Resources

Course-specific links for the MLOps Zoomcamp. For general zoomcamp logistics, see Zoomcamp Logistics.

GitHub Repository

The repository is your primary navigation tool throughout the course.

github.com/DataTalksClub/mlops-zoomcamp

How to use it:

1. Start in the module folder you are working on.
2. Read the README in that folder for an overview.
3. Follow the links to video lectures.
4. Complete the homework assignment.
5. Check the cohort folder for cohort-specific materials.

Video lectures

All lectures are on the course YouTube playlist.

FAQ

The MLOps Zoomcamp FAQ collects module-specific and technical questions from previous cohorts.

Slack

Questions and discussion happen in the #course-mlops-zoomcamp channel on DataTalks.Club Slack. Read Asking Questions first.

Tools used in the course

• MLflow - experiment tracking and model registry.
• Prefect - workflow orchestration.
• Evidently - data and model monitoring.
• Grafana and Prometheus - metrics and dashboards.
• Docker - containerization.
• Terraform - Infrastructure as Code.
• AWS - cloud deployment (Kinesis, Lambda).