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Understanding Different Uncertainty Mindsets
How conformal predicition relates to bootstrapping, Bayesian inference and frequentist probability
Christoph Molnar
Jan 24
3
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Understanding Different Uncertainty Mindsets
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Week #5: Design Your Own Conformal Predictor
Tips on picking non-conformity scores and evaluation
Christoph Molnar
Jan 17
3
1
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Week #5: Design Your Own Conformal Predictor
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Week #4: Overview Of Conformal Predictors
Conformal prediction is not just 1 method, but a general recipe: understand once, apply everywhere
Christoph Molnar
Jan 10
6
2
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Week #4: Overview Of Conformal Predictors
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Week #3: Conformal Prediction For Regression
Two approaches that give you prediction intervals
Christoph Molnar
Jan 3
8
1
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Week #3: Conformal Prediction For Regression
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December 2022
Week #2: Intuition Behind Conformal Prediction
The surprisingly simple recipe that underpins this universal uncertainty quantification method
Christoph Molnar
Dec 27, 2022
14
8
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Week #2: Intuition Behind Conformal Prediction
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Week #1: Getting Started With Conformal Prediction For Classification
Using conformal prediction in just 3 lines of code
Christoph Molnar
Dec 20, 2022
39
22
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Week #1: Getting Started With Conformal Prediction For Classification
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E-Mail Course On Conformal Prediction
I’ve got an early Christmas present for you 🎁 Starting next week, this newsletter will temporarily turn into an intuitive introductory course for…
Christoph Molnar
Dec 13, 2022
23
1
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E-Mail Course On Conformal Prediction
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The Infinite Data Hallucinator
How to create arbitrary, fictive datasets with a simple script using GPT-3
Christoph Molnar
Dec 6, 2022
2
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The Infinite Data Hallucinator
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November 2022
Unlock Causal Inference: 3 Obstacles, 8 Insights & 1 Resource
Why it can be hard to get started and how it differs from other modeling mindsets
Christoph Molnar
Nov 29, 2022
8
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Unlock Causal Inference: 3 Obstacles, 8 Insights & 1 Resource
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Interpret Complex Pipelines By Drawing A Box
Changes to your modeling process, like using PCA, can destroy interpretability. Here's how to leverage model-agnostic interpretation for arbitrary…
Christoph Molnar
Nov 22, 2022
7
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Interpret Complex Pipelines By Drawing A Box
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How to Deal With Disagreeing Interpretations
Methods like SHAP, LIME and permutation importance can disagree. Disagreements can but don't have to hint at problems.
Christoph Molnar
Nov 15, 2022
3
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How to Deal With Disagreeing Interpretations
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Launch Of Modeling Mindsets Book 🐙
How having more than one modeling mindset has helped me get unstuck on some modeling projects.
Christoph Molnar
Nov 8, 2022
6
4
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Launch Of Modeling Mindsets Book 🐙
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