Imaging: New idea: Parameter tuning, Bias and Variance

[twang15]

NestedCV-FlatCV-2021.pdf NestedCV-FlatCV.pdf

• FlatCV vs. Nested CV: Nested cross-validation when selecting classifiers is overzealous for most practical applications
• Nested CV and related work: https://machinelearningmastery.com/nested-cross-validation-for-machine-learning-with-python/
• Different search algorithm built in scikit-learn: https://scikit-learn.org/stable/modules/grid_search.html#alternatives-to-brute-force-parameter-search

Data leakage, hyper-parameter tuning, and pipelines

https://towardsdatascience.com/data-leakage-with-hyper-parameter-tuning-c57ba2006046

Bias-Variance tradeoff, Overfitting & Underfitting | by Juhi Ramzai | Medium.pdf