|> Photo by [Microsoft](https://docs.microsoft.com/en-us/azure/architecture/data-science-process/lifecycle)| > Photo by [Data Science Process Alliance](https://www.datascience-pm.com/crisp-dm-2/)
## Post-Lecture Quiz
## Post-Lecture Quiz
[Post-lecture quiz]()
## Review & Self Study
Applying the Data Science Lifecycle involves multiple roles and tasks, where some may focus on particular parts of each stage. The Team Data Science Process provides a few resources that explain the types of roles and tasks that someone may have in a project.
* [Team Data Science Process roles and tasks](https://docs.microsoft.com/en-us/azure/architecture/data-science-process/roles-tasks)
* [Execute data science tasks: exploration, modeling, and deployment](https://docs.microsoft.com/en-us/azure/architecture/data-science-process/execute-data-science-tasks)