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Machine learning interpretability from first principles
Understand interpretation methods via functional decomposition
Sep 26
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Christoph Molnar
13
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Machine learning interpretability from first principles
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6
Imbalanced data? Why "Do Nothing" should be the default
And when “Do Something” is better.”
Sep 19
•
Christoph Molnar
16
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Imbalanced data? Why "Do Nothing" should be the default
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1
The SHAP Book is Available in Print 🥳
Interpreting Machine Learning Models With SHAP is now also available as a paperback (in color)! 🎉 You can get it from Amazon. What’s SHAP? SHAP, an…
Sep 12
•
Christoph Molnar
7
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The SHAP Book is Available in Print 🥳
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Don't "fix" your imbalanced data
Why SMOTE doesn't work for most cases.
Sep 5
•
Christoph Molnar
35
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Don't "fix" your imbalanced data
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14
August 2023
Machine learning changed how I see the world
“What do you do for a living?” is often the first question I ask people I meet. For a good reason. What you do for a living often strongly correlates…
Aug 29
•
Christoph Molnar
20
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Machine learning changed how I see the world
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6
How much I've made with Modeling Mindsets
In Germany, it’s a bit of a no-go to talk about money. But I’m often very blunt and ask people anyways what they are making. I’m just too curious. In…
Aug 22
•
Christoph Molnar
18
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How much I've made with Modeling Mindsets
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The Art Of Ignoring Career Advice
Embrace advice that resonates; Ignor advice that's misaligned
Aug 15
•
Christoph Molnar
20
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The Art Of Ignoring Career Advice
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4
From bare-bones to holistic machine learning
Machine learning lives on a scale from bare-bones to holistic. Think of bare-bones machine learning as a casting mold to produce puzzle pieces: This…
Aug 8
•
Christoph Molnar
8
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From bare-bones to holistic machine learning
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Interpreting Machine Learning Models With SHAP is published 🥳
A Guide With Python Examples And Theory On Shapley Values
Aug 1
•
Christoph Molnar
10
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Interpreting Machine Learning Models With SHAP is published 🥳
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July 2023
The Galactic Guide to SHAP Values
Exploring SHAP values through a universe analogy
Jul 25
•
Christoph Molnar
14
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The Galactic Guide to SHAP Values
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10 ways to estimate SHAP
KernelSHAP is outdated. But what's the best way to estimate SHAP values?
Jul 18
•
Christoph Molnar
6
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10 ways to estimate SHAP
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Why SHAP needs to be estimated
Exploring the Necessity of Estimation in Machine Learning Interpretation
Jul 11
•
Christoph Molnar
12
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Why SHAP needs to be estimated
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