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MLOps Academy · Lesson

Latency, Throughput, and Cost Trade-offs

Pick the pattern that fits your SLAs and budget.

Three Dials to Balance

Every serving choice juggles three things: latency, throughput, and cost. Push hard on one and you usually move the other two.

Latency Defined

Latency is the time for a single prediction to come back. Low latency feels snappy; high latency makes users and downstream systems wait.

All lessons in this course

  1. Batch Scoring on a Schedule
  2. Real-Time Online Inference
  3. Latency, Throughput, and Cost Trade-offs
  4. Precompute and Cache Predictions
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