Can Machine Learning Be Used to Automate Marketing?

Tatwere macine lelincan: Can you share some of the work you've been involved in deploying machine learning models in the wild? And it may not be, you know, the default use cases that they think of in terms of immens recognition or a, i don't know, recommendations to buy the greay tiser to the black tiser. I mean, we've been fortunate enough to to work on on multiple cases andd a bunch of different problems. But like that, the one that's, i think is interesting is is the one that we did on on computer, made whisky. It's an example of an industry where the process is hundreds or thousands