List: Causality | Curated by Eyal Kazin PhD

Feb 14, 2025
29 stories
Causality
In
TDS Archive
by
Jacob Pieniazek
Double Machine Learning, Simplified: Part 1 — Basic Causal Inference ApplicationsLearn how to utilize DML in causal inference tasks
Jul 12, 2023
3
Jul 12, 2023
3
In
TDS Archive
by
Ryan O'Sullivan
Making Causal Discovery work in real-world business settingsCausal AI, exploring the integration of causal reasoning into machine learning
Mar 4, 2024
5
Mar 4, 2024
5
Heinrich Kögel
Causal Machine Learning in MarketingThis article provides a case study that demonstrates how we can leverage causal machine learning for better decision-making in marketing.
Jul 31, 2023
16
Jul 31, 2023
16
In
TDS Archive
by
Samuele Mazzanti
Using Causal ML Instead of A/B TestingIn complex environments, Causal ML is a powerful tool because it is more flexible than A/B Testing, and it doesn’t require strong…
Nov 29, 2022
17
Nov 29, 2022
17
In
TDS Archive
by
Harrison Hoffman
Causal Machine Learning: What Can We Accomplish with a Single Theorem?Exploring and exploiting the seemingly innocent theorem behind Double Machine Learning
Mar 30, 2024
2
Mar 30, 2024
2
In
TDS Archive
by
Ari Joury, PhD
Propensity-Score Matching Is the Bedrock of Causal InferenceAnd how to get started with it using Python
Dec 22, 2024
2
Dec 22, 2024
2
Ari Joury, PhD
Understanding The “Why”: 10 Techniques for Causal InferenceWith the right tools you can get some pretty deep insights
Dec 23, 2024
5
Dec 23, 2024
5
In
Causal Data Science
by
adam kelleher
Causal Data ScienceI started a series of posts aimed at helping people learn about causality in data science (and science in general), and wanted to compile…
Aug 12, 2016
2
Aug 12, 2016
2
Alex KC
4th Place Solution — $100k Causal Discovery Challenge — ADIA Lab x CrunchDAOBelow I detail my solution that earned a 4th place position in the Causal Discovery Challenge with a multiclass balanced accuracy across…
Nov 22, 2024
Nov 22, 2024
In
TDS Archive
by
Aleksander Molak
Jane the Discoverer: Enhancing Causal Discovery with Large Language Models (Causal Python)A practical guideline to LLM-enhanced causal discovery that minimizes the risks of hallucinations (with Python code)
Oct 22, 2023
3
Oct 22, 2023
3
In
Towards AI
by
Andrea Berdondini
A Modern Approach To The Fundamental Problem of Causal InferenceABSTRACT: The fundamental problem of causal inference defines the impossibility of associating a causal link to a correlation, in other…
Nov 14, 2024
1
Nov 14, 2024
1
In
TDS Archive
by
Shaw Talebi
Causal Effects via the Do-operatorTranslating observations into interventions
Sep 28, 2022
3
Sep 28, 2022
3
In
Causality in Data Science
by
Kenneth Styppa
Introducing Causal Feature LearningCausal Feature Learning Pt. 1
Oct 22, 2024
1
Oct 22, 2024
1
Causal Wizard app
Online Causal Diagram (and DAG) drawing / editing toolsContents
Jul 2, 2023
2
Jul 2, 2023
2
Microprediction
A New Way to Detect Causality in Time-Series: Interview with Alejandro Rodriguez DominguezI virtually sat down with Alejandro Rodriguez Dominguez to discuss his recent paper with Om Hari Yadav on causality detection. I’m always…
Nov 1, 2024
3
Nov 1, 2024
3
In
TDS Archive
by
Shuyang Xiang
Causal SHAP values: A possible improvement of SHAP valuesAn introduction and a case study
Sep 2, 2022
Sep 2, 2022
In
TDS Archive
by
Samuele Mazzanti
Causality in ML Models: Introducing Monotonic ConstraintsMonotonic constraints are key to making machine learning models actionable, yet they are still quite unused
Sep 6, 2024
13
Sep 6, 2024
13
In
TDS Archive
by
Ryan O'Sullivan
Using Causal Graphs to answer causal questionsCausal AI, exploring the integration of causal reasoning into machine learning
Jan 31, 2024
7
Jan 31, 2024
7
In
TDS Archive
by
Erdogan Taskesen
An Extensive Starters Guide For Causal Discovery using Bayesian ModelingBayesian approaches are becoming increasingly popular but can be overwhelming at the start
Oct 19, 2024
5
Oct 19, 2024
5
In
TDS Archive
by
Matteo Courthoud
Mean vs Median Causal EffectAn introduction to quantile regression in A/B tests
Oct 10, 2022
2
Oct 10, 2022
2