Data-centric Explainable ML Lab 1 Tutorial 3: Step 3. Perform exploratory data analysis (EDA)

This lab introduces accumulated local effects (ALE), one of the essential explainable machine learning methods. In this step, we will perform exploratory data analysis (EDA).

Additional resources
Interpretable Machine Learning: A Guide for Making Black Box Models Explainable

Explainable Machine Learning for Land Cover Classification: An Introductory Guide

Data-centric Explainable Machine Learning for Land Cover Classification: A Practical Guide in R

R Script for Lab 1

Lab 1 Data Set (Download Links)