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OneHotEncoder — scikit-learn 1.8.0 docume...
Features with 1 or more than 2 categories are left intact. array...(CSR) format. Added in version 1.2: sparse was renamed to sparse_output...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html -
LassoCV — scikit-learn 1.8.0 documentation
it is: ( 1 / ( 2 * n_samples )) * || Y - XW ||^ 2 _Fro + alpha...X = np . array ([[ 1 , 2 , 3.1 ], [ 2.3 , 5.4 , 4.3 ]]) . T >>>...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoCV.html -
Comparing different clustering algorithms on to...
xlim ( - 2.5 , 2.5 ) plt . ylim ( - 2.5 , 2.5 ) plt . xticks..."quantile" : 0.2 , "n_clusters" : 2 , "min_samples"...scikit-learn.org/stable/auto_examples/cluster/plot_cluster_comparison.html -
RegressorMixin — scikit-learn 1.8.0 docum...
2 ], [ 2 , 3 ], [ 3 , 4 ]]) >>>...float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...scikit-learn.org/stable/modules/generated/sklearn.base.RegressorMixin.html -
plot_release_highlights_1_8_0.py
2, 2) x2, y2 = S_scaling.T ax2.scatter(x2,...complexity compared to # `O(n**2)` previously, which allows to...scikit-learn.org/stable/_downloads/2f7d0c4f8bbd7c7e4062e34c1bffe66a/plot_release_highlights_1_8_0.py -
SGD: Weighted samples — scikit-learn 1.8....
2 ) + [ 1 , 1 ], np . random . randn ( 10 , 2 )] y = [...scikit-learn.org/stable/auto_examples/linear_model/plot_sgd_weighted_samples.html -
1.1. Linear Models — scikit-learn 1.8.0 d...
\frac{n}{2} \log(2 \pi) - \frac{n}{2} \log(\sigma^2) - \frac{\sum_{i=1}^{n}...(y_i - \hat{y}_i)^2}{2\sigma^2}\] where \(\sigma^2\) is an estimate...scikit-learn.org/stable/modules/linear_model.html -
KMeans — scikit-learn 1.8.0 documentation
2 ], [ 1 , 4 ], [ 1 , 0 ], ... [ 10 , 2 ], [ 10 , 4...cluster_centers_ array([[10., 2.], [ 1., 2.]]) For examples of common...scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans.html -
grid_to_graph — scikit-learn 1.8.0 docume...
'int64' with 2 stored elements and shape (2, 2)> Coords Values...>>> mask [[ 1 , 2 ], [ 1 , 2 ], :] = True >>>...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.image.grid_to_graph.html -
LedoitWolf — scikit-learn 1.8.0 documenta...
2 ], ... [ .2 , .8 ]]) >>> np...Multivariate Analysis, Volume 88, Issue 2, February 2004, pages 365-411....scikit-learn.org/stable/modules/generated/sklearn.covariance.LedoitWolf.html