Christoph Molnar — Machine Learning Author, Educator, and Consultant

Christoph Molnar

Author of Interpretable Machine Learning

I help practitioners and researchers apply machine learning effectively, with a special focus on interpretability.

Currently Working on Tabular Foundation Models

My latest obsession is tabular foundation models. I’m writing “Tabular Foundation Models”, a hands-on guide to TabPFN, TabICL, and the tabular revolution. Models like these are pretrained on millions of datasets and make predictions through in-context learning, with no training or hyperparameter tuning on your task, and increasingly they beat the state-of-the-art. Read the in-progress version at tabularfoundationmodels.com.

Tabular Foundation Models book cover

Newsletter

I write Mindful Modeler, a newsletter on machine learning with statistical mindfulness: interpretability and topics beyond predictive performance.

Books

I’ve written several books on interpretable ML, conformal prediction, and modeling mindsets. Browse all books.