Project Title

mlops-zoomcamp — A comprehensive, free 9-week course on MLOps for productionizing ML services

Overview

The mlops-zoomcamp project is a free, open-source MLOps course provided by DataTalks.Club, designed to equip data professionals with the skills to manage machine learning operations from training to deployment and monitoring. This course stands out for its structured approach, hands-on workshops, and a final project that integrates all course concepts, making it a practical resource for those looking to master MLOps.

Key Features

Comprehensive 9-week course on MLOps
Structured modules covering MLOps fundamentals to deployment and monitoring
Hands-on workshops and a final project for practical learning
Community support through Slack and Telegram

Use Cases

Data professionals looking to enhance their MLOps skills
Individuals aiming to transition into machine learning operations roles
Teams seeking to improve their ML model deployment and monitoring practices

Advantages

Free and open-source, making high-quality MLOps education accessible
Practical, hands-on approach with workshops and a final project
Strong community support for networking and troubleshooting

Limitations / Considerations

Requires prior experience with Python, Docker, and machine learning concepts
Self-paced learning may require higher motivation and discipline compared to structured cohorts

ML Zoomcamp: A course focused on machine learning fundamentals, which can be a prerequisite for this MLOps course.
MLflow: An open-source platform for managing the ML lifecycle, including experimentation, reproducibility, and deployment, covered in this course.
Kubeflow: A project dedicated to making deployments of ML workflows on Kubernetes simple, complementary to the orchestration topics in this course.

Basic Information

GitHub: https://github.com/DataTalksClub/mlops-zoomcamp
Stars: 13,003
License: Unknown
Last Commit: 2025-07-15

📊 Project Information

Project Name: mlops-zoomcamp
GitHub URL: https://github.com/DataTalksClub/mlops-zoomcamp
Programming Language: Jupyter Notebook
⭐ Stars: 13,003
🍴 Forks: 2,566
📅 Created: 2021-10-21
🔄 Last Updated: 2025-07-15

🏷️ Project Topics

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📚 Documentation

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mlops-zoomcamp

Project Description