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Articles · Rebeauty Atlas

MED HUM AI

SA Sanchit Suman · Data Science Collective

Going beyond AUC : Auditing medical AI models with DoWhy

How a ResNet50 trained on chest X-rays learned to detect scanners, not disease — and how causal inference caught it.

Jun 16, 2026 · 12 min read · 4 claps #machine-learning #causal-inference #ai-auditing

Going beyond AUC : Auditing medical AI models with DoWhy

AI MDA ECO MKT TCH SCI

LU Lukasz Szubelak · LS Analytics

Causal Inference Made Practical: Unlocking Business Insights with the DoWhy Library

Every analyst stared at a dashboard showing a seemingly clear pattern many times. Premium customers churn more, marketing campaigns…

May 09, 2026 · 14 min read · 114 claps paywalled #causal-inference #data-science #ai

MED AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (6): Diagnostics with Standardised Mean Difference (SMD)

If you’ve followed Parts 1 to 5 of this series, you should already be able to run causal inference with DoWhy in practice. The concepts can…

Apr 17, 2026 · 7 min read · 45 claps #causal-inference #data-science #propensity-score

Causal Inference with DoWhy (6): Diagnostics with Standardised Mean Difference (SMD)

AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (5): Refutation Tests

Refutation asks a simple but powerful question:

Apr 03, 2026 · 9 min read · 26 claps #causal-inference #dowhy #refutation

Causal Inference with DoWhy (5): Refutation Tests

AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (4): Inverse Probability of Treatment Weighting (IPTW)

In the previous article, I talked about propensity score matching. The propensity score is the probability that a subject receives the…

Mar 20, 2026 · 5 min read · 10 claps #dowhy #causal-inference #propensity-score-matching

Causal Inference with DoWhy (4): Inverse Probability of Treatment Weighting (IPTW)

AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (3): Propensity Score Matching

In the previous two articles, we talked about the basics of causal inference and the simplest way to control for covariates: linear…

Mar 06, 2026 · 4 min read · 65 claps #propensity-score #propensity-score-matching #data-science

Causal Inference with DoWhy (3): Propensity Score Matching

AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (2): Linear Regression

How linear regression estimates causal effects, why it works, and where it falls short compared with matching methods.

Feb 20, 2026 · 4 min read · 10 claps #linear-regression #causal-inference #dowhy

Causal Inference with DoWhy (2): Linear Regression

AI SCI

BI Billy Chan · Data Science Explained

Causal Inference with DoWhy (1): Chains, Forks, and Colliders

Correlation can fool us. Learn how chains, forks, and colliders help uncover real causal effects using DoWhy.

Feb 06, 2026 · 8 min read · 22 claps #causal-inference #causal-data-science #dowhy

Causal Inference with DoWhy (1): Chains, Forks, and Colliders

MED HUM

RI Rizky Adn Damara Alfarizi

Dari Prediksi ke Pemahaman: Menjelaskan Model Penyakit Jantung dengan SHAP dan DoWhy

Latar Belakang

Nov 07, 2025 · 5 min read · 0 claps #ensemble-learning #xai #dowhy

Dari Prediksi ke Pemahaman: Menjelaskan Model Penyakit Jantung dengan SHAP dan DoWhy

ECO AI SCI

FO Ford Lucas · Write A Catalyst

Discovering Hidden Causality: My Journey Using Python to Move Beyond Correlation in Data Science

How I applied causal inference to uncover the “why” behind data patterns, using DoWhy, EconML, and real-world experiments.

Oct 18, 2025 · 4 min read · 23 claps paywalled #python-data-science #data-science #dowhy

Discovering Hidden Causality: My Journey Using Python to Move Beyond Correlation in Data Science

AI

JU Juhi Singh · Data Science + AI at Microsoft

Causal inference in practice: Methodological lessons from DoWhy, Fixed Effects, and EconML

By Juhi Singh, Bonnie Ao, Nehal Jain, and Sebastian Antinome

Jul 01, 2025 · 7 min read · 160 claps paywalled #causal-inference #dowhy #econml