Aleix Ruiz de VillainTowards Data SciencePropensity Scores and Inverse Probability Weighting in Causal InferenceA global overview7 min read·Feb 1, 2021----
Aleix Ruiz de VillaCausality: AB Testing + Causal InferenceIntroductory talk at BcnAnalytics1 min read·Dec 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?7 min read·Sep 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 know4 min read·Sep 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?6 min read·Sep 12, 2019--1--1
Aleix Ruiz de VillainTowards Data ScienceSolving Simpson’s ParadoxUnderstand a key toy example in causal inference6 min read·Feb 20, 2019--3--3
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!”.4 min read·Dec 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…6 min read·Nov 19, 2018--1--1
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…4 min read·Nov 10, 2018----