The other day I made a machine learning model that classifies images as either ‘a certain type of undesirable image’ (no, not porn) or ‘any other image’. It is 96.4% accurate and takes 14 ms to classify one image (using CPU only - with a GPU it could be 5x - 10x faster).

I plan to offer this as an API service that social media networks can use to filter posts.

Office 2000 was totally fine too. Apart from clippy.

despite all my rage…

I’d hook up https://easydmarc.com/ for a couple of months to monitor deliverability, just while you’re bedding it in.

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I was going to suggest Python too but you’ll need to be careful to just use functionality that is part of the standard library because once you start pulling in 3rd party packages deployment is much harder and portability seems to be a requirement here. That should be doable with your case.

The free edition of PyCharm is great for debugging.

While it is technically possible to write shell scripts that do as much as what you’re attempting to, it’s not a good idea.

Shell scripts generally don’t have the development environment necessary for debugging. You can’t pause execution based on a breakpoint and inspect variables, or step through the code line by line to watch the execution flow as it happens. Well, bashdb exists, but it’s quite hard to use.

Without proper debugging tooling you’re limited to printing stuff out on the screen and trying to figure out what that means. That’s ok for short scripts (< 50 lines?) but yours is 700+ lines.

So good to finally have a label for what went wrong with Drupal!

Stranded major

Daily.

Check out antiX

Anyone know what that theme is? https://itsfoss.com/content/images/size/w1000/2026/04/desktop-e16-2.png

and if there’s a KDE equivalent…

That’s an interesting choice of sample.

95% of the time it’s

• try your distros repos - it’s there, it’s a bit old but good enough

Back when I was on Windows and still in denial about the inevitability of my switch to Linux I went on a long rant about how much harder it is to install a font on Linux than on Windows. You sound like me in 2005.