Reproducing DVC pipelines, Iterative, Inc., 2024 - Official documentation detailing the dvc repro command, its functionality, and the role of dvc.yaml and dvc.lock files.
Introducing MLOps: How to Go from Experimentation to Production, Mark Treveil, Nicolas Omont, Rishabh Bahri, Aurélien Géron, Saska Mojsilovic, Joshua Prud'homme, Alex Ratner, 2022 (O'Reilly Media) - Covers the principles and practices of MLOps, including the necessity of versioning, reproducibility, and pipeline automation for effective machine learning deployments.
How DVC Works, Iterative, Inc., 2024 (Iterative, Inc.) - Explains DVC's core mechanisms for data and model versioning, dependency tracking, and pipeline execution, providing context for dvc repro.