Public notes

    Cross-Validation

    Cross-Validation

    Robustly estimating generalization error and tuning hyperparameters without leaking test data.

    Overview

    Add a short personal take on this subject — why it matters to you, where you use it.

    Key Concepts

    • k-fold CV
    • Stratified CV
    • Bootstrap
    • Train/val/test split
    • Hyperparameter tuning

    Skills

    Learned

    Skills I'm confident with. Tag with #learned.

    Learning

    Skills I'm actively working on. Tag with #learning.

    To Learn

    Skills on the roadmap. Tag with #to-learn.

    Projects

    Projects that use this subject. These will also show up as backlinks when project notes link here with [[Cross-Validation]].

    Resources

    Books, courses, papers, videos.

    Notes

    Free-form notes, gotchas, insights.