Dataset cleaning,bad rows removed.
Dedupe rows and fix bad labels, drop corrupt uploads before training.
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Softwave Feature Cards
Four-up ML ops cards — hover captions, drifting art, and Geist Pixel titles on a light canvas.
Run comparison,ranked by metric.
Compare runs on accuracy and loss, then ship the checkpoint that wins.
One-click deploy,live in minutes.
Promote the top checkpoint to live inference in one click.
Drift monitoring,catch drops early.
Track output quality in prod and alert before drift hits users.