Aleix Ruiz de VillainTowards Data SciencePropensity Scores and Inverse Probability Weighting in Causal InferenceA global overviewFeb 1, 2021Feb 1, 2021
Aleix Ruiz de VillaCausality: AB Testing + Causal InferenceIntroductory talk at BcnAnalyticsDec 12, 2019Dec 12, 2019
Aleix Ruiz de VillainTowards Data ScienceWhat to expect from a causal inference business project: an executive’s guide IIIPart III: Where causal inference stands in the current AI, Big Data, Data Science, Statistics, and Machine Learning scene?Sep 12, 2019Sep 12, 2019
Aleix Ruiz de VillainTowards Data ScienceWhat to expect from a causal inference business project: an executive’s guide IIPart II: Which are the project key points you need to knowSep 12, 2019Sep 12, 2019
Aleix Ruiz de VillainTowards Data ScienceWhat to expect from a causal inference business project: an executive’s guide IPart I: When do you need casual inference?Sep 12, 20191Sep 12, 20191
Aleix Ruiz de VillainTowards Data ScienceSolving Simpson’s ParadoxUnderstand a key toy example in causal inferenceFeb 20, 20193Feb 20, 20193
Aleix Ruiz de VillainTowards Data ScienceObserving is not interveningThis is the third post on a series about causal inference and data science. The previous one was “Use causal graphs!”.Dec 9, 2018Dec 9, 2018
Aleix Ruiz de VillainTowards Data ScienceUse causal graphs!This is the second post of a series about causality in data science. You can check the first one: “Why do we need causality in data…Nov 19, 20181Nov 19, 20181
Aleix Ruiz de VillainTowards Data ScienceWhy do we need causality in data science?This is a series of posts explaining why do we need causal inference in data science and machine learning. Causal inference brings a new…Nov 10, 2018Nov 10, 2018
