A mother-of-pearl inlay loft reuses a pretrained stills stack. How…

Question

A mother-of-pearl inlay loft reuses a pretrained stills stack. How should they adapt it with less computation than updating every layer?

Accepted Answer

Freeze the early filters and train only the last stage on the inlay close-ups. — Early layers already know edges and sheen; leave them alone. Teaching only the last stage is transfer with a lighter compute bill—like polishing the final inlay, not rebuilding the whole shell.

Answer

Unfreeze and retrain every layer on the small inlay set as the default path.

Answer

Delete the pretrained weights and restart from random initialization.

Answer

Raise TTS replica count in Helm because vision adaptation is a speech-scale problem.

A mother-of-pearl inlay loft reuses a pretrained stills stack. How should they adapt it with less computation than updating every layer?

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