MLOps Frameworks for Reliable Model Deployment in Cloud Data Platforms

Table 1.

Observed Reliability and Performance Metricsfor ML Inference Services

Metric Value

Availability 0.96875
Latency p50 (ms) 45.60916859994713
Latency p95 (ms) 83.27928987399044
Latency p99 (ms) 112.2915089738782
Avg throughput (req/min) 872.2756944444444