Environment Management Quiz

What you'll be asked

1. Which of the following is the primary purpose of using virtual environments (e.g., venv, conda) in an MLOps project?
2. When setting up a reproducible MLOps environment, why is it considered a best practice to pin specific versions of libraries in a requirements.txt file?
3. In the context of MLOps infrastructure, what is the main advantage of using containerization (e.g., Docker) over traditional virtual environments?
4. You are setting up an environment that requires different GPU drivers than the host machine. Which tool or approach is most appropriate for this infrastructure requirement?
5. You are managing a multi-tenant MLOps platform. Which approach best ensures that resource usage (CPU/Memory) is strictly limited per team while maintaining environment isolation?

Answers and explanations come after you submit.