09How do you ensure reproducibility in ML workflows?▼mediumAmazonJPMorganDatabricks1 repliesunlockedThe honest answer includes an admission most candidates are afraid to make: bit-exact GPU reproducibility is mostly a myth. The five things you version, the audit question banks actually ask, and why 'statistically reproducible' is the senior answer.Open full answer →
37Containerize a GPU ML pipeline with Docker. How do you match CUDA to drivers and keep it reproducible?▼mediumNVIDIAAWSDatabricks2 replies◆ premiumThe 'works on my GPU box, CUDA error 803 in prod' bug, solved at the source. What the host driver actually pins, why the toolkit version is fungible, and the multi-stage build that ships a lean reproducible image.Open full answer →
