Needed a #raspberrypi case, didn't have one, made one! Blends in perfectly, It's almost like it always belonged there! :D

Updated @thearcticskies overlay to be more readable and look a bit better!

Now this metrics look much more interesting, aurora was active minutes ago and even with some clouds it reliably detected it

As I suspected, now the model is excellent detecting auroras but gets 50-50 between cloudy and clear skies which does not produce a reliable metric to be used. Lets try going back to simplicity and use only 2 classes. this one now scored 98% on the test with 1.9k training images

picsort v0.4.0: Exclude images from dataset and export balanced dataset split into train, validation and testing https://t.co/pDmMnMj4pq https://t.co/hKesBMRAn6

Now we're talking! The computer can see auroras and understands clouds now! Yesterday managed to push the model accuracy to 86%, and even tho I could probably get higher, would mean more time tweaking and at this point probably not worth it. #OpenSource #Computervision #AI

Now this is something useable! time to shipt it, observe how it behaves!

A bit better, but still needs work!

Its learning!

Why is dogfooding so cool? Using Picsort myself has helped me notice some of its shortcomings, and now new features are coming soon. you will soon be able to exclude images from datasets and export balanced datasets for CV training with validation and testing splits.

Ever since I started my journey with go its so painful every time I have to touch on any python codebase! I feel I spend more time dealing with dependencies, venvs and what not instead of doing what I need to! I used to like pyhton! :(

Here's picsort in action in a real use case and doing exactly what I built it for! Here you can see part of my process of preparing a data set to train the next version of the computer vision model that will automatically detect aurora activity on @thearcticskies video feed!

Today it has been putting up quite a show!!! don't think I remember seeing it moving this fast, with reds visible to the naked eye, on a full moon bright night!

It's here! The first official release of picsort is out. I know I'm late, but I managed to squeeze in builds for everyone: 🐧 Linux 🪟 Windows 🍎 macOS Try it: https://t.co/GkteVspORk Star it: https://t.co/nVEKUxhvAT #buildinpublic #opensource #computervision #indihacker

You can build it from the dev branch if curious about it: https://t.co/70kuGF3iwR

Unfortunately haven't had the time to prepare everything to release picsort this weekend! but its ready for a first release, I hope to be able to get it out soon! #buildinpublic #indiehacker #OpenSource #golang #SoftwareDevelopment

sometimes the best solution for something is to do less and not more!

Today not much going on, but managed to get the help dialog (modal?) working! Tomorrow (hopefully) will get the export to work and get this thing shipped by the weekend!!! #buildinpublic #indiehacker #OpenSource #golang #SoftwareDevelopment

Productive day: * Clean welcome screen * Resizing panel with keyboard * Add / remove bins with Keyboard * Improved preview performance if you're curoious the dev branch is public: https://t.co/70kuGF3iwR #buildinpublic #indiehacker #OpenSource #golang #SoftwareDevelopment

* New Layout * Moving images between containers * Navigating between containers Almost ready for a release! just need some cleanup with the new layout and make the export button to work! What you think? #buildinpublic #indiehacker #OpenSource #golang #SoftwareDevelopment