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Update dependency optuna to ==4.5.*
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requirements.txt

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@@ -21,7 +21,7 @@ seaborn==0.13 # To visualize clustering results
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# --- Machine Learning / Optimization ---
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scikit-learn==1.6.*
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optuna==4.3.*
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optuna==4.5.*
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umap-learn==0.5.* # Dimensionality reduction to visualize node embeddings in 2D
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# --- Database connector ---

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