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mutual_info_classif — scikit-learn 1.7.2 docume...
[ 2 ] ( 1 , 2 ) A. Kraskov, H. Stogbauer...neighbors distances as described in [2] and [3] . Both methods are based...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_classif.html -
non_negative_factorization — scikit-learn 1.7.2...
||H||_{Fro}^2,\end{aligned}\end{align} \] where \(||A||_{Fro}^2 = \sum_{i,j}...array ([[ 1 , 1 ], [ 2 , 1 ], [ 3 , 1.2 ], [ 4 , 1 ], [ 5 , 0.8...scikit-learn.org/stable/modules/generated/sklearn.decomposition.non_negative_factorization.html -
Blind source separation using FastICA — scikit-...
# Signal 2 : square signal s3 = signal . sawtooth ( 2 * np . pi...1 , 1 ], [ 0.5 , 2 , 1.0 ], [ 1.5 , 1.0 , 2.0 ]]) # Mixing matrix...scikit-learn.org/stable/auto_examples/decomposition/plot_ica_blind_source_separation.html -
Compare Stochastic learning strategies for MLPC...
subplots ( 2 , 2 , figsize = ( 15 , 10 )) # load...0 , "learning_rate_init" : 0.2 , }, { "solver" : "sgd" , "learning_rate"...scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_training_curves.html -
Robust linear model estimation using RANSAC — s...
coef_ ) lw = 2 plt . scatter ( X [ inlier_mask...scikit-learn.org/stable/auto_examples/linear_model/plot_ransac.html -
median_absolute_error — scikit-learn 1.7.2 docu...
2 , 7 ] >>> y_pred = [ 2.5 , 0.0 , 2 , 8 ] >>> m...]] >>> y_pred = [[ 0 , 2 ], [ - 1 , 2 ], [ 8 , - 5 ]] >>> median_absolute_error...scikit-learn.org/stable/modules/generated/sklearn.metrics.median_absolute_error.html -
Hierarchical clustering: structured vs unstruct...
2 import mpl_toolkits.mplot3d #...== l , 1 ], X [ label == l , 2 ], color = plt . cm . jet ( float...scikit-learn.org/stable/auto_examples/cluster/plot_ward_structured_vs_unstructured.html -
1.3. Kernel ridge regression — scikit-learn 1.7...
(linear least squares with \(L_2\) -norm regularization) with the...loss, both combined with \(L_2\) regularization. In contrast...scikit-learn.org/stable/modules/kernel_ridge.html -
locally_linear_embedding — scikit-learn 1.7.2 d...
(n_components + 1) / 2. see reference [2] modified use the modified...n_components = 2 ) >>> embedding . shape (100, 2) Gallery examples...scikit-learn.org/stable/modules/generated/sklearn.manifold.locally_linear_embedding.html -
Demonstration of k-means assumptions — scikit-l...
subplots ( nrows = 2 , ncols = 2 , figsize = ( 12 , 12 ))...plt . subplots ( nrows = 2 , ncols = 2 , figsize = ( 12 , 12 ))...scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html