New tutorial on how to use Astra for training smaller models Astra is powerful but too expensive for many use cases most Astra demos don't make sense as production applications so we made a tutorial showing how you can use Astra's vision capabilities to train smaller more efficient models... like RF-DETR Preview here, full tutorial in next postshow more

end to end data labeling tutorial with Astra

watch on youtube as well

Yeah this is how you make Astra useful without lighting money on fire every task.

this is the right production shape. the thing I'd guard hardest is the eval split: if the val labels come from Astra too, you're scoring agreement with the teacher, and every mistake they share counts as correct. a few hundred human-checked frames fixes it.

how do you see Astra's zero-shot capabilities impacting smaller model training?

it's the perfect model for labeling data fast and high level of quality to then train smaller models on that data