Machine learning system which can learn from data and human rules
The area of combining machine learning and human knowledge is called expert-augmented machine learning.
One common method is called RuleFit. RuleFit has two steps:

Fit a tree-based model to make rules.
Fits a linear model with these rules as input.

The result is highly interpretable which can be filtered or applied by humans.