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Artwork for Mindful Modeler

Mindful Modeler

Christoph Molnar, Vasilis Gkolemis

Better machine learning by thinking like a statistician. About model interpretation, paying attention to data, and always staying critical.

Platform
Substack
PricingOnly free issuesPublishesWeekly
Issues127SubscribersRead mindfulmodeler.substack.com

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Latest Issues

Recent posts by this newsletter. Browse the email archive.

Old-School Interpretability for LLMs

Mechanistic interpretability has taken most of the spotlight when it comes to the interpretation of LLMs. Unfortunately, except for some initial sparks, mechanistic interpretability hasn’t delivered. Especially not for users of large langua...

20 days ago
21
4

Building Block View of ML

Inspired by the modular nature of neural networks, can we see all machine learning algorithms through the lens of building blocks?

a month ago
9
0

I quit writing Building Blocks of ML

8:00 AM. A cup of steaming coffee. Time to write.

a month ago
19
3

Making classifier evaluation less confusing

ROC AUC, accuracy, specificity, log loss, calibration, confusion matrix, Brier score — evaluation of ML classifiers has caused me lots of confusion (pun intended). This post gives an overview of the big groups of evaluation metrics.

a month ago
29
2

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Authors

The writers behind this newsletter.

  • Christoph Molnar

    Writer and machine learning expert

  • Vasilis Gkolemis

    Machine Learning researcher; special focus on Explainability and Uncertainty Quantification. Enthusiast of open-source projects.

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