Cursusaanbod

Foundations of Predictive Build Optimization

  • Understanding build system bottlenecks
  • Sources of build performance data
  • Mapping ML opportunities in CI/CD

Machine Learning for Build Analysis

  • Data preprocessing for build logs
  • Feature extraction from build-related metrics
  • Selecting appropriate ML models

Predicting Build Failures

  • Identifying key failure indicators
  • Training classification models
  • Evaluating prediction accuracy

Optimizing Build Times with ML

  • Modeling build duration patterns
  • Estimating resource requirements
  • Reducing variance and improving predictability

Intelligent Caching Strategies

  • Detecting reusable build artifacts
  • Designing ML-driven cache policies
  • Managing cache invalidation

Integrating ML into CI/CD Pipelines

  • Embedding prediction steps into build workflows
  • Ensuring reproducibility and traceability
  • Operationalizing models for continuous improvement

Monitoring and Continuous Feedback

  • Collecting telemetry from builds
  • Automating performance review cycles
  • Model retraining based on new data

Scaling Predictive Build Optimization

  • Managing large-scale build ecosystems
  • Resource forecasting with ML
  • Integrating with multi-cloud build platforms

Summary and Next Steps

Vereisten

  • An understanding of software build pipelines
  • Experience with CI/CD tooling
  • Familiarity with basic machine learning concepts

Audience

  • Build and release engineers
  • DevOps practitioners
  • Platform engineering teams
 14 Uren

Leveringsopties

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