CDOSS Certificate Machine Learning Operations (MLOps)
The certification covers MLOps tools and best practices for deploying, evaluating, monitoring and operating machine learning systems
Profiles that can prepare this certification contents:
Data engineer, statistical engineer, Developer engineer, Applied Mathematics engineer and more.
Global knowledge to be acquired to pass this certification:
- Machine Learning lifecycle, MLOps maturity levels, Reproductibility, …
- EDA, Data cleaning and Modeling
- Data, Code and Experiment versioning (Git, DVC, Mlflow, …)
- Deploy the application (Backend, Frontend, Dockerization, Cloud deployment, …)
- CI/CD/CT pipeline (Jenkins, Github actions, …)
- Testing (Unit, Integration, Data and Models)
- Monitoring