Cursusaanbod

Foundations of AI-Enhanced Release Control

  • Understanding feature flags and progressive delivery
  • Core concepts of canary testing and staged exposure
  • Where AI adds value in release workflows

Machine Learning Techniques for Rollout Decisions

  • Baseline modeling of system and user behavior
  • Anomaly detection approaches for early warning
  • Training data considerations and feedback loops

Designing AI-Driven Feature Flag Strategies

  • Dynamic flag rules informed by AI signals
  • Exposure thresholds and automated score gates
  • Adaptive increase, pause, or rollback logic

AI-Assisted Canary Analysis

  • Evaluating canary vs. baseline performance
  • Weighting metrics and creating AI-based risk scores
  • Triggering automated decision pathways

Integrating AI Models into Release Pipelines

  • Embedding AI checks in CI/CD stages
  • Connecting feature flag systems to ML engines
  • Managing pipelines for hybrid automated/manual workflows

Monitoring and Observability for AI Decision-Making

  • Signals required for reliable AI inference
  • Collecting performance, crash, and behavioral telemetry
  • Closing the loop with continuous learning

Risk Management and Operational Governance

  • Ensuring responsible automation in release decisions
  • Defining human review conditions and override points
  • Auditing AI-driven rollout actions

Scaling AI-Based Rollout Strategies Across Products

  • Multi-team governance frameworks
  • Reusable ML components and model standardization
  • Cross-product telemetry normalization

Summary and Next Steps

Vereisten

  • An understanding of CI/CD workflows
  • Experience with feature flag usage or deployment pipelines
  • Familiarity with basic statistical or performance monitoring concepts

Audience

  • Product engineers
  • DevOps professionals
  • Release engineers and technical leads
 14 Uren

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