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2.8. Density Estimation — scikit-learn 1.7.2 do...
[ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...the distribution of points. 2.8.2. Kernel Density Estimation #...scikit-learn.org/stable/modules/density.html -
GaussianProcessRegressor — scikit-learn 1.7.2 d...
float \(R^2\) of self.predict(X) w.r.t. y . Notes The \(R^2\) score...implementation is based on Algorithm 2.1 of [RW2006] . In addition to...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.GaussianProcessRegressor.html -
2.1. Gaussian mixture models — scikit-learn 1.7...
2.1.2. Variational Bayesian Gaussian...models using a finite mixture. 2.1.2.1. The Dirichlet Process # Here...scikit-learn.org/stable/modules/mixture.html -
ClassifierMixin — scikit-learn 1.7.2 documentation
2 ], [ 2 , 3 ], [ 3 , 4 ]]) >>> y =...scikit-learn.org/stable/modules/generated/sklearn.base.ClassifierMixin.html -
1.14. Semi-supervised learning — scikit-learn 1...
2. Label Propagation # Label propagation...be relaxed, to say \(\alpha=0.2\) , which means that we will always...scikit-learn.org/stable/modules/semi_supervised.html -
Older Versions — scikit-learn 1.7.2 documentation
flyingimmidev 2 Francois Savard 2 Hannes Schulz 2 Peter Welinder 2 Yaroslav...Losi 2 Charles McCarthy 2 Roy Hyunjin Han 2 Scott White 2 ibayer...scikit-learn.org/stable/whats_new/older_versions.html -
make_blobs — scikit-learn 1.7.2 documentation
2) >>> y array([0, 1, 2, 0, 2, 2, 2, 1, 1, 0]) Gallery...shape ) (10, 2) >>> y array([0, 0, 1, 0, 2, 2, 2, 1, 1, 0]) >>>...scikit-learn.org/stable/modules/generated/sklearn.datasets.make_blobs.html -
3.2. Tuning the hyper-parameters of an estimato...
17 // 2 = 8 24 * 2 = 48 8 // 2 = 4 48 * 2 = 96 4 // 2 = 2 We can...(=n_candidates) 3 * 2 = 6 70 // 2 = 35 6 * 2 = 12 35 // 2 = 17 12 * 2 = 24 17...scikit-learn.org/stable/modules/grid_search.html -
MiniBatchDictionaryLearning — scikit-learn 1.7....
_Fro ^ 2 + alpha * || U || _1 , 1 ( U , V ) with || V_k || _2 <=...X_hat - X ) ** 2 , axis = 1 ) / np . sum ( X ** 2 , axis = 1 ))...scikit-learn.org/stable/modules/generated/sklearn.decomposition.MiniBatchDictionaryLearning.html -
KNNImputer — scikit-learn 1.7.2 documentation
n_neighbors = 2 ) >>> imputer . fit_transform ( X ) array([[1. , 2. , 4....always 0 . Added in version 1.2. Attributes : indicator_ MissingIndicator...scikit-learn.org/stable/modules/generated/sklearn.impute.KNNImputer.html