@ -102,13 +102,14 @@ See YOLOv8 [Python Docs](https://docs.ultralytics.com/usage/python) for more exa
Ultralytics provides interactive notebooks for YOLOv8, covering training, validation, tracking, and more. Each notebook is paired with a [YouTube](https://youtube.com/ultralytics) tutorial, making it easy to learn and implement advanced YOLOv8 features.
Ultralytics provides interactive notebooks for YOLOv8, covering training, validation, tracking, and more. Each notebook is paired with a [YouTube](https://youtube.com/ultralytics) tutorial, making it easy to learn and implement advanced YOLOv8 features.
| <ahref="https://docs.ultralytics.com/modes/track/">YOLOv8 Multi-Object Tracking in Videos</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/object_tracking.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | <ahref="https://youtu.be/hHyHmOtmEgs"><center><imgwidth=30%src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-social-youtube-rect.png"alt="Ultralytics Youtube Video"></center></a> |
| <ahref="https://docs.ultralytics.com/modes/track/">YOLOv8 Multi-Object Tracking in Videos</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/object_tracking.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | <ahref="https://youtu.be/hHyHmOtmEgs"><center><imgwidth=30%src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-social-youtube-rect.png"alt="Ultralytics Youtube Video"></center></a> |
| <ahref="https://docs.ultralytics.com/guides/object-counting/">YOLOv8 Object Counting in Videos</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/object_counting.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | <ahref="https://youtu.be/Ag2e-5_NpS0"><center><imgwidth=30%src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-social-youtube-rect.png"alt="Ultralytics Youtube Video"></center></a> |
| <ahref="https://docs.ultralytics.com/guides/object-counting/">YOLOv8 Object Counting in Videos</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/object_counting.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | <ahref="https://youtu.be/Ag2e-5_NpS0"><center><imgwidth=30%src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-social-youtube-rect.png"alt="Ultralytics Youtube Video"></center></a> |
| <ahref="https://docs.ultralytics.com/guides/heatmaps/">YOLOv8 Heatmaps in Videos</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/heatmaps.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | <ahref="https://youtu.be/4ezde5-nZZw"><center><imgwidth=30%src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-social-youtube-rect.png"alt="Ultralytics Youtube Video"></center></a> |
| <ahref="https://docs.ultralytics.com/guides/heatmaps/">YOLOv8 Heatmaps in Videos</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/heatmaps.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | <ahref="https://youtu.be/4ezde5-nZZw"><center><imgwidth=30%src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-social-youtube-rect.png"alt="Ultralytics Youtube Video"></center></a> |
| <ahref="https://docs.ultralytics.com/datasets/explorer/">Ultralytics Datasets Explorer with SQL and OpenAI Integration</a> | <ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/docs/en/datasets/explorer/explorer.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a> | Coming Soon |
<ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/docs/en/datasets/explorer/explorer.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a>
The Explorer API is a Python API for exploring your datasets. It supports filtering and searching your dataset using SQL queries, vector similarity search and semantic search.
The Explorer API is a Python API for exploring your datasets. It supports filtering and searching your dataset using SQL queries, vector similarity search and semantic search.
<imgwidth="1709"alt="Screenshot 2024-01-08 at 7 19 48PM (1)"src="https://github.com/AyushExel/assets/assets/15766192/e536b0eb-6bce-43fe-b800-3e79510d2e5b">
<imgwidth="1709"alt="Screenshot 2024-01-08 at 7 19 48PM (1)"src="https://github.com/AyushExel/assets/assets/15766192/e536b0eb-6bce-43fe-b800-3e79510d2e5b">
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<ahref="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/docs/en/datasets/explorer/explorer.ipynb"><imgsrc="https://colab.research.google.com/assets/colab-badge.svg"alt="Open In Colab"></a>
Ultralytics Explorer is a tool for exploring CV datasets using semantic search, SQL queries, vector similarity search and even using natural language. It is also a Python API for accessing the same functionality.
Ultralytics Explorer is a tool for exploring CV datasets using semantic search, SQL queries, vector similarity search and even using natural language. It is also a Python API for accessing the same functionality.
### Installation of optional dependencies
### Installation of optional dependencies
Explorer depends on external libraries for some of its functionality. These are automatically installed on usage. To manually install these dependencies, use the following command:
Explorer depends on external libraries for some of its functionality. These are automatically installed on usage. To manually install these dependencies, use the following command:
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