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Nearest Neighbors — scikit-learn 1.7.1 document...
Factor (LOF) Novelty detection with Local Outlier Factor (LOF) Outlier...Factor (LOF) Outlier detection with Local Outlier Factor (LOF) Simple...scikit-learn.org/stable/auto_examples/neighbors/index.html -
PCA — scikit-learn 1.7.1 documentation
version 1.1. power_iteration_normalizer {‘auto’, ‘QR’, ‘LU’, ‘none’},...‘covariance_eigh’, ‘arpack’, ‘randomized’}, default=’auto’ “auto” : The...scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html -
9.3. Parallelism, resource management, and conf...
Thomas J. Fan . 9.3.2. Configuration switches # 9.3.2.1. Python...details. 9.3.1.1. Higher-level parallelism with joblib # When the...scikit-learn.org/stable/computing/parallelism.html -
Support Vector Machines — scikit-learn 1.7.1 do...
sklearn.svm module. One-class SVM with non-linear kernel (RBF) One-class...One-class SVM with non-linear kernel (RBF) Plot classification...scikit-learn.org/stable/auto_examples/svm/index.html -
1.9. Naive Bayes — scikit-learn 1.7.1 documenta...
\(x_n\) , : \[P(y \mid x_1, \dots, x_n) = \frac{P(y) P(x_1, \dots,...that \[P(x_i | y, x_1, \dots, x_{i-1}, x_{i+1}, \dots, x_n) = P(x_i...scikit-learn.org/stable/modules/naive_bayes.html -
1.2. Linear and Quadratic Discriminant Analysis...
\left(-\frac{1}{2} (x-\mu_k)^t \Sigma_k^{-1} (x-\mu_k)\right)\]...(x-\mu_k)\right)\] where \(d\) is the number of features. 1.2.2.1. QDA # According...scikit-learn.org/stable/modules/lda_qda.html -
7.8. Pairwise metrics, Affinities and Kernels —...
= 'linear' ) array([[ 2., 7.], [ 3., 11.], [ 5., 18.]]) 7.8.1....'manhattan' ) array([[ 4., 2.], [ 7., 5.], [12., 10.]]) >>> pairwise_distances...scikit-learn.org/stable/modules/metrics.html -
7.6. Random Projection — scikit-learn 1.7.1 doc...
mining (KDD ‘01). ACM, New York, NY, USA, 245-250. 7.6.1. The ...im ( n_samples = 1e6 , eps = [ 0.5 , 0.1 , 0.01 ]) array([ 663,...scikit-learn.org/stable/modules/random_projection.html -
9.1. Strategies to scale computationally: bigge...
algorithm 9.1.1.1. Streaming instances # Basically, 1. may be a...documents. 9.1.1.3. Incremental learning # Finally, for 3. we have...scikit-learn.org/stable/computing/scaling_strategies.html -
1.14. Semi-supervised learning — scikit-learn 1...
gamma. knn ( \(1[x' \in kNN(x)]\) ). \(k\) is specified by keyword...|x-y|^2), \gamma > 0\) ). \(\gamma\) is specified by keyword gamma....scikit-learn.org/stable/modules/semi_supervised.html