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MLOps Academy · Lesson

Configure Autoscaling and Concurrency

Scale instances to match incoming traffic.

Match Capacity to Demand

Autoscaling adds container instances when traffic rises and removes them when it falls. You serve spikes without paying for idle machines. 📈

Concurrency Per Instance

Concurrency is how many requests one instance handles at the same time. It is the dial that decides when the platform adds more instances.

All lessons in this course

  1. Push Your Image to a Registry
  2. Deploy to a Serverless Container Runtime
  3. Configure Autoscaling and Concurrency
  4. Manage Secrets and Config in the Cloud
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