https://hub.imt-atlantique.fr/datascience-toolkit/assessment/competencies/index.html Your work will be assessed based on three fundamental competencies from the official program, ensuring alignment with course learning objectives. BC04: Software Engineering Best Practices Apply best practices in software development to data science workflows This competency evaluates your ability to apply professional software engineering principles to machine learning projects, ensuring code quality, maintainability, and collaboration effectiveness. Key Evaluation Areas Software Architecture Modular design following separation of concerns principles Clear component responsibilities and interfaces Reusable components with proper abstraction Configuration-driven design enabling easy parameter modification Code Quality Hugo en-us