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