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SparsePCA — scikit-learn 1.7.2 documentation
2. Parameters : X ndarray of shape...scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparsePCA.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 -
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 -
check_X_y — scikit-learn 1.7.2 documentation
2 ], [ 3 , 4 ], [ 5 , 6 ]] >>> y = [ 1 , 2 , 3 ] >>>...array([[1, 2], [3, 4], [5, 6]]) >>> y array([1, 2, 3]) On this...scikit-learn.org/stable/modules/generated/sklearn.utils.check_X_y.html -
API Reference — scikit-learn 1.7.2 documentation
make_friedman2 Generate the “Friedman #2” regression problem. sklearn.datasets...sklearn.datasets make_hastie_10_2 Generate data for binary classification...scikit-learn.org/stable/api/index.html -
1.11. Ensembles: Gradient boosting, random fore...
make_hastie_10_2 >>> X , y = make_hastie_10_2 ( random_state...x_1' \implies F(x_1, x_2) \leq F(x_1', x_2)\] a monotonic decrease...scikit-learn.org/stable/modules/ensemble.html -
Features in Histogram Gradient Boosting Trees —...
showcasing all points except 2 and 6 in a real life setting...."recorded average" , linewidth = 2 , ax = ax ) for idx , max_iter...scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
SkewedChi2Sampler — scikit-learn 1.7.2 document...
uniformly distributed between 0 and 2*pi. n_features_in_ int Number...scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.SkewedChi2Sampler.html -
Demo of HDBSCAN clustering algorithm — scikit-l...
2 , 0.35 , 1.35 , 1.35 ], random_state...fig , axes = plt . subplots ( 2 , 1 , figsize = ( 10 , 8 )) params...scikit-learn.org/stable/auto_examples/cluster/plot_hdbscan.html