[DOCS] Clustering Tutorial #4245
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WalkthroughA fresh tutorial on clustering images with embeddings has been introduced, guiding through the use of Scikit-learn and FiftyOne for this purpose. It spans from the basics of clustering to the application of algorithms like K-means and HDBSCAN, and even includes visualization and labeling with GPT-4V, enriching the learning resources available. Changes
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- docs/source/tutorials/clustering.ipynb (1 hunks)
- docs/source/tutorials/index.rst (2 hunks)
Additional comments not posted (4)
docs/source/tutorials/index.rst (1)
162-167: The addition of the "Clustering Images with Embeddings" tutorial card looks good and follows the established format for tutorial cards. Ensure theclustering.htmllink and the image path../_static/images/tutorials/clustering.jpgare correct and accessible.docs/source/tutorials/clustering.ipynb (3)
1-215: The introduction and setup instructions in the tutorial are clear and informative. Ensure that all external links are accurate and that the installation commands forscikit-learn,fiftyone,umap-learn, andCLIPare up-to-date.
216-372: The sections on generating features, clustering, and visualizing clusters are well-explained and demonstrate the use of FiftyOne and Scikit-learn effectively. Ensure that the code snippets are efficient and follow best practices for data processing and visualization.
373-543: The sections on labeling clusters with GPT-4V and the conclusion are well-crafted, providing innovative insights and a comprehensive summary of the tutorial. Ensure the description of GPT-4V integration is accurate and that the conclusion effectively highlights the tutorial's main takeaways.
Workflow tutorial on clustering image datasets in FiftyOne with embeddings
Static PDF here: Clustering Images with Embeddings — FiftyOne 0.24.0 documentation.pdf
Release Notes
Is this a user-facing change that should be mentioned in the release notes?
notes for FiftyOne users.
(Details in 1-2 sentences. You can just refer to another PR with a description
if this PR is part of a larger change.)
What areas of FiftyOne does this PR affect?
fiftyonePython library changesSummary by CodeRabbit