https://hub.imt-atlantique.fr/data-engineering-foundations/assessment/index.html Overview Your final assessment consists of two complementary mini-projects that demonstrate your mastery of machine learning engineering principles across different domains. Both projects emphasize the transition from exploratory data science to production-ready ML systems, showcasing your ability to build structured, maintainable, and well-documented machine learning solutions. Core competencies Your work will be assessed based on three fundamental competencies that align with the official program objectives: [BC02] Communicate effectively about data engineering concepts and solutions [BC04] Design and implement scalable database solutions using both relational and other paradigms [BC07] Create and maintain robust data pipelines for ETL processes while applying best practices in data governance, security, and environmental consideration Read carefully the expectations for these different competencies. Hugo en-us https://hub.imt-atlantique.fr/data-engineering-foundations/assessment/competencies/index.html Mon, 01 Jan 0001 00:00:00 +0000 https://hub.imt-atlantique.fr/data-engineering-foundations/assessment/competencies/index.html Your work will be assessed based on three fundamental competencies. BC02: Communicate effectively about data engineering concepts and solutions BC04: Design and implement scalable database solutions using both relational and other paradigms BC07: Create and maintain robust data pipelines for ETL processes while applying best practices in data governance, security, and environmental considerations