The Seven Tools of Causal Inference, with Reflections on Machine Learning - DSA ADS Course - 2023

DSA ADS Course 2023

This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.

Discuss causality, causal reasoning, causal inference, and machine learning algorithms.

Discuss causality and machine learning - contrast with statistical correlations.

The Seven Tools of Causal Inference, with Reflections on Machine Learning - March, 2019 By Judea Pearl

THE DRAMATIC SUCCESS In machine learning has led to an explosion of artificial intelligence (AI) applications and increasing expectations for autonomous systems that exhibit human-level intelligence. These expectations have, however, met with fundamental obstacles that cut across many application areas. One such obstacle is adaptability, or robustness. Machine learning researchers have noted current systems lack the ability to recognize or react to new circumstances they have not been specifically programmed or trained for.