Public notes

    Supervised Learning

    Supervised Learning

    Learning a mapping from labeled inputs to outputs. Covers regression and classification.

    Overview

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

    Key Concepts

    • Classification vs regression
    • Train/test split
    • Overfitting
    • Bias-variance tradeoff
    • Loss functions

    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 [[Supervised Learning]].

    Resources

    Books, courses, papers, videos.

    Notes

    Free-form notes, gotchas, insights.