seniorMLOps

What is model ensemble serving in production?

Updated May 17, 2026

Short answer

Ensemble serving combines predictions from multiple models to improve accuracy.

Deep explanation

Ensemble systems may use averaging, stacking, or weighted voting. In production, latency becomes a challenge because multiple models must be executed per request. Optimization strategies include caching and asynchronous inference.

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