improved Docker deployment and model benchmarking with YOLO11n, enhancing build reliability and evaluation precision.

What's Changed

• Fix YOLO11 YouTube link by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16542
• Update YOLO11 Docs page by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16543
• Bump contributor-assistant/github-action from 2.5.2 to 2.6.1 in /.github/workflows by @dependabot[bot] in https://github.com/ultralytics/ultralytics/pull/16545
• Default to YOLO11 models by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16561
• Update Docker deploy to YOLO11 benchmarks by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16564
• ultralytics 8.3.1 update AMP checks for YOLO11n by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16560

Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.3.0...v8.3.1