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Just want to remark on the obvious exception to:

"Also, I wanted to write the book because no one else was making the (at least to me) obvious connections between causality and probabilistic machine learning."

The obvious exception is Judea Pearl who was an expert on Bayesian (probabilistic) machine learning before he had an epiphany about the importance of causality.

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