Cursusaanbod

Introduction to CI/CD for AI Workflows

  • Unique challenges of AI model delivery pipelines
  • Comparing traditional DevOps and MLOps processes
  • Core components of automated model deployment

Containerizing AI Models with Docker

  • Designing efficient Dockerfiles for ML inference
  • Managing dependencies and model artifacts
  • Building secure and optimized images

Setting Up CI/CD Pipelines

  • CI/CD tooling options and their ecosystems
  • Building pipelines for automated model packaging
  • Validating pipelines with automated checks

Testing AI Models in CI

  • Automating data integrity checks
  • Unit and integration tests for model services
  • Performance and regression validation

Automated Deployment of Docker-Based AI Services

  • Deploying AI containers to cloud environments
  • Implementing blue-green and canary rollouts
  • Rollback strategies for failed deployments

Managing Model Versions and Artifacts

  • Using registries for model and container version control
  • Tagging, signing, and promoting images
  • Coordinating model updates across services

Monitoring and Observability in CI/CD for AI

  • Tracking pipeline and model performance
  • Alerting for failed builds or model drift
  • Tracing inference behavior across environments

Scaling CI/CD Pipelines for AI Systems

  • Parallelizing builds for large models
  • Optimizing compute and storage resources
  • Integrating distributed and remote runners

Summary and Next Steps

Vereisten

  • An understanding of machine learning model lifecycles
  • Experience with Docker containerization
  • Familiarity with CI/CD concepts and pipelines

Audience

  • DevOps engineers
  • MLOps teams
  • AI-ops engineers
 21 Uren

Leveringsopties

PRIVÉGROEPSTRAINING

Onze identiteit draait om het leveren van precies wat onze klanten nodig hebben.

  • Pre-cursusgesprek met uw trainer
  • Aanpassing van de leerervaring om uw doelen te bereiken -
    • Op maat gemaakte overzichten
    • Praktische, praktische oefeningen met gegevens / scenario's die herkenbaar zijn voor de cursisten
  • Training gepland op een datum naar keuze
  • Gegeven online, op locatie/klaslokaal of hybride door experts die ervaring uit de echte wereld delen

Private Group Prices RRP from €6840 online delivery, based on a group of 2 delegates, €2160 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.

Neem contact met ons op voor een exacte offerte en om onze laatste promoties te horen


OPENBARE TRAINING

Kijk op onze public courses

Voorlopige Aankomende Cursussen

Gerelateerde categorieën