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Career TrackAdvanced

MLOps: Deploying and Managing AI Models

Take models from notebook to production. You'll learn to deploy, version, monitor and continuously deliver ML systems with modern MLOps tooling and practices.

6 weeks4.8 rating720 enrolled

What you'll learn

Deploy models as APIs
Build CI/CD pipelines for ML
Monitor models in production
Version data and models

Curriculum

1

Packaging & Serving

  • Model packaging
  • Serving as APIs
  • Containers for ML
2

Automation

  • CI/CD for ML
  • Experiment tracking
  • Model registry
3

Operations

  • Monitoring & drift
  • Retraining
  • Scaling

Tools you'll master

DockerMLflowFastAPIKubernetes
$1,299One payment, lifetime access
Duration6 weeks
LevelAdvanced
CertificateIncluded
Career supportIncluded
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