Add Kaggle and Amazon SageMaker badges for notebooks

[RizwanMunawar]

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

This update enhances the Ultralytics Notebooks repository by adding more ways to launch notebooks (including SageMaker Studio Lab), improving documentation links, and making the README table more informative and accessible. 🚀📚

📊 Key Changes

• README Table Upgrade:
  • Added "Open in SageMaker Studio Lab" badges alongside existing Colab and Kaggle options for all notebooks.
  • Improved badge alignment and presentation for a cleaner look.
  • Updated the table headers to reflect new launch options.
• Documentation & Links:
  • Replaced old discussion links with direct documentation links for each notebook.
  • Added or updated links to datasets, GitHub repositories, and relevant arXiv papers where available.
• Automation Script Update:
  • Enhanced the script that generates the README table to support the new badges and documentation fields.
• Workflow Robustness:
  • Improved the GitHub Actions workflow to handle branch protection gracefully, preventing errors if a push is rejected.

🎯 Purpose & Impact

• Broader Accessibility:
  • Users can now launch notebooks directly in Google Colab, Kaggle, or SageMaker Studio Lab, making it easier to get started in their preferred environment. 💻☁️
• Better Documentation:
  • Direct links to official documentation and resources help users find guidance and support faster. 📖🔗
• Improved User Experience:
  • A more organized and visually appealing README table makes it easier to explore available notebooks and resources.
• Smoother Automation:
  • Workflow improvements reduce the risk of CI failures due to branch protection, ensuring more reliable updates.

Overall, these changes make the Ultralytics Notebooks repository more user-friendly, resource-rich, and accessible for the community! 🌍✨

[lakshanthad]

LGTM

[UltralyticsAssistant]

🎉 Fantastic work, @RizwanMunawar and @lakshanthad! Your commitment has truly elevated the Ultralytics Notebooks repository—opening new doors for the community with broader accessibility, richer documentation, and a seamless user experience on platforms like SageMaker Studio Lab, Colab, and Kaggle.

As Helen Keller said, "Alone we can do so little; together we can do so much." Your collaboration and dedication exemplify this spirit, making Ultralytics resources more welcoming and impactful for users around the world. Thank you for your outstanding contributions! 🚀🙌