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7.3. Preprocessing data — scikit-learn 1.7.2 do...
X_test , y_train , y_test = train_test_split ( X ,...score ( X_test , y_test ) # apply scaling on testing data, without...scikit-learn.org/stable/modules/preprocessing.html -
3.4. Metrics and scoring: quantifying the quali...
(pre-test and post-tests): \[\text{post-test odds} = \text{Likelihood...\frac{\text{pre-test probability}}{1 - \text{pre-test probability}},\]...scikit-learn.org/stable/modules/model_evaluation.html -
MLPRegressor — scikit-learn 1.7.2 documentation
X_test , y_train , y_test = train_test_split ( X ,...-291]) >>> regr . score ( X_test , y_test ) 0.98 fit ( X , y , sample_weight...scikit-learn.org/stable/modules/generated/sklearn.neural_network.MLPRegressor.html -
feature_selection.rst.txt
the best features based on univariate statistical tests. It can...we can use a F-test to retrieve the two best features for a dataset...scikit-learn.org/stable/_sources/modules/feature_selection.rst.txt -
LassoLarsCV — scikit-learn 1.7.2 documentation
test) splits as arrays of indices....coefficient of determination on test data. The coefficient of determination,...scikit-learn.org/stable/modules/generated/sklearn.linear_model.LassoLarsCV.html -
RidgeCV — scikit-learn 1.7.2 documentation
test) splits as arrays of indices....coefficient of determination on test data. The coefficient of determination,...scikit-learn.org/stable/modules/generated/sklearn.linear_model.RidgeCV.html -
quantile_transform — scikit-learn 1.7.2 documen...
splitting into training and test sets. This will bias the model...information would have leaked from the test set to the training set. In...scikit-learn.org/stable/modules/generated/sklearn.preprocessing.quantile_transform.html -
plot_hgbt_regression.ipynb
import train_test_split\n\nX_train, X_test, y_train, y_test = train_test_split(X,...train_test_split(X, y, test_size=0.4, shuffle=False)\n\nprint(f\"Training...scikit-learn.org/stable/_downloads/cb9a8a373677fb481fe43a11d8fa0e94/plot_hgbt_regression.ipynb -
StratifiedKFold — scikit-learn 1.7.2 documentation
Provides train/test indices to split data in train/test sets. This..." ) ... print ( f " Test: index= { test_index } " ) Fold 0: Train:...scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html -
SVC — scikit-learn 1.7.2 documentation
Scalability Nested versus non-nested cross-validation Nested versus...versus non-nested cross-validation Test with permutations the significance...scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html