Computation times¶
02:09.319 total execution time for auto_examples_model_selection files:
Sample pipeline for text feature extraction and evaluation ( |
00:31.808 |
0.0 MB |
Plotting Learning Curves and Checking Models’ Scalability ( |
00:28.119 |
0.0 MB |
Test with permutations the significance of a classification score ( |
00:11.631 |
0.0 MB |
Custom refit strategy of a grid search with cross-validation ( |
00:10.217 |
0.0 MB |
Demonstration of multi-metric evaluation on cross_val_score and GridSearchCV ( |
00:08.331 |
0.0 MB |
Comparison between grid search and successive halving ( |
00:07.981 |
0.0 MB |
Train error vs Test error ( |
00:06.607 |
0.0 MB |
Nested versus non-nested cross-validation ( |
00:06.053 |
0.0 MB |
Successive Halving Iterations ( |
00:04.713 |
0.0 MB |
Comparing randomized search and grid search for hyperparameter estimation ( |
00:04.693 |
0.0 MB |
Class Likelihood Ratios to measure classification performance ( |
00:02.138 |
0.0 MB |
Statistical comparison of models using grid search ( |
00:01.548 |
0.0 MB |
Balance model complexity and cross-validated score ( |
00:01.300 |
0.0 MB |
Visualizing cross-validation behavior in scikit-learn ( |
00:01.280 |
0.0 MB |
Multiclass Receiver Operating Characteristic (ROC) ( |
00:00.728 |
0.0 MB |
Plotting Validation Curves ( |
00:00.714 |
0.0 MB |
Precision-Recall ( |
00:00.455 |
0.0 MB |
Receiver Operating Characteristic (ROC) with cross validation ( |
00:00.214 |
0.0 MB |
Confusion matrix ( |
00:00.206 |
0.0 MB |
Underfitting vs. Overfitting ( |
00:00.202 |
0.0 MB |
Detection error tradeoff (DET) curve ( |
00:00.191 |
0.0 MB |
Plotting Cross-Validated Predictions ( |
00:00.189 |
0.0 MB |