I first read about 10-20 observations per feature in a statistical model (not ML), including interactions between features, in Frank Harrell's "Regression Model

I first read about 10-20 observations per feature in a statistical model (not ML), including interactions between features, in Frank Harrell's "Regression Modeling Strategies," an excellent book that many coming from the CS side of modeling would benefit greatly from studying.