bgreenwell

fastshap

Fast approximate Shapley values in R

pdp

A general framework for constructing partial dependence (i.e., marginal effect) plots from various types machine learning models in R.

investr

Inverse estimation in R

uc-bana7052-old

Course materials for BANA 7052 (Applied Linear Regression) at UC

rjournal-shapley

An Introduction to Prediction Explanations with Shapley Values

treebook

Tree-based methods for supervised learning in R

quarto-crc

A Quarto example of Chapman & Hall/CRC books

rstratx

An R interface to the stratx Python library

awesome-machine-learning-interpretability

A curated list of awesome machine learning interpretability resources.

ddatools

Data sets and functions to accompany "Discrete Data Analysis for Business Analytics"

SampleSHAP.jl

A Julia port of the fastshap package in R

treemisc

Miscellaneous data sets and functions to accompany “Tree-Based Methods: A Practical Introduction (with Examples in R)”

bgreenwell

calibrater

Calibration curves for binary classification

cv

My CV built using RMarkdown and the pagedown package.

databricks-cli

Command Line Interface for Databricks

ETC3550Slides

Slides for a forecasting course based on "Forecasting: Principles and Practice"

interpretable-ml-book

Book about interpretable machine learning

InterpretableMachineLearning

CRAN task view for interpretable machine learning

intro-fastshap

A brief introduction to scalable Shapley explanations with the fastshap package in R

markovchain

Easy Handling Discrete Time Markov Chains

PartialDependence.jl

Basis port of R’s pdp 📦

ranger

A Fast Implementation of Random Forests

rcppcorels

R Bindings to the Certifiably Optimal Rule Lists (Corels) Learner

rladies-iml

Some (rough) slides I put together for an R-Ladies meetup

rpart

Recursive Partitioning and Regression Trees

shap

A game theoretic approach to explain the output of any machine learning model.

stratx

stratx is a library for A Stratification Approach to Partial Dependence for Codependent Variables

temp

uc-bana7052