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Adolescence: All Four Episodes | FanFare
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Version 1.1 — scikit-learn 1.6.1 documentation
allows n_components == n_features , if algorithm='randomized' . #22181...ion with solver="newton-cg" , fit_intercept=True , and a single...scikit-learn.org/stable/whats_new/v1.1.html -
Test with permutations the significance of a cl...
clf = SVC ( kernel = "linear" , random_state = 7 ) cv = StratifiedKFold...load_iris iris = load_iris () X = iris . data y = iris . target...scikit-learn.org/stable/auto_examples/model_selection/plot_permutation_tests_for_classification.html -
TfidfVectorizer — scikit-learn 1.6.1 documentation
min_df=1 , max_features=None , vocabulary=None , binary=False..., input='content' , encoding='utf-8' , decode_error='strict'...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfVectorizer.html -
2.8. Density Estimation — scikit-learn 1.6.1 do...
kde = KernelDensity ( kernel = 'gaussian' , bandwidth = 0.2 )...\(x_i; i=1\cdots N\) is given by: \[\rho_K(y) = \sum_{i=1}^{N}...scikit-learn.org/stable/modules/density.html -
governance.rst.txt
_governance: ========== Scikit-learn governance and decision-making...decision-making ========== The purpose of this document is to formalize...scikit-learn.org/stable/_sources/governance.rst.txt -
Failure of Machine Learning to infer causal eff...
< 0 ] = 0 abilities = rng . normal ( 0 , 0.15 , size = n_samples...grid = sns . pairplot ( df , diag_kind = "kde" , corner = True...scikit-learn.org/stable/auto_examples/inspection/plot_causal_interpretation.html -
You never saw him coming | MetaFilter
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Image denoising using kernel PCA — scikit-learn...
random_state = 0 , train_size = 1_000 , test_size = 100 ) rng = np ....axs = plt . subplots ( nrows = 10 , ncols = 10 , figsize = ( 8...scikit-learn.org/stable/auto_examples/applications/plot_digits_denoising.html -
johnson_lindenstrauss_min_dim — scikit-learn 1....
dtype=float, default=0.1 Maximum distortion...in_dim ( n_samples , * , eps = 0.1 ) [source] # Find a ‘safe’...scikit-learn.org/stable/modules/generated/sklearn.random_projection.johnson_lindenstrauss_min_dim...