AI developer tools & libraries
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MLOps & DevOps
MLflow
SiteOpen source platform for the ML lifecycle including experimentation, reproducibility, and deployment
Kubeflow
SiteMachine learning toolkit for Kubernetes
DVC (Data Version Control)
SiteGit for data and models - version control for ML projects
Metaflow
SiteFramework for real-life data science and ML engineering by Netflix
ZenML
SiteExtensible, open-source MLOps framework for production-ready ML pipelines
Flyte
SiteKubernetes-native workflow automation platform for complex, mission-critical data and ML processes
Prefect
SiteModern workflow orchestration for data and ML pipelines
ClearML
SiteEnd-to-end MLOps suite for managing experiments, orchestrating workflows, and deploying models
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