fintrek / causal-machine-learning-onboarding

Materials for onboarding toward a publication on causal machine learning, designed for people with data mining and machine learning background

Causal-Machine-Learning-Onboarding

Materials for onboarding toward a publication on causal machine learning

Step 1. Be familiar with concepts

Shaliz's Book (Chapter 19-22)

Our survey paper

Pearl's Overview

ASU's STP 598 Class with Dr. PR Hahn (Available in Spring semesters).

Step 2. Find the connections to your background

Thorsten's (Cornell) Counterfactual ML course

Our repository with 370+ stars (feel free to check the part you like)

Learning Causality on Networked Observational Data

Our WSDM'20 paper on learning hidden confounders from networked data

Our SDM'20 paper on counterfactual evaluation from networked data

RL and Multi Armed Bandit

Multi Armed Bandit and Hidden Confounders (Neurips'15)

Bengio's ICLR'20 paper

RL and Causality

RL and Hidden Confounders JMLR paper

NLP and Causality

CausalBERT from David Blei's group

Causal Inferences Using Texts

Debiasing Machine Learning (Ranking/Recommendation)

WSDM'17 best paper on Unbiased Learning to Rank

WSDM'19 Youtube paper on Unbiased Sequential Recommendation

More in our repository