DevOps Libraries and Tools
Python-centric tools for infrastructure and ML operations.
Intermediate
This is an overview — pick a sub-topic below.
Sub-topics (5)
Ansible and SaltStack
Configuration management written in Python: describe desired state, apply it to many servers.
Intermediate♥ 0🔖 0💬 0
GitHub Actions and Jenkins with Python
Automate CI/CD pipelines; both run Python test and build steps.
Easy♥ 0🔖 0💬 0
Prometheus Client, OpenTelemetry and Sentry
Metrics, distributed tracing and error tracking for Python apps.
Intermediate♥ 0🔖 0💬 0
DVC, MLflow, BentoML, Seldon and KServe
Data versioning, experiment tracking, and model serving on servers or Kubernetes.
Advanced♥ 0🔖 0💬 0
Airflow, Prefect, Dagster, Kedro, ZenML and ClearML
Workflow orchestration and ML pipeline frameworks.
Advanced♥ 0🔖 0💬 0
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