or a sign error that only happens when you have a leading 0 or something
I can code up, down, and sideways and have been writing supercomputer simulations for a number of years and the amount of times I fucking make mistakes that I only find after I think I'm "done" and doing spot testing is fucking huge
Adrock is also a scorpio
Wait you listen to country music nvm
It's a massive fear and I do a lot of checking along the way, iPython notebooks are good for data research like that. I work in segments and when I get to the end I codify a pipeline and push other stuff though.
Don't get me wrong it's important that there are no mistakes in your work, but statistics is about generalizing and not solving 1:1. 1:1 models are super bad and if I get a model that gives me above 85% representation, I immediately distrust it.
then again most of the code I write these days is used to keep a space telescope that's 20 years old operational, productive, and generating good science results
mistakes aren't really allowed
SAS and most Python data science libraries are hardened enough to prevent you from fucking yourself in the ass. I don't know what MatLab (or octave) is like these days, but I'd REALLY be anal about anything I wrote in it and would probably spend ages doing full audits after every working day. I'd probably do a lot more by hand if I used MatLab.
life changing album for me
Yeeaaah, dropping the machine learning part, my job is basically creating formulaic representation of data and identifying hidden trends. Yours demands complete accuracy, mine demands an acceptable generalization. Acceptable can vary a lot. A solid 95% is the work of a deity in my specific area of work, but in statistics for medicines and trials for example a 95% can be absolutely disastrous.
medicines and trials, you say. interesting. i might actually be generating some of that data. neat.
edit: aww, misread. thought you meant you worked on that specifically. still, neat the way your field connects to others.
RIP Xbox, MS rolled out an update then servers went down so they have essentially bricked every console that was connected to the Internet at the time. I’m sure a fix is coming but people hella mad right now.
Nerds