Public notes

    Tree-Based Models

    Tree-Based Models

    Decision trees and their powerful ensembles — Random Forest, Gradient Boosting, XGBoost, LightGBM.

    Overview

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

    Key Concepts

    • Decision trees
    • Random Forest
    • Gradient Boosting
    • XGBoost
    • LightGBM

    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 [[Tree-Based Models]].

    Resources

    Books, courses, papers, videos.

    Notes

    Free-form notes, gotchas, insights.