Computation times¶
02:02.375 total execution time for auto_examples_model_selection files:
Sample pipeline for text feature extraction and evaluation ( |
00:30.247 |
0.0 MB |
Plotting Learning Curves and Checking Models’ Scalability ( |
00:25.457 |
0.0 MB |
Test with permutations the significance of a classification score ( |
00:11.192 |
0.0 MB |
Custom refit strategy of a grid search with cross-validation ( |
00:09.778 |
0.0 MB |
Demonstration of multi-metric evaluation on cross_val_score and GridSearchCV ( |
00:08.075 |
0.0 MB |
Comparison between grid search and successive halving ( |
00:07.134 |
0.0 MB |
Train error vs Test error ( |
00:06.510 |
0.0 MB |
Nested versus non-nested cross-validation ( |
00:06.113 |
0.0 MB |
Successive Halving Iterations ( |
00:04.503 |
0.0 MB |
Comparing randomized search and grid search for hyperparameter estimation ( |
00:04.449 |
0.0 MB |
Class Likelihood Ratios to measure classification performance ( |
00:02.151 |
0.0 MB |
Statistical comparison of models using grid search ( |
00:01.466 |
0.0 MB |
Balance model complexity and cross-validated score ( |
00:01.299 |
0.0 MB |
Visualizing cross-validation behavior in scikit-learn ( |
00:01.241 |
0.0 MB |
Multiclass Receiver Operating Characteristic (ROC) ( |
00:00.704 |
0.0 MB |
Plotting Validation Curves ( |
00:00.687 |
0.0 MB |
Precision-Recall ( |
00:00.425 |
0.0 MB |
Receiver Operating Characteristic (ROC) with cross validation ( |
00:00.209 |
0.0 MB |
Underfitting vs. Overfitting ( |
00:00.199 |
0.0 MB |
Plotting Cross-Validated Predictions ( |
00:00.188 |
0.0 MB |
Detection error tradeoff (DET) curve ( |
00:00.180 |
0.0 MB |
Confusion matrix ( |
00:00.169 |
0.0 MB |