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Deployment & Scaling · Go deeper

Model Deployment Strategies

From notebook to production: API vs. self-hosting, batch vs. real-time, and the rollout patterns that prevent 3am disasters.

  • 40 min lesson
  • intermediate level
  • Narrated presentation

What you’ll learn

  • Managed API vs. self-hosting
  • Real-time vs. batch inference
  • Token streaming
  • Canary and shadow deployments
  • Rollback strategy
  • Latency vs. throughput

Inside this lesson

A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 2 videos. You answer as you go, and the platform checks your work.

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