Partial Dependence (PDPs) and Individual Conditional Expectation (ICE) Plots | Intuition and Math

Permutation Feature Importance from Scratch | Explanation & Python Code

Model Agnostic Methods for XAI | Global v.s. Local | Permutation v.s. Surrogate Models

8 Plots for Explaining Linear Regression | Residuals, Weight, Effect & SHAP

Feature Selection using Hierarchical Clustering | Python Tutorial

8 Characteristics of a Good Machine Learning Feature | Predictive, Variety, Interpretability, Ethics

Interpretable Feature Engineering | How to Build Intuitive Machine Learning Features

Modelling Non-linear Relationships with Regression

Explaining Machine Learning to a Non-technical Audience

Get more out of Explainable AI (XAI): 10 Tips

The 6 Benefits of Explainable AI (XAI) | Improve accuracy, decrease harm and tell better stories

Introduction to Explainable AI (XAI) | Interpretable models, agnostic methods, counterfactuals

Data Science vs Science | Differences & Bridging the Gap

About the Channel and my Background | ML, XAI and Remote Sensing

SHAP for Binary and Multiclass Target Variables | Code and Explanations for Classification Problems

Introduction to Algorithm Fairness | Causes, Measuring & Preventing Unfairness in Machine Learning

SHAP Violin and Heatmap Plots | Interpretations and New Insights

Correcting Unfairness in Machine Learning | Pre-processing, In-processing, Post-processing

Definitions of Fairness in Machine Learning | Equal Opportunity, Equalized Odds & Disparate Impact

Exploratory Fairness Analysis | Quantifying Unfairness in Data

5 Reasons for Unfair Models | Proxy Variables, Unbalanced Samples & Negative Feedback Loops

Feature Engineering with Image Data | Aims, Techniques & Limitations

Image Augmentation for Deep Learning | Benefits, Techniques & Best Practices

Interpretable vs Explainable Machine Learning

4 Significant Limitations of SHAP

Shapley Values for Machine Learning

The mathematics behind Shapley Values

SHAP with Python (Code and Explanations)

SHAP values for beginners | What they mean and their applications

5 ways to use a Seaborn Heatmap