isolation forests

We could add am `ad_iso_forest()` method that would use an [isolation forest](https://en.wikipedia.org/wiki/Isolation_forest) to find anomalies. 

The `isotree` package has a lot of features but requires an additional serialization step to save the model. The `isolation` package might be the best approach. 

Pinging: @kevin-m-kent