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When you want to figure out X and create a machine learning model that needs X to figure out X you know it's time for a break
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stacked26786y@SoulSkrix no, we're still at an early stage for that. "X" here is whether certain events were considered important by our users or not, and the problem is that we don't have any system to collect the feedback from users.
There's absolutely no way we can guess or visualize X unless we close the feedback loop. We can't even do the classification work manually ourselves because our users are the only domain experts, and sometimes even they lack the knowledge to judge the impact of an event.
So, really, there's no technique or tool that can help here, besides A FUCKING SIMPLE FEEDBACK FORM for our users that I've been proposing for months now. -
oscylo9596yI've had a PM once that also wanted from me to create model that detects objects on images that are like 8x8 px and often blury with at least 90% accuracy with training set of about 20 images. Lets just say he is no longer a PM.
Related Rants
Real conversation:
Coworker: I'm trying to classify data based on X
Me: Mhh. Seems like a hard task, we don't have data to figure out X
Coworker: I know! That's why I thought about using machine learning!
Me: (Oh, boy)
Coworker: I'm working on training this ML model that will be able to classify based on X
Me: and what are the inputs for your training?
Coworker: The data classified based on X
Me: And where did you get that from?
Coworker: I don't have it! That will be the output of my ML model!
Me: But you just said that was the input!
Coworker: Yes
Me: Don't you see a contradiction here?
Coworker: Yes, it's a pretty complicated problem, that's why I'm stuck. Can you help me with that?
Me: (Looking at my watch) Sorry I'm late for a meeting. Catch up later, bye!
rant
machine learning