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Ordinary Least Squares and Ridge Regression — s...
predict ( X_test ) print ( f "Mean squared error: { mean_squared_error...y_pred ) : .2f } " ) print ( f "Coefficient of determination:...scikit-learn.org/stable/auto_examples/linear_model/plot_ols_ridge.html -
Features in Histogram Gradient Boosting Trees —...
shuffle = False ) print ( f "Training sample size: { X_train...X_train . shape [ 0 ] } " ) print ( f "Test sample size: { X_test ....scikit-learn.org/stable/auto_examples/ensemble/plot_hgbt_regression.html -
Contributing — scikit-learn 1.7.2 documentation
control this ratio with the -f flag. To run the full benchmark...scikit-learn.org/stable/developers/contributing.html -
Comparing Target Encoder with Other Encoders — ...
std = f "rmse_ { subset } _mean" , f "rmse_ { subset...index ], ) ax . set ( title = f "RMSE ( { subset . title () }...scikit-learn.org/stable/auto_examples/preprocessing/plot_target_encoder.html -
1.17. Neural network models (supervised) — scik...
algorithm that learns a function \(f: R^m \rightarrow R^o\) by training...neuron MLP learns the function \(f(x) = W_2 g(W_1^T x + b_1) + b_2\)...scikit-learn.org/stable/modules/neural_networks_supervised.html -
Visualizing the stock market structure — scikit...
"F" : "Ford" , "HMC" : "Honda" ,...Fetching quote history for np.str_('F') Fetching quote history for np.str_('GD')...scikit-learn.org/stable/auto_examples/applications/plot_stock_market.html -
Evaluation of outlier detection estimators — sc...
toc = perf_counter () print ( f "Duration for { model_name } :...shape [ 0 ], y . mean () print ( f " { n_samples } datapoints with...scikit-learn.org/stable/auto_examples/miscellaneous/plot_outlier_detection_bench.html -
Ridge coefficients as a function of the L2 Regu...
the true coefficients print ( f "The true coefficient of this...index = alphas , columns = [ f "Feature { i } " for i in range...scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_coeffs.html -
sklearn.metrics — scikit-learn 1.7.2 documentation
balanced F-score or F-measure. fbeta_score Compute the F-beta score....t Compute precision, recall, F-measure and support for each class....scikit-learn.org/stable/api/sklearn.metrics.html -
Sample pipeline for text feature extraction and...
) print ( f "Loading 20 newsgroups dataset...data_train . target_names ) print ( f " { len ( data_train . data )...scikit-learn.org/stable/auto_examples/model_selection/plot_grid_search_text_feature_extraction.html