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19h ago
inMy AI model hit 87% accuracy on a test set and I think that's a problem
Ever look at which specific pictures it's getting wrong? I had a model that was great at obvious stuff but failed hard on anything with weird lighting or odd angles. Started tracking error types instead of just the overall score, and that showed me where to add more training data. Like @fox.david said, that last bit is what kills you. My fix was to go find a bunch of examples of the exact things it messed up and retrain on those.
2d ago
inSwitched from aluminum to copper for a service upgrade in a 1970s split-level
Totally agree with that call. The peace of mind alone makes the copper upgrade smart, since those old aluminum branch connections are a known weak spot. It just future-proofs the whole panel, you know? Dealing with a potential failure later would cost way more than the material difference now. Makes the whole system more solid for whatever gets added down the line.
4d ago
inHad a client in Dallas bring in a laptop that wouldn't boot, and their comment about the fix stuck with me.
We had a moving job where a fancy treadmill wouldn't fit through the door, and the client was ready to return it. Turns out you just pop off two plastic end caps to shorten the frame. Their face was priceless when we showed them the tiny parts, kind of like @benc53's point about paying for the know-how. It's wild how often the biggest headache has the smallest fix.
5d ago
inHad a whole section of a garden wall start to lean on a job in Portland last week, and the fix was way simpler than I thought.
Yeah the duct tape thing, I read somewhere that if you're using more tape than wood you're basically just making a mummy.
6d ago
inRan into my old neighbor at the grocery store and he gave me the best budgeting advice
Oh man, that is the realest advice. I did that for two months and was shocked by how much I spent on dumb stuff like snacks at the gas station. It sucks to write it all down but you can't argue with the numbers. I use a free app now just to keep myself honest.