Notebook timings

Document

Modified

Method

Run Time (s)

Status

python_scripts/01_tabular_data_exploration

2021-10-15 16:43

cache

7.56

✅

python_scripts/01_tabular_data_exploration_ex_01

2021-10-15 16:43

cache

1.09

✅

python_scripts/01_tabular_data_exploration_sol_01

2021-10-15 16:43

cache

12.04

✅

python_scripts/02_numerical_pipeline_ex_00

2021-10-15 16:43

cache

1.31

✅

python_scripts/02_numerical_pipeline_ex_01

2021-10-15 16:43

cache

1.73

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python_scripts/02_numerical_pipeline_hands_on

2021-10-15 16:43

cache

2.26

✅

python_scripts/02_numerical_pipeline_introduction

2021-10-15 16:43

cache

4.99

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python_scripts/02_numerical_pipeline_scaling

2021-10-15 16:43

cache

4.18

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python_scripts/02_numerical_pipeline_sol_00

2021-10-15 16:43

cache

5.58

✅

python_scripts/02_numerical_pipeline_sol_01

2021-10-15 16:43

cache

2.01

✅

python_scripts/03_categorical_pipeline

2021-10-15 16:43

cache

6.81

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python_scripts/03_categorical_pipeline_column_transformer

2021-10-15 16:43

cache

9.47

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python_scripts/03_categorical_pipeline_ex_01

2021-10-15 16:43

cache

1.81

✅

python_scripts/03_categorical_pipeline_ex_02

2021-10-15 16:43

cache

7.07

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python_scripts/03_categorical_pipeline_sol_01

2021-10-15 16:43

cache

8.48

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python_scripts/03_categorical_pipeline_sol_02

2021-10-15 16:43

cache

31.74

✅

python_scripts/cross_validation_baseline

2021-10-15 16:43

cache

163.59

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python_scripts/cross_validation_ex_01

2021-10-15 16:43

cache

1.46

✅

python_scripts/cross_validation_ex_02

2021-10-15 16:43

cache

1.42

✅

python_scripts/cross_validation_ex_03

2021-10-15 16:43

cache

2.01

✅

python_scripts/cross_validation_ex_04

2021-10-15 16:43

cache

1.76

✅

python_scripts/cross_validation_ex_05

2021-10-15 16:43

cache

1.86

✅

python_scripts/cross_validation_grouping

2021-10-15 16:43

cache

5.23

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python_scripts/cross_validation_learning_curve

2021-10-15 16:43

cache

11.43

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python_scripts/cross_validation_nested

2021-10-15 16:43

cache

23.59

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python_scripts/cross_validation_sol_01

2021-10-15 16:43

cache

10.3

✅

python_scripts/cross_validation_sol_02

2021-10-15 16:43

cache

15.65

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python_scripts/cross_validation_stratification

2021-10-15 16:43

cache

3.39

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python_scripts/cross_validation_time

2021-10-15 16:43

cache

5.06

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python_scripts/cross_validation_train_test

2021-10-15 16:43

cache

10.67

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python_scripts/cross_validation_validation_curve

2021-10-15 16:43

cache

19.3

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python_scripts/datasets_ames_housing

2021-10-15 16:43

cache

10.62

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python_scripts/datasets_bike_rides

2021-10-15 16:43

cache

10.25

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python_scripts/datasets_blood_transfusion

2021-10-15 16:43

cache

11.03

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python_scripts/datasets_california_housing

2021-10-15 16:43

cache

14.88

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python_scripts/dev_features_importance

2021-10-15 16:43

cache

62.67

✅

python_scripts/ensemble_adaboost

2021-10-15 16:43

cache

4.68

✅

python_scripts/ensemble_bagging

2021-10-15 16:43

cache

5.39

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python_scripts/ensemble_ex_01

2021-10-15 16:43

cache

1.75

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python_scripts/ensemble_ex_02

2021-10-15 16:43

cache

1.87

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python_scripts/ensemble_ex_03

2021-10-15 16:43

cache

1.74

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python_scripts/ensemble_ex_04

2021-10-15 16:43

cache

1.74

✅

python_scripts/ensemble_ex_05

2021-10-15 16:43

cache

1.68

✅

python_scripts/ensemble_gradient_boosting

2021-10-15 16:43

cache

89.99

✅

python_scripts/ensemble_hist_gradient_boosting

2021-10-15 16:43

cache

43.62

✅

python_scripts/ensemble_hyperparameters

2021-10-15 16:43

cache

87.13

✅

python_scripts/ensemble_introduction

2021-10-15 16:43

cache

26.35

✅

python_scripts/ensemble_random_forest

2021-10-15 16:43

cache

22.11

✅

python_scripts/ensemble_sol_01

2021-10-15 16:43

cache

19.45

✅

python_scripts/ensemble_sol_02

2021-10-15 16:43

cache

2.52

✅

python_scripts/ensemble_sol_03

2021-10-15 16:43

cache

91.79

✅

python_scripts/ensemble_sol_04

2021-10-15 16:43

cache

22.97

✅

python_scripts/ensemble_sol_05

2021-10-15 16:43

cache

64.25

✅

python_scripts/feature_selection_ex_01

2021-10-15 16:43

cache

1.16

✅

python_scripts/feature_selection_introduction

2021-10-15 16:43

cache

15.64

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python_scripts/feature_selection_limitation_model

2021-10-15 16:43

cache

45.29

✅

python_scripts/feature_selection_sol_01

2021-10-15 16:43

cache

8.48

✅

python_scripts/linear_models_ex_01

2021-10-15 16:43

cache

1.56

✅

python_scripts/linear_models_ex_02

2021-10-15 16:43

cache

2.4

✅

python_scripts/linear_models_ex_03

2021-10-15 16:43

cache

1.68

✅

python_scripts/linear_models_ex_04

2021-10-15 16:43

cache

2.22

✅

python_scripts/linear_models_ex_05

2021-10-15 16:43

cache

1.9

✅

python_scripts/linear_models_regularization

2021-10-15 16:43

cache

8.65

✅

python_scripts/linear_models_sol_01

2021-10-15 16:43

cache

2.45

✅

python_scripts/linear_models_sol_02

2021-10-15 16:43

cache

2.43

✅

python_scripts/linear_models_sol_03

2021-10-15 16:43

cache

3.54

✅

python_scripts/linear_models_sol_04

2021-10-15 16:43

cache

2.54

✅

python_scripts/linear_models_sol_05

2021-10-15 16:43

cache

3.74

✅

python_scripts/linear_regression_in_sklearn

2021-10-15 16:43

cache

2.48

✅

python_scripts/linear_regression_non_linear_link

2021-10-15 16:43

cache

3.46

✅

python_scripts/linear_regression_without_sklearn

2021-10-15 16:43

cache

2.66

✅

python_scripts/logistic_regression

2021-10-15 16:43

cache

2.94

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python_scripts/logistic_regression_non_linear

2021-10-15 16:43

cache

4.19

✅

python_scripts/metrics_classification

2021-10-15 16:43

cache

3.04

✅

python_scripts/metrics_ex_01

2021-10-15 16:43

cache

1.94

✅

python_scripts/metrics_ex_02

2021-10-15 16:43

cache

1.47

✅

python_scripts/metrics_regression

2021-10-15 16:43

cache

2.44

✅

python_scripts/metrics_sol_01

2021-10-15 16:43

cache

2.51

✅

python_scripts/metrics_sol_02

2021-10-15 16:43

cache

2.16

✅

python_scripts/parameter_tuning_ex_02

2021-10-15 16:43

cache

2.03

✅

python_scripts/parameter_tuning_ex_03

2021-10-15 16:43

cache

1.96

✅

python_scripts/parameter_tuning_grid_search

2021-10-15 16:43

cache

10.09

✅

python_scripts/parameter_tuning_manual

2021-10-15 16:43

cache

6.18

✅

python_scripts/parameter_tuning_nested

2021-10-15 16:43

cache

16.21

✅

python_scripts/parameter_tuning_randomized_search

2021-10-15 16:43

cache

40.03

✅

python_scripts/parameter_tuning_sol_02

2021-10-15 16:43

cache

7.28

✅

python_scripts/parameter_tuning_sol_03

2021-10-15 16:43

cache

12.33

✅

python_scripts/trees_classification

2021-10-15 16:43

cache

3.66

✅

python_scripts/trees_dataset

2021-10-15 16:43

cache

3.28

✅

python_scripts/trees_ex_01

2021-10-15 16:43

cache

2.04

✅

python_scripts/trees_ex_02

2021-10-15 16:43

cache

1.93

✅

python_scripts/trees_hyperparameters

2021-10-15 16:43

cache

7.98

✅

python_scripts/trees_regression

2021-10-15 16:43

cache

3.33

✅

python_scripts/trees_sol_01

2021-10-15 16:43

cache

2.99

✅

python_scripts/trees_sol_02

2021-10-15 16:43

cache

2.46

✅