Safely Deploying ML Fashions to Manufacturing: 4 Managed Methods (A/B, Canary, Interleaved, Shadow Testing)
Deploying a brand new machine studying mannequin to manufacturing is likely one of the most important levels of the ML lifecycle. Even when a mannequin performs nicely on validation and check datasets, immediately changing the prevailing manufacturing mannequin may be dangerous. Offline analysis not often captures the complete complexity of real-world environments—knowledge distributions could shift,…
