Machine Learning, Causal Inference, Data Science, Time Series Analysis, Statistics.
In this article, I describe how we approach some of these problems using Machine Learning. Unfortunately, conventional Machine Learning methods typically suffer from a critical shortcoming when it comes to causal inference: They are designed to exploit correlations rather than causal relationships.