Re:Learning to think critically about machine learning
by hotpotamus on Monday May 02, 2022 @05:22PM
(#31241115)
It's long been my suspicion that much of tech is just throwing more and more effort into ever diminishing returns and I think a lot of us at least feel that too, but the pay is good and you don't have to dig ditches, so what are you going to do?
Re:Learning to think critically about machine learning
by nonrandomstring on Monday May 02, 2022 @03:06PM
(#31239407)
Good story. I guess you had done with your work there. Sometimes
teams/places have a way of naturally helping us move to the next
stage.
Competences work at multiple levels, visible and invisible. Being good at your job. Showing you're good at your job. Believing in your job. Getting other people to believe in your job. Getting other people to believe that you believe in your job... and so on ad absurdum. Once one part of that slips the whole game can unravel fast.
I once worked on a team that spent a lot of time building models to optimize parts of the app for user behavior (trying to intentionally remain vague for anonymity reasons). Through an easy experiment I ran I ended up (accidentally) demonstrating that the majority of DS work was not adding more than minimal improvements, and so little monetary value and it did not justify any of the time spend on this.
I was let go not long after this, despite having help lead the team to record revenues by using a simple model (which ultimately was what proved the futility of much of the work the team did).
Just a word of caution as you
> start to touch and stumble into the invisible cultural walls that I think make people "afraid" to talk about limitations