Atlas · GenAI 2026

ML CI/CD

CI/CD for ML pipelines

conceptPeak: 2021CI/CD & AutomationAI consensus: 1/3

Prerequisites

hardGit
CI/CD is triggered by Git commits and orchestrated around Git branches — Git is the foundation
hardDocker
CI/CD pipelines run in containers and produce container images as artifacts

Sato, D., Wider, A., Windheuser, C. (2019) 'Continuous Delivery for ML' — martinfowler.com; ThoughtWorks guide to ML CI/CD

Anthropic Opus

Sato et al. (2019) 'CD for ML' na ThoughtWorks blog. Automated testing, validation, deployment

→ is subcategory of: MLOps(2/3)
← is subcategory of: Model Retraining(0/3)
← is subcategory of: Model Deployment(0/3)
← is subcategory of: Experiment Tracking(0/3)
← is subcategory of: Reproducibility(0/3)