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3.4. Metrics and scoring: quantifying the quali...
g. metrics.log_loss ) then one needs...non-thresholded decision values (e.g. metrics.roc_auc_score ). In this...scikit-learn.org/dev/modules/model_evaluation.html -
1.12. Multiclass and multioutput algorithms — s...
Bakiri G., Journal of Artificial Intelligence...scikit-learn.org/stable/modules/multiclass.html -
2.2. Manifold learning — scikit-learn 1.5.0 doc...
g. \(\delta_{ij}=c_1-c_2 S_{ij}\)...focus on the local structure (e.g. an SVM with a Gaussian RBF kernel)....scikit-learn.org/stable/modules/manifold.html -
1.11. Ensembles: Gradient boosting, random fore...
We will denote it by \(g_i\) . Removing the constant terms,...\arg\min_{h} \sum_{i=1}^{n} h(x_i) g_i\] This is minimized if \(h(x_i)\)...scikit-learn.org/stable/modules/ensemble.html -
Contributing — scikit-learn 1.5.0 documentation
g., Fixes #1234 ; multiple issues/PRs...without using the keywords (e.g., See also #1234 ). PRs should...scikit-learn.org/stable/developers/contributing.html -
3.1. Cross-validation: evaluating estimator per...
G. Fung, R. Rosales, On the Dangers...Experimental Evaluation , SIAM 2008; G. James, D. Witten, T. Hastie,...scikit-learn.org/stable/modules/cross_validation.html -
2.3. Clustering — scikit-learn 1.5.0 documentation
g. nearest-neighbor graph) Mean-shift...transductive Graph distance (e.g. nearest-neighbor graph) Ward...scikit-learn.org/stable/modules/clustering.html -
1.1. Linear Models — scikit-learn 1.5.0 documen...
g., frequency counts or prices of...be significantly faster than e.g. LogisticRegression with a high...scikit-learn.org/stable/modules/linear_model.html -
Demo of OPTICS clustering algorithm — scikit-le...
subplot ( G [ 0 , :]) ax2 = plt . subplot ( G [ 1 , 0 ]) ax3.... subplot ( G [ 1 , 1 ]) ax4 = plt . subplot ( G [ 1 , 2 ]) #...scikit-learn.org/stable/auto_examples/cluster/plot_optics.html -
Roadmap — scikit-learn 1.5.0 documentation
g. Pandas, Dask) and infrastructures (e.g. distributed...fit for, e.g. . #6425 #6424 Per-feature handling (e.g. “is this...scikit-learn.org/stable/roadmap.html