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10. Common pitfalls and recommended practices —...
g., fit(X) , can result in overly...These are usually estimators (e.g. RandomForestClassifi ) and cross-validation...scikit-learn.org/stable/common_pitfalls.html -
sklearn.preprocessing.binarize — scikit-learn 1...
g. if the data is a numpy array...using the Transformer API (e.g. as part of a preprocessing Pipeline...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.binarize.html -
sklearn.linear_model.LinearRegression — scikit-...
g. used inside a Pipeline . Otherwise...sub-estimator of a meta-estimator, e.g. used inside a Pipeline . Otherwise...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html -
sklearn.cross_decomposition.PLSCanonical — scik...
g. used inside a Pipeline . Otherwise...sub-estimator of a meta-estimator, e.g. used inside a Pipeline . Otherwise...scikit-learn.org/stable/modules/generated/sklearn.cross_decomposition.PLSCanonical.html -
sklearn.feature_extraction.text.CountVectorizer...
g., a dict) where keys are terms...sub-estimator of a meta-estimator, e.g. used inside a Pipeline . Otherwise...scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.CountVectorizer.html -
t-SNE: The effect of various perplexity values ...
c = "g" ) ax . xaxis . set_major_formatter..., 0 ], Y [ green , 1 ], c = "g" ) ax . xaxis . set_major_formatter...scikit-learn.org/stable/auto_examples/manifold/plot_t_sne_perplexity.html -
sklearn.utils.parallel_backend — scikit-learn 1...
g. I/O-bound code or CPU-bound code...scikit-learn.org/stable/modules/generated/sklearn.utils.parallel_backend.html -
sklearn.isotonic.IsotonicRegression — scikit-le...
g. used inside a Pipeline . Otherwise...sub-estimator of a meta-estimator, e.g. used inside a Pipeline . Otherwise...scikit-learn.org/stable/modules/generated/sklearn.isotonic.IsotonicRegression.html -
Gaussian processes on discrete data structures ...
and ‘G’, while the output variables are...c1 in s1 for c2 in s2 ] ) def _g ( self , s1 , s2 ): """ kernel...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_on_structured_data.html -
Support Vector Regression (SVR) using linear an...
"g" ] fig , axes = plt . subplots...scikit-learn.org/stable/auto_examples/svm/plot_svm_regression.html