![2016-06-20 | scikit-learn Pipeline gotchas, k-fold cross-validation, hyperparameter tuning and improving my score on Kaggle's Forest Cover Type Competition | ML Learning Log 2016-06-20 | scikit-learn Pipeline gotchas, k-fold cross-validation, hyperparameter tuning and improving my score on Kaggle's Forest Cover Type Competition | ML Learning Log](http://karlrosaen.com/ml/learning-log/2016-06-20/k-fold-diagram.png)
2016-06-20 | scikit-learn Pipeline gotchas, k-fold cross-validation, hyperparameter tuning and improving my score on Kaggle's Forest Cover Type Competition | ML Learning Log
![Fig. 8.8, [Schematic overview of k-fold cross-validation...]. - Fundamentals of Clinical Data Science - NCBI Bookshelf Fig. 8.8, [Schematic overview of k-fold cross-validation...]. - Fundamentals of Clinical Data Science - NCBI Bookshelf](https://www.ncbi.nlm.nih.gov/books/NBK543534/bin/463627_1_En_8_Fig8_HTML.jpg)
Fig. 8.8, [Schematic overview of k-fold cross-validation...]. - Fundamentals of Clinical Data Science - NCBI Bookshelf
![Model validation (a) 10-fold cross-validation (CV) and (b) stratified... | Download Scientific Diagram Model validation (a) 10-fold cross-validation (CV) and (b) stratified... | Download Scientific Diagram](https://www.researchgate.net/publication/344335921/figure/fig1/AS:938429416222721@1600750416616/Model-validation-a-10-fold-cross-validation-CV-and-b-stratified-10-fold-CV.png)