https://pwaabdullah.github.io/tags/mlops/ Recent content in Mlops on Abdullah Al Mamun https://pwaabdullah.github.io/og-default.png https://pwaabdullah.github.io/og-default.png Hugo en newabdullah 2025 Wed, 16 Sep 2026 00:00:00 +0000 https://pwaabdullah.github.io/posts/ml-metrics-guide/ Wed, 16 Sep 2026 00:00:00 +0000 https://pwaabdullah.github.io/posts/ml-metrics-guide/ The metrics that actually decide whether an ML system ships: offline quality for classification, regression, ranking and generation, online and business metrics, infra metrics like p99 latency and cost per request, and the traps that make each one lie.