Earlier quoted context omitted.
>I did a PhD in space science, I now do machine learning in ecology and spent the summer working on machine learning for disaster management. Do you think it is possible to that without any background in anything? I mean could someone apply black box frameworks without understanding them. How would they be caught?
> Do you think it is possible to that without any background in anything? To do machine learning research? Or work in some random domain? > I mean could someone apply black box frameworks without understanding them. How would they be caught? Machine learning is rapidly becoming commoditised, but lots of people still don't understand just how much effort it is to get a good dataset and to prep Domain experts scoff at…
From the second half of your comment it seems that the answer is yes?
Maybe a comparison would help: someone pretending to be an experienced iOS/Android developer without any qualifications or ability would quickly be caught. Since they couldn't produce any working app or use a compiler, and anyone can judge an app for themselves. You can't really just make it up out of whole cloth, people judge the results. You would have to start actually doing that, and if you couldn't or didn't want to, then unless you outsourced your own job or something the jig would be up pretty much instantly. (Unless you caught up.)
So, how about machine learning? Do you think a fraud could land and keep such a job, without any knowledge, qualifications, ability, or even interest in getting up to speed? Just, a pure, simple fraud.
What's your guess?