Sitemap - 2023 - Mindful Modeler
Use Interpretability to Justify Your Model
Use ML interpretability to gain data insights
Use interpretability to improve and debug your ML model
Don't be dogmatic about interpretability-by-design versus post-hoc
But have you considered writing your own evaluation metric?
Bridging the Gap: From Statistical Distributions to Machine Learning Loss Functions
A Grandmaster's Guide to Machine Learning Challenges
Should we stop interpreting ML models because XAI methods are imperfect?
The Intricate Link Between Compression and Prediction
Machine learning eats up science
What A Horse Can Tell Us About Machine Learning
The Case for Uninterpretable Machine Learning
Machine learning interpretability from first principles
Imbalanced data? Why "Do Nothing" should be the default
The SHAP Book is Available in Print 🥳
Don't "fix" your imbalanced data
Machine learning changed how I see the world
How much I've made with Modeling Mindsets
The Art Of Ignoring Career Advice
From bare-bones to holistic machine learning
Interpreting Machine Learning Models With SHAP is published 🥳
The Galactic Guide to SHAP Values
Why SHAP needs to be estimated
Defending machine learning in a room full of old-school statisticians
Explore Your Modeling Mindset With A Quiz
A Pragmatic View of Uncertainty in Machine Learning
The Statistician Who Loved Machine Learning
Can you explain GPT with ... GPT?
Bayesian modeling from first principle and memes
Proofreading an entire book with GPT-4 for $6.88
When in Doubt, Abstain: Why Machine Learning Models Need to Know Their Limits
Simplify Your Writing Process with Quarto
Why you (probably) shouldn't use LIME to explain model predictions
Improve Post-Hoc Interpretation By Leveraging Background Data
Creatures That Cheat Their Creators
Conformal Prediction is Available in Print 🥳
Feature Selection And Feature Importance: How Are They Related?
The Way Of Model-Agnostic Machine Learning
Launch of Conformal Prediction Book 🦫
Roles of Supervised Machine Learning in Science
Understanding Different Uncertainty Mindsets
Week #5: Design Your Own Conformal Predictor