List: Causality | Curated by Fitrie Ratnasari | Medium

Fitrie Ratnasari

Jan 6, 2023

12 stories

Causality

This story is no longer available

In

TDS Archive

by

Ehud Karavani

Using machine learning metrics to evaluate causal inference models

Reinterpreting known machine learning evaluations from a causal inference perspective, focusing on ROC curves for propensity models.

Dec 28, 2020

Using machine learning metrics to evaluate causal inference models

Dec 28, 2020

In

GrabNGoInfo

by

Amy @GrabNGoInfo

Inverse Probability Treatment Weighting (IPTW) Using Python Package Causal Inference

Causality analysis of treatment effects using Inverse Probability Treatment Weighting (IPTW) in Python

Sep 1, 2022

Inverse Probability Treatment Weighting (IPTW) Using Python Package Causal Inference. Causality analysis of treatment effects using Inverse Probability Treatment Weighting (IPTW) in Python

Sep 1, 2022

In

GrabNGoInfo

by

Amy @GrabNGoInfo

8 Matching Methods for Causal Inference Using R

Nearest Neighbor Matching, Optimal Matching, Full Matching, Genetic Matching, Exact Matching, Coarsened Exact Matching, Subclassification…

Aug 13, 2022

8 Matching Methods for Causal Inference Using R. Nearest Neighbor Matching, Optimal Matching, Full Matching, Genetic Matching, Exact Matching, Coarsened Exact Matching, Subclassification, Cardinality Matching

Aug 13, 2022

This story is no longer available

This story is no longer available

In

Data Science at Microsoft

by

Jane Huang

Causal inference (Part 1 of 3): Understanding the fundamentals

By Jane Huang, Daniel Yehdego, Deepsha Menghani, Siddharth Kumar, Lisa Cohen, and Ryan Bouchard

Oct 22, 2020

Causal inference (Part 1 of 3): Understanding the fundamentals

Oct 22, 2020

In

Causal Data Science

by

adam kelleher

If Correlation Doesn’t Imply Causation, Then What Does?

We’ve all heard in school that “correlation does not imply causation,” but what does imply causation?! The gold standard for establishing…

Jun 27, 2016

If Correlation Doesn’t Imply Causation, Then What Does?

Jun 27, 2016

Leihua Ye, PhD

Why Data Scientists Should Learn Causal Inference

Climb up the ladder of causation

Jul 5, 2022

Why Data Scientists Should Learn Causal Inference

Jul 5, 2022

In

Netflix TechBlog

by

Netflix Technology Blog

Computational Causal Inference at Netflix

Computational causal inference brings a software implementation focus to causal inference

Aug 11, 2020

Computational Causal Inference at Netflix

Aug 11, 2020

In

TDS Archive

by

Zain Ahmed

Getting started with Causal Inference

Going beyond “Correlation is not Causation” and understanding the “why”

Jan 6, 2022

Getting started with Causal Inference

Jan 6, 2022

In

TDS Archive

by

Scott Lundberg

Be Careful When Interpreting Predictive Models in Search of Causal Insights

A careful exploration of the pitfalls of trying to extract causal insights from modern predictive machine learning models.

May 17, 2021

Be Careful When Interpreting Predictive Models in Search of Causal Insights

May 17, 2021

Fitrie Ratnasari

Fitrie Ratnasari

🇮🇩 || Musing about Business Analytics & Data Science || https://www.linkedin.com/in/fitrie-ratnasari/

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