Notebook timings#

Document

Modified

Method

Run Time (s)

Status

python_scripts/01_tabular_data_exploration

2022-11-10 17:04

cache

9.18

python_scripts/01_tabular_data_exploration_ex_01

2022-11-10 17:04

cache

1.02

python_scripts/01_tabular_data_exploration_sol_01

2022-11-10 17:04

cache

4.82

python_scripts/02_numerical_pipeline_cross_validation

2022-11-10 17:04

cache

2.39

python_scripts/02_numerical_pipeline_ex_00

2022-11-10 17:04

cache

1.86

python_scripts/02_numerical_pipeline_ex_01

2022-11-10 17:04

cache

1.89

python_scripts/02_numerical_pipeline_hands_on

2022-11-10 17:04

cache

2.34

python_scripts/02_numerical_pipeline_introduction

2022-11-10 17:04

cache

4.98

python_scripts/02_numerical_pipeline_scaling

2022-11-10 17:04

cache

3.83

python_scripts/02_numerical_pipeline_sol_00

2022-11-10 17:04

cache

5.5

python_scripts/02_numerical_pipeline_sol_01

2022-11-10 17:04

cache

2.0

python_scripts/03_categorical_pipeline

2022-11-10 17:04

cache

6.01

python_scripts/03_categorical_pipeline_column_transformer

2022-11-10 17:04

cache

8.21

python_scripts/03_categorical_pipeline_ex_01

2022-11-10 17:04

cache

5.11

python_scripts/03_categorical_pipeline_ex_02

2022-11-10 17:04

cache

7.05

python_scripts/03_categorical_pipeline_sol_01

2022-11-10 17:04

cache

7.39

python_scripts/03_categorical_pipeline_sol_02

2022-11-10 17:04

cache

29.71

python_scripts/03_categorical_pipeline_visualization

2022-11-10 17:04

cache

2.27

python_scripts/cross_validation_baseline

2022-11-10 17:04

cache

8.82

python_scripts/cross_validation_ex_01

2022-11-10 17:04

cache

1.49

python_scripts/cross_validation_ex_02

2022-11-10 17:04

cache

1.63

python_scripts/cross_validation_grouping

2022-11-10 17:04

cache

7.15

python_scripts/cross_validation_learning_curve

2022-11-10 17:04

cache

13.49

python_scripts/cross_validation_nested

2022-11-10 17:04

cache

22.08

python_scripts/cross_validation_sol_01

2022-11-10 17:04

cache

12.01

python_scripts/cross_validation_sol_02

2022-11-10 17:04

cache

8.98

python_scripts/cross_validation_stratification

2022-11-10 17:04

cache

3.81

python_scripts/cross_validation_time

2022-11-10 17:04

cache

6.56

python_scripts/cross_validation_train_test

2022-11-10 17:04

cache

10.92

python_scripts/cross_validation_validation_curve

2022-11-10 17:04

cache

19.7

python_scripts/datasets_ames_housing

2022-11-10 17:04

cache

11.49

python_scripts/datasets_bike_rides

2022-11-10 17:04

cache

11.84

python_scripts/datasets_blood_transfusion

2022-11-10 17:04

cache

7.02

python_scripts/datasets_california_housing

2022-11-10 17:05

cache

20.41

python_scripts/dev_features_importance

2022-11-10 17:05

cache

63.82

python_scripts/ensemble_adaboost

2022-11-10 17:05

cache

4.1

python_scripts/ensemble_bagging

2022-11-10 17:05

cache

5.61

python_scripts/ensemble_ex_01

2022-11-10 17:05

cache

3.13

python_scripts/ensemble_ex_02

2022-11-10 17:05

cache

1.85

python_scripts/ensemble_ex_03

2022-11-10 17:05

cache

2.02

python_scripts/ensemble_ex_04

2022-11-10 17:05

cache

2.0

python_scripts/ensemble_gradient_boosting

2022-11-10 17:05

cache

78.78

python_scripts/ensemble_hist_gradient_boosting

2022-11-10 17:05

cache

41.14

python_scripts/ensemble_hyperparameters

2022-11-10 17:05

cache

208.75

python_scripts/ensemble_introduction

2022-11-10 17:05

cache

25.97

python_scripts/ensemble_random_forest

2022-11-10 17:05

cache

23.58

python_scripts/ensemble_sol_01

2022-11-10 17:05

cache

24.87

python_scripts/ensemble_sol_02

2022-11-10 17:05

cache

2.75

python_scripts/ensemble_sol_03

2022-11-10 17:05

cache

51.33

python_scripts/ensemble_sol_04

2022-11-10 17:05

cache

49.67

python_scripts/feature_selection_ex_01

2022-11-10 17:05

cache

1.12

python_scripts/feature_selection_introduction

2022-11-10 17:05

cache

17.06

python_scripts/feature_selection_limitation_model

2022-11-10 17:05

cache

45.03

python_scripts/feature_selection_sol_01

2022-11-10 17:05

cache

10.13

python_scripts/linear_models_ex_01

2022-11-10 17:05

cache

1.32

python_scripts/linear_models_ex_02

2022-11-10 17:05

cache

2.47

python_scripts/linear_models_ex_03

2022-11-10 17:05

cache

1.98

python_scripts/linear_models_ex_04

2022-11-10 17:05

cache

2.32

python_scripts/linear_models_ex_05

2022-11-10 17:05

cache

1.87

python_scripts/linear_models_regularization

2022-11-10 17:05

cache

9.63

python_scripts/linear_models_sol_01

2022-11-10 17:05

cache

2.49

python_scripts/linear_models_sol_02

2022-11-10 17:05

cache

2.72

python_scripts/linear_models_sol_03

2022-11-10 17:05

cache

6.03

python_scripts/linear_models_sol_04

2022-11-10 17:05

cache

3.14

python_scripts/linear_models_sol_05

2022-11-10 17:05

cache

3.58

python_scripts/linear_regression_in_sklearn

2022-11-10 17:05

cache

2.73

python_scripts/linear_regression_non_linear_link

2022-11-10 17:05

cache

4.13

python_scripts/linear_regression_without_sklearn

2022-11-10 17:05

cache

3.21

python_scripts/logistic_regression

2022-11-10 17:05

cache

3.32

python_scripts/logistic_regression_non_linear

2022-11-10 17:05

cache

4.13

python_scripts/metrics_classification

2022-11-10 17:05

cache

3.25

python_scripts/metrics_ex_01

2022-11-10 17:05

cache

1.9

python_scripts/metrics_ex_02

2022-11-10 17:05

cache

1.29

python_scripts/metrics_regression

2022-11-10 17:05

cache

3.28

python_scripts/metrics_sol_01

2022-11-10 17:05

cache

2.8

python_scripts/metrics_sol_02

2022-11-10 17:05

cache

1.98

python_scripts/parameter_tuning_ex_02

2022-11-10 17:05

cache

2.05

python_scripts/parameter_tuning_ex_03

2022-11-10 17:05

cache

2.02

python_scripts/parameter_tuning_grid_search

2022-11-10 17:05

cache

11.91

python_scripts/parameter_tuning_manual

2022-11-10 17:05

cache

5.26

python_scripts/parameter_tuning_nested

2022-11-10 17:05

cache

30.15

python_scripts/parameter_tuning_parallel_plot

2022-11-10 17:05

cache

3.4

python_scripts/parameter_tuning_randomized_search

2022-11-10 17:05

cache

33.15

python_scripts/parameter_tuning_sol_02

2022-11-10 17:05

cache

7.05

python_scripts/parameter_tuning_sol_03

2022-11-10 17:05

cache

21.28

python_scripts/trees_classification

2022-11-10 17:05

cache

3.4

python_scripts/trees_dataset

2022-11-10 17:05

cache

3.67

python_scripts/trees_ex_01

2022-11-10 17:05

cache

1.82

python_scripts/trees_ex_02

2022-11-10 17:05

cache

1.5

python_scripts/trees_hyperparameters

2022-11-10 17:05

cache

7.9

python_scripts/trees_regression

2022-11-10 17:05

cache

3.68

python_scripts/trees_sol_01

2022-11-10 17:05

cache

3.22

python_scripts/trees_sol_02

2022-11-10 17:05

cache

3.03