YOLOv8.1 blog, Explorer notebook and 2023 > 2024 updates

[AyushExel]

Forgot to add "open in colab" buttons for Explorer in its docs and in the readme examples section.

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

Updated documentation and links to reflect Ultralytics YOLO's first anniversary and added new dataset explorer features.

📊 Key Changes

• Changed the citation title from "YOLO by Ultralytics" to "Ultralytics YOLO".
• Updated README files, replacing old banner links with a new link to a blog post celebrating YOLOv8's one-year anniversary.
• Added a new entry to the interactive notebooks section for the "Ultralytics Datasets Explorer with SQL and OpenAI Integration".
• Updated the explorer notebook to include a new dependency installation and an introductory code snippet.
• Added OpenAI as an additional dependency for the Explorer API.
• Cosmetic and behind-the-scenes documentation updates across various language versions.

🎯 Purpose & Impact

• The changes celebrate the milestones achieved by YOLOv8 and ensure that users have the latest information and tools.
• The new Datasets Explorer enhances the user experience with advanced search capabilities and potential integration with OpenAI's services.
• Streamlining access to resources and learning materials improves ease of use for developers and researchers.

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (808984c) 77.12% compared to head (735af25) 39.59%.

Additional details and impacted files

@@             Coverage Diff             @@
##             main    #7469       +/-   ##
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- Coverage   77.12%   39.59%   -37.54%     
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  Files         117      117               
  Lines       14331    14331               
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- Hits        11053     5674     -5379     
- Misses       3278     8657     +5379     

Flag	Coverage Δ
Benchmarks	?
GPU	39.59% <ø> (ø)
Tests	?

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[glenn-jocher]

@AyushExel you forgot about the Chinese README here https://github.com/ultralytics/ultralytics/blob/main/README.zh-CN.md

[glenn-jocher]

@AyushExel I've updated the setup section of the Explorer notebook to add openai and to print the install summary: