Decision Trees

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    Tree Construction Prediction

    • Laplace-Smoothed Decision Tree Probabilities

      Junior
    • Class-Weighted Gini and Leaf Prediction

      Junior
    • CART Classifier with Pre-Pruning

      Mid
    • Regression Tree with MSE and MAE Criteria

      Mid

    Impurity Split Criteria

    • Weighted Decision Stump Split Search

      Junior
    • Gini, Entropy and Information Gain

      Junior
    • C4.5 Gain Ratio for Categorical Features

      Junior
    • ID3 Information Gain Split Finder

      Junior
    • Multi-Output Variance Reduction Split Criterion

      Mid

    Interpretability Rule Export

    • Inspect a Fitted Decision Tree

      Junior
    • Decision Path and Rule Extraction

      Mid
    • Export a Decision Tree to SQL CASE WHEN

      Mid
    • Global Surrogate Tree Fidelity and Rules

      Senior

    Pruning Splitting Diagnostics

    • Decision Tree Depth Sweep with Leaf Rectangles

      Junior
    • Tree vs Linear Extrapolation on 1D Trend

      Junior
    • Reduced-Error Post-Pruning of a Decision Tree

      Mid
    • Mean Decrease in Impurity Feature Importance

      Mid
    • Cost-Complexity Pruning Sweep and Alpha Selection

      Mid
    • ID Feature Exposes Impurity Importance Bias

      Mid
    • Decision Tree Root-Split Instability Experiment

      Mid
    • Decision Tree with Learned NaN Directions

      Senior
    • Optimal Binary Split for Categorical Features

      Senior
    • Minimal Cost-Complexity Pruning for CART

      Senior
    • Sorted-Order Best Split With Running Statistics

      Senior
    • CART Surrogate Splits for Missing Values

      Senior